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 micropython version.
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/v1.7.0/tamp-1.7.0-mpy1.23-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.

Metadata

Release files for tamp 2.4.0

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 2.4.0
File	Size	Uploaded
tamp-2.4.0.tar.gz	163.8 kB	Oct 7, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for tamp 2.4.0
File	Interpreter	ABI	Platform	Reset
tamp-2.4.0-cp314-cp314-win_arm64.whl 195.5 kB Oct 7, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
tamp-2.4.0-cp314-cp314-win_amd64.whl 203.0 kB Oct 7, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
tamp-2.4.0-cp314-cp314-win32.whl 183.6 kB Oct 7, 2026	CPython 3.14	CPython 3.14	Windows x86-32	Details
tamp-2.4.0-cp314-cp314-musllinux_1_2_x86_64.whl 242.3 kB Oct 7, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
tamp-2.4.0-cp314-cp314-musllinux_1_2_ppc64le.whl 263.0 kB Oct 7, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.4.0-cp314-cp314-musllinux_1_2_i686.whl 233.5 kB Oct 7, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-32	Details
tamp-2.4.0-cp314-cp314-musllinux_1_2_aarch64.whl 235.9 kB Oct 7, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ ARM64	Details
tamp-2.4.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 240.9 kB Oct 7, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
tamp-2.4.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 264.2 kB Oct 7, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.17+ PowerPC 64-le, Linux glibc 2.28+ PowerPC 64-le	Details
tamp-2.4.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 235.2 kB Oct 7, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
tamp-2.4.0-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 232.3 kB Oct 7, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-32, Linux glibc 2.5+ x86-32	Details
tamp-2.4.0-cp314-cp314-macosx_11_0_arm64.whl 226.6 kB Oct 7, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
tamp-2.4.0-cp314-cp314-macosx_10_15_x86_64.whl 229.1 kB Oct 7, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
tamp-2.4.0-cp313-cp313-win_arm64.whl 189.5 kB Oct 7, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
tamp-2.4.0-cp313-cp313-win_amd64.whl 199.4 kB Oct 7, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
tamp-2.4.0-cp313-cp313-win32.whl 179.1 kB Oct 7, 2026	CPython 3.13	CPython 3.13	Windows x86-32	Details
tamp-2.4.0-cp313-cp313-musllinux_1_2_x86_64.whl 241.7 kB Oct 7, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
tamp-2.4.0-cp313-cp313-musllinux_1_2_ppc64le.whl 260.9 kB Oct 7, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.4.0-cp313-cp313-musllinux_1_2_i686.whl 233.0 kB Oct 7, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-32	Details
tamp-2.4.0-cp313-cp313-musllinux_1_2_aarch64.whl 234.7 kB Oct 7, 2026	CPython 3.13	CPython 3.13	Linux musl 1.2+ ARM64	Details
tamp-2.4.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 240.7 kB Oct 7, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
tamp-2.4.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 262.2 kB Oct 7, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ PowerPC 64-le, Linux glibc 2.17+ PowerPC 64-le	Details
tamp-2.4.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 233.5 kB Oct 7, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
tamp-2.4.0-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 231.9 kB Oct 7, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.5+ x86-32, Linux glibc 2.28+ x86-32	Details
tamp-2.4.0-cp313-cp313-macosx_11_0_arm64.whl 225.5 kB Oct 7, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
tamp-2.4.0-cp313-cp313-macosx_10_13_x86_64.whl 228.6 kB Oct 7, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
tamp-2.4.0-cp312-cp312-win_arm64.whl 190.5 kB Oct 7, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
tamp-2.4.0-cp312-cp312-win_amd64.whl 201.2 kB Oct 7, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
tamp-2.4.0-cp312-cp312-win32.whl 180.5 kB Oct 7, 2026	CPython 3.12	CPython 3.12	Windows x86-32	Details
tamp-2.4.0-cp312-cp312-musllinux_1_2_x86_64.whl 244.4 kB Oct 7, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
tamp-2.4.0-cp312-cp312-musllinux_1_2_ppc64le.whl 264.2 kB Oct 7, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.4.0-cp312-cp312-musllinux_1_2_i686.whl 235.7 kB Oct 7, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-32	Details
tamp-2.4.0-cp312-cp312-musllinux_1_2_aarch64.whl 235.6 kB Oct 7, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ ARM64	Details
tamp-2.4.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 243.3 kB Oct 7, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64, Linux glibc 2.28+ x86-64	Details
tamp-2.4.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 265.0 kB Oct 7, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ PowerPC 64-le, Linux glibc 2.28+ PowerPC 64-le	Details
tamp-2.4.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 235.6 kB Oct 7, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
tamp-2.4.0-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 234.7 kB Oct 7, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.5+ x86-32, Linux glibc 2.28+ x86-32	Details
tamp-2.4.0-cp312-cp312-macosx_11_0_arm64.whl 224.6 kB Oct 7, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
tamp-2.4.0-cp312-cp312-macosx_10_13_x86_64.whl 227.0 kB Oct 7, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
tamp-2.4.0-cp311-cp311-win_arm64.whl 191.1 kB Oct 7, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
tamp-2.4.0-cp311-cp311-win_amd64.whl 200.9 kB Oct 7, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
tamp-2.4.0-cp311-cp311-win32.whl 178.9 kB Oct 7, 2026	CPython 3.11	CPython 3.11	Windows x86-32	Details
tamp-2.4.0-cp311-cp311-musllinux_1_2_x86_64.whl 244.4 kB Oct 7, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
tamp-2.4.0-cp311-cp311-musllinux_1_2_ppc64le.whl 268.6 kB Oct 7, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.4.0-cp311-cp311-musllinux_1_2_i686.whl 235.9 kB Oct 7, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-32	Details
tamp-2.4.0-cp311-cp311-musllinux_1_2_aarch64.whl 237.1 kB Oct 7, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ ARM64	Details
tamp-2.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 243.4 kB Oct 7, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
tamp-2.4.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 269.9 kB Oct 7, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.17+ PowerPC 64-le, Linux glibc 2.28+ PowerPC 64-le	Details
tamp-2.4.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 237.1 kB Oct 7, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64, Linux glibc 2.17+ ARM64	Details
tamp-2.4.0-cp311-cp311-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 234.6 kB Oct 7, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.5+ x86-32, Linux glibc 2.28+ x86-32	Details
tamp-2.4.0-cp311-cp311-macosx_11_0_arm64.whl 226.7 kB Oct 7, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
tamp-2.4.0-cp311-cp311-macosx_10_9_x86_64.whl 226.7 kB Oct 7, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
tamp-2.4.0-cp310-cp310-win_arm64.whl 192.3 kB Oct 7, 2026	CPython 3.10	CPython 3.10	Windows ARM64	Details
tamp-2.4.0-cp310-cp310-win_amd64.whl 203.5 kB Oct 7, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
tamp-2.4.0-cp310-cp310-win32.whl 180.1 kB Oct 7, 2026	CPython 3.10	CPython 3.10	Windows x86-32	Details
tamp-2.4.0-cp310-cp310-musllinux_1_2_x86_64.whl 245.2 kB Oct 7, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
tamp-2.4.0-cp310-cp310-musllinux_1_2_ppc64le.whl 269.7 kB Oct 7, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.4.0-cp310-cp310-musllinux_1_2_i686.whl 238.2 kB Oct 7, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-32	Details
tamp-2.4.0-cp310-cp310-musllinux_1_2_aarch64.whl 238.2 kB Oct 7, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ ARM64	Details
tamp-2.4.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 244.1 kB Oct 7, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
tamp-2.4.0-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 271.4 kB Oct 7, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ PowerPC 64-le, Linux glibc 2.28+ PowerPC 64-le	Details
tamp-2.4.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 238.0 kB Oct 7, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
tamp-2.4.0-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 237.8 kB Oct 7, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.5+ x86-32, Linux glibc 2.28+ x86-32	Details
tamp-2.4.0-cp310-cp310-macosx_11_0_arm64.whl 228.1 kB Oct 7, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
tamp-2.4.0-cp310-cp310-macosx_10_9_x86_64.whl 228.2 kB Oct 7, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details
tamp-2.4.0-cp39-cp39-win_arm64.whl 193.0 kB Oct 7, 2026	CPython 3.9	CPython 3.9	Windows ARM64	Details
tamp-2.4.0-cp39-cp39-win_amd64.whl 204.3 kB Oct 7, 2026	CPython 3.9	CPython 3.9	Windows x86-64	Details
tamp-2.4.0-cp39-cp39-win32.whl 180.7 kB Oct 7, 2026	CPython 3.9	CPython 3.9	Windows x86-32	Details
tamp-2.4.0-cp39-cp39-musllinux_1_2_x86_64.whl 246.2 kB Oct 7, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-64	Details
tamp-2.4.0-cp39-cp39-musllinux_1_2_ppc64le.whl 270.6 kB Oct 7, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ PowerPC 64-le	Details
tamp-2.4.0-cp39-cp39-musllinux_1_2_i686.whl 239.0 kB Oct 7, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ x86-32	Details
tamp-2.4.0-cp39-cp39-musllinux_1_2_aarch64.whl 239.2 kB Oct 7, 2026	CPython 3.9	CPython 3.9	Linux musl 1.2+ ARM64	Details
tamp-2.4.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl 245.1 kB Oct 7, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.28+ x86-64, Linux glibc 2.17+ x86-64	Details
tamp-2.4.0-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl 272.0 kB Oct 7, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ PowerPC 64-le, Linux glibc 2.28+ PowerPC 64-le	Details
tamp-2.4.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl 239.0 kB Oct 7, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.17+ ARM64, Linux glibc 2.28+ ARM64	Details
tamp-2.4.0-cp39-cp39-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl 238.7 kB Oct 7, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.5+ x86-32, Linux glibc 2.28+ x86-32	Details
tamp-2.4.0-cp39-cp39-macosx_11_0_arm64.whl 229.1 kB Oct 7, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details
tamp-2.4.0-cp39-cp39-macosx_10_9_x86_64.whl 229.2 kB Oct 7, 2026	CPython 3.9	CPython 3.9	macOS 10.9+ x86-64	Details

Total release size: 18.1 MB

Release files / tamp-2.4.0.tar.gz

Download URL	tamp-2.4.0.tar.gz
Size	163.8 kB
Tags	Source
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0.tar.gz
SHA-256 checksum: 410f55ef25b10d3976db0100ea03a3276e1c6d7207931543081ffb82165fd5de Verifying attestations

Release files / tamp-2.4.0-cp314-cp314-win_arm64.whl

Download URL	tamp-2.4.0-cp314-cp314-win_arm64.whl
Size	195.5 kB
Tags	CPython 3.14 Windows ARM64
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp314-cp314-win_arm64.whl
SHA-256 checksum: 3ecf9715a013135d97944799a9d7eb75d143231300d504a8c0260baf292d8415 Verifying attestations

Release files / tamp-2.4.0-cp314-cp314-win_amd64.whl

Download URL	tamp-2.4.0-cp314-cp314-win_amd64.whl
Size	203.0 kB
Tags	CPython 3.14 Windows x86-64
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp314-cp314-win_amd64.whl
SHA-256 checksum: 4ca7f2efc6cf2d0fa602478f6c747a3cbb9451a0bd80d0a315b081571bc9b40b Verifying attestations

Release files / tamp-2.4.0-cp314-cp314-win32.whl

Download URL	tamp-2.4.0-cp314-cp314-win32.whl
Size	183.6 kB
Tags	CPython 3.14 Windows x86-32
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp314-cp314-win32.whl
SHA-256 checksum: dadfce00d05fae30dff65bd936b6e95b735fbcb469cd157c2b541ce1a70f7129 Verifying attestations

Release files / tamp-2.4.0-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	tamp-2.4.0-cp314-cp314-musllinux_1_2_x86_64.whl
Size	242.3 kB
Tags	CPython 3.14 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`628c6aef3c5677eaffd15aeeafb3ac05f2c5c2ab4339646297dd5cd84e4c1437`
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp314-cp314-musllinux_1_2_x86_64.whl
SHA-256 checksum: 628c6aef3c5677eaffd15aeeafb3ac05f2c5c2ab4339646297dd5cd84e4c1437 Verifying attestations

Release files / tamp-2.4.0-cp314-cp314-musllinux_1_2_ppc64le.whl

Download URL	tamp-2.4.0-cp314-cp314-musllinux_1_2_ppc64le.whl
Size	263.0 kB
Tags	CPython 3.14 Linux musl 1.2+ PowerPC 64-le
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp314-cp314-musllinux_1_2_ppc64le.whl
SHA-256 checksum: 47842bb7770775c896b32fc677c1e9f18626d8379b6fc81887087ba1ced8429d Verifying attestations

Release files / tamp-2.4.0-cp314-cp314-musllinux_1_2_i686.whl

Download URL	tamp-2.4.0-cp314-cp314-musllinux_1_2_i686.whl
Size	233.5 kB
Tags	CPython 3.14 Linux musl 1.2+ x86-32
SHA-256 checksum How to use checksums	`46ad66110bbc7e22b0cc879b4e23580610ec87296c145a030a38ae7de20aede7`
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp314-cp314-musllinux_1_2_i686.whl
SHA-256 checksum: 46ad66110bbc7e22b0cc879b4e23580610ec87296c145a030a38ae7de20aede7 Verifying attestations

Release files / tamp-2.4.0-cp314-cp314-musllinux_1_2_aarch64.whl

Download URL	tamp-2.4.0-cp314-cp314-musllinux_1_2_aarch64.whl
Size	235.9 kB
Tags	CPython 3.14 Linux musl 1.2+ ARM64
SHA-256 checksum How to use checksums	`32793bf711825b80ab0b966cd7802edb6eed49ff3311739230e99a976f852e9f`
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp314-cp314-musllinux_1_2_aarch64.whl
SHA-256 checksum: 32793bf711825b80ab0b966cd7802edb6eed49ff3311739230e99a976f852e9f Verifying attestations

Release files / tamp-2.4.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL	tamp-2.4.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size	240.9 kB
Tags	CPython 3.14 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`73b0311c2b54e5e3bbda38f178c50be098612f008aba610e7018a529f0d70762`
BLAKE2b-256 checksum How to use checksums	`44979f56645151e2aa9b5d728bfa92cb09c454619b39d8e517f016a0f255ed86`
Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 73b0311c2b54e5e3bbda38f178c50be098612f008aba610e7018a529f0d70762 Verifying attestations

Release files / tamp-2.4.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

Download URL	tamp-2.4.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
Size	264.2 kB
Tags	CPython 3.14 Linux glibc 2.17+ PowerPC 64-le Linux glibc 2.28+ PowerPC 64-le
SHA-256 checksum How to use checksums	`17d3caad3a1ea130639ab2bd92d74ab7e8c38e1b1a146ecf65476ad07e68c6fc`
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
SHA-256 checksum: 17d3caad3a1ea130639ab2bd92d74ab7e8c38e1b1a146ecf65476ad07e68c6fc Verifying attestations

Release files / tamp-2.4.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL	tamp-2.4.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Size	235.2 kB
Tags	CPython 3.14 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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SHA-256 checksum: 7146e372f6c6aff727877ed10bc6cf85847e63c47877f123cdd0113b90566042 Verifying attestations

Release files / tamp-2.4.0-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Artifact

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Release files / tamp-2.4.0-cp314-cp314-macosx_11_0_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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp314-cp314-macosx_10_15_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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp313-cp313-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp313-cp313-win_amd64.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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Artifact

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Release files / tamp-2.4.0-cp313-cp313-win32.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Artifact

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Release files / tamp-2.4.0-cp313-cp313-musllinux_1_2_x86_64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp313-cp313-musllinux_1_2_ppc64le.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Artifact

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Release files / tamp-2.4.0-cp313-cp313-musllinux_1_2_i686.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Artifact

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SHA-256 checksum: cd54c9d2a94b7ce5fed0e3e5fe43c659a3896c7c76b5261d8dc293b64b0508dc Verifying attestations

Release files / tamp-2.4.0-cp313-cp313-musllinux_1_2_aarch64.whl

Download URL	tamp-2.4.0-cp313-cp313-musllinux_1_2_aarch64.whl
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Artifact

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Release files / tamp-2.4.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL	tamp-2.4.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Artifact

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SHA-256 checksum: 30026b1750bf740dcac32f0b3a90e2a10b65ad1444094792d16ce600c14518e7 Verifying attestations

Release files / tamp-2.4.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

Download URL	tamp-2.4.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

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SHA-256 checksum: f2f179afe208bfcdd0b1451ac8afbf9836983a4979bd8c60fb397f92b7d421a6 Verifying attestations

Release files / tamp-2.4.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL	tamp-2.4.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 3ea00348d43871fe686e7eafb4ab63ed132ee23965e864ea65bfe6a278c99f38 Verifying attestations

Release files / tamp-2.4.0-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl

Download URL	tamp-2.4.0-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl
SHA-256 checksum: 88e7b0218dbf8bff12397da7ed2eeb57da7508a667125968e49886db0166b141 Verifying attestations

Release files / tamp-2.4.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL	tamp-2.4.0-cp313-cp313-macosx_11_0_arm64.whl
Size	225.5 kB
Tags	CPython 3.13 macOS 11.0+ ARM64
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp313-cp313-macosx_11_0_arm64.whl
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Release files / tamp-2.4.0-cp313-cp313-macosx_10_13_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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp312-cp312-win32.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp312-cp312-musllinux_1_2_i686.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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp312-cp312-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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SHA-256 checksum: 97ddf1ae097f9d336823bb507e0501bf2d22854cad0375e35cefe19699e97527 Verifying attestations

Release files / tamp-2.4.0-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Artifact

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SHA-256 checksum: e012336e855023fcd49c14b0729559142ca580228ca89251b1b4d4d0b071e2ff Verifying attestations

Release files / tamp-2.4.0-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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SHA-256 checksum: 6e517a56b597cdc468c6f49d16d025f9bbc2b6826d38488565371478d4278fbe Verifying attestations

Release files / tamp-2.4.0-cp312-cp312-macosx_11_0_arm64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp312-cp312-macosx_10_13_x86_64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp311-cp311-win_arm64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp311-cp311-win_amd64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/BrianPugh/tamp
Publishing commit: github.com/BrianPugh/tamp/tree/cd0b701a5cc7355735db7148906855c00a2b7b82

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Release files / tamp-2.4.0-cp311-cp311-win32.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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Release files / tamp-2.4.0-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Release files / tamp-2.4.0-cp311-cp311-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Release files / tamp-2.4.0-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Release files / tamp-2.4.0-cp311-cp311-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Release files / tamp-2.4.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Release files / tamp-2.4.0-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Release files / tamp-2.4.0-cp311-cp311-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Release files / tamp-2.4.0-cp311-cp311-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Release files / tamp-2.4.0-cp311-cp311-macosx_11_0_arm64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp311-cp311-macosx_10_9_x86_64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp310-cp310-win_arm64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp310-cp310-win_amd64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp310-cp310-win32.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp310-cp310-musllinux_1_2_x86_64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Release files / tamp-2.4.0-cp310-cp310-musllinux_1_2_ppc64le.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp310-cp310-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp310-cp310-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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SHA-256 checksum: 731e582c5e3cb7d7cf058c9d99deafbb067b99ba212e13791125e2a302ce8e4c Verifying attestations

Release files / tamp-2.4.0-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

Subject: tamp-2.4.0-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl
SHA-256 checksum: 0d2c20dcf49b212086c096013b9dbef4485fe807b6e41bdcc1dfa7537d20da29 Verifying attestations

Release files / tamp-2.4.0-cp310-cp310-macosx_11_0_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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp39-cp39-win_arm64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp39-cp39-win_amd64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp39-cp39-win32.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp39-cp39-musllinux_1_2_x86_64.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

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Artifact

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Release files / tamp-2.4.0-cp39-cp39-musllinux_1_2_ppc64le.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Artifact

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Release files / tamp-2.4.0-cp39-cp39-musllinux_1_2_i686.whl

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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

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Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

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SHA-256 checksum: a20d1561f88d34ae0c95d12ac386d0728f7d58563a9698039fa55e026b52fcc3 Verifying attestations

Release files / tamp-2.4.0-cp39-cp39-musllinux_1_2_aarch64.whl

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Tags	CPython 3.9 Linux musl 1.2+ ARM64
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BLAKE2b-256 checksum How to use checksums	`c5ecd3705d9b0a71955a3fc953bcd8103787ae0980c144f21221b595eb324449`
Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp39-cp39-musllinux_1_2_aarch64.whl
SHA-256 checksum: ff32128f8bf8e0fc0fc3c772c82e3045058422e069f9010718b6a6ff197ee795 Verifying attestations

Release files / tamp-2.4.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl

Download URL	tamp-2.4.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Size	245.1 kB
Tags	CPython 3.9 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`7e47b495e4280ad40571daee108e50b8fa5d0482032aa6ee75eb525da1192a57`
BLAKE2b-256 checksum How to use checksums	`ac1c7838ccc1f0fc86cf4e02adbd1f8b52ed183a00d6ee4fa5449994eec9f665`
Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 7e47b495e4280ad40571daee108e50b8fa5d0482032aa6ee75eb525da1192a57 Verifying attestations

Release files / tamp-2.4.0-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl

Download URL	tamp-2.4.0-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
Size	272.0 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	`8cd673c3b86aee9f4d76393b6d2491b8853fa6ffe6747a68069dd4a0da3a700e`
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Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl
SHA-256 checksum: 8cd673c3b86aee9f4d76393b6d2491b8853fa6ffe6747a68069dd4a0da3a700e Verifying attestations

Release files / tamp-2.4.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl

Download URL	tamp-2.4.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
Size	239.0 kB
Tags	CPython 3.9 Linux glibc 2.17+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`7b38be4714a46ab59aafeb5ddc428bd6d4fb8715f5606bf4f3aff68e306baafc`
BLAKE2b-256 checksum How to use checksums	`c8ddf03cc143ff61cd1c1042e7a03900c2b0e15067813b4974f8554043873cff`
Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: 7b38be4714a46ab59aafeb5ddc428bd6d4fb8715f5606bf4f3aff68e306baafc Verifying attestations

Release files / tamp-2.4.0-cp39-cp39-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl

Download URL	tamp-2.4.0-cp39-cp39-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl
Size	238.7 kB
Tags	CPython 3.9 Linux glibc 2.28+ x86-32 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`af0d360827eab5c7e89db103d6b1ad85a963ae346dca19ab3ca035a5249cfd68`
BLAKE2b-256 checksum How to use checksums	`462674129549717a3a7b4fa4f708a13dc82381da80f922d211a87d0b2ed3f580`
Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp39-cp39-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl
SHA-256 checksum: af0d360827eab5c7e89db103d6b1ad85a963ae346dca19ab3ca035a5249cfd68 Verifying attestations

Release files / tamp-2.4.0-cp39-cp39-macosx_11_0_arm64.whl

Download URL	tamp-2.4.0-cp39-cp39-macosx_11_0_arm64.whl
Size	229.1 kB
Tags	CPython 3.9 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`75b7ffd53706df230b15575bbffd32958a2b4bc0d2c7a4895513076990ac5f44`
BLAKE2b-256 checksum How to use checksums	`2feb2e7d94083f7923acbdc66c2cb7787bc289c2998145113561d37a6f5ce091`
Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp39-cp39-macosx_11_0_arm64.whl
SHA-256 checksum: 75b7ffd53706df230b15575bbffd32958a2b4bc0d2c7a4895513076990ac5f44 Verifying attestations

Release files / tamp-2.4.0-cp39-cp39-macosx_10_9_x86_64.whl

Download URL	tamp-2.4.0-cp39-cp39-macosx_10_9_x86_64.whl
Size	229.2 kB
Tags	CPython 3.9 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`a7e90f1046d2792e62e3e5bcf3ded85f2845348451449c78addbd976222da927`
BLAKE2b-256 checksum How to use checksums	`bd09498b2a8c522dbb90738ea36c85b952d7a3a594e62992f968cd37a137ef8d`
Upload date	Oct 7, 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/cd0b701a5cc7355735db7148906855c00a2b7b82

Workflow

Publishing configuration: github.com/BrianPugh/tamp/blob/cd0b701a5cc7355735db7148906855c00a2b7b82/.github/workflows/build_wheels.yaml
Publishing logs: github.com/BrianPugh/tamp/actions/runs/37696877805/attempts/1

Artifact

Subject: tamp-2.4.0-cp39-cp39-macosx_10_9_x86_64.whl
SHA-256 checksum: a7e90f1046d2792e62e3e5bcf3ded85f2845348451449c78addbd976222da927 Verifying attestations