Hierarchical Uncertainty Aggregation
This repo implements hierarchical uncertainty aggregation from the paper Active Learning for Object Detection with Evidential Deep Learning and Hierarchical Uncertainty Aggregation by Park et al. (2022).
It is in written in Rust with bindings for Python.
Build
Run maturin build to build the wheel.
Usage
-
Import the package with
import hua. -
Create a
hua.HUAobject withiou_thresholdandscore_threshold. -
Call
hua.HUA.run()with:bounding_boxes: Array of bounding boxes in the format [x1, y1, x2, y2] of shape (N, 4), class_probabilities: Array of class probabilities of shape (N, C), uncertainty_scores: Array of instance level uncertainty scores of shape (N,), scales: Array of FPN scales from which the corresponding prediction was obtained of shape (N,).
-
The method returns the informativeness score of the image and the indices of the groups created by HUA.
Acknowledgements
Powerboxes: It was used to speed up the IOU calculation in the code.
1 maintainer
Metadata
1 maintainer
Release files for hua-rs 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
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| hua_rs-0.1.0.tar.gz | 9.4 kB | Without provenance | Details for hua_rs-0.1.0.tar.gz |
Built distributions (wheels)
Total release size: 59.3 MB
Release files / hua_rs-0.1.0.tar.gz
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Yes |
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maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | hua_rs-0.1.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | hua_rs-0.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | hua_rs-0.1.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 310.5 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp312-cp312-macosx_10_12_x86_64.whl
| Download URL | hua_rs-0.1.0-cp312-cp312-macosx_10_12_x86_64.whl |
|---|---|
| Size | 318.0 kB |
| Tags | CPython 3.12 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp311-none-win_amd64.whl
| Download URL | hua_rs-0.1.0-cp311-none-win_amd64.whl |
|---|---|
| Size | 193.8 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp311-none-win32.whl
| Download URL | hua_rs-0.1.0-cp311-none-win32.whl |
|---|---|
| Size | 183.3 kB |
| Tags | CPython 3.11 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | hua_rs-0.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | hua_rs-0.1.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ IBM System/390x |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | hua_rs-0.1.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | hua_rs-0.1.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | hua_rs-0.1.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARMv7l |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | hua_rs-0.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | hua_rs-0.1.0-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 311.3 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp311-cp311-macosx_10_12_x86_64.whl
| Download URL | hua_rs-0.1.0-cp311-cp311-macosx_10_12_x86_64.whl |
|---|---|
| Size | 318.7 kB |
| Tags | CPython 3.11 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp310-none-win_amd64.whl
| Download URL | hua_rs-0.1.0-cp310-none-win_amd64.whl |
|---|---|
| Size | 193.8 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp310-none-win32.whl
| Download URL | hua_rs-0.1.0-cp310-none-win32.whl |
|---|---|
| Size | 183.4 kB |
| Tags | CPython 3.10 Windows x86-32 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | hua_rs-0.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | hua_rs-0.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ IBM System/390x |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | hua_rs-0.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ PowerPC 64-le |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | hua_rs-0.1.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | hua_rs-0.1.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | hua_rs-0.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | hua_rs-0.1.0-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 311.2 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp310-cp310-macosx_10_12_x86_64.whl
| Download URL | hua_rs-0.1.0-cp310-cp310-macosx_10_12_x86_64.whl |
|---|---|
| Size | 318.5 kB |
| Tags | CPython 3.10 macOS 10.12+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp39-none-win_amd64.whl
| Download URL | hua_rs-0.1.0-cp39-none-win_amd64.whl |
|---|---|
| Size | 194.3 kB |
| Tags | CPython 3.9 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp39-none-win32.whl
| Download URL | hua_rs-0.1.0-cp39-none-win32.whl |
|---|---|
| Size | 183.8 kB |
| Tags | CPython 3.9 Windows x86-32 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | hua_rs-0.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-64 |
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SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | hua_rs-0.1.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl |
|---|---|
| Size | 1.3 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ IBM System/390x |
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SHA-256 checksum How to use checksums |
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maturin/1.5.1
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Release files / hua_rs-0.1.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | hua_rs-0.1.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
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| Tags | CPython 3.9 Linux glibc 2.17+ PowerPC 64-le |
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maturin/1.5.1
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Release files / hua_rs-0.1.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | hua_rs-0.1.0-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl |
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| Size | 1.1 MB |
| Tags | CPython 3.9 Linux glibc 2.17+ x86-32 |
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maturin/1.5.1
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Release files / hua_rs-0.1.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | hua_rs-0.1.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
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| Size | 1.1 MB |
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maturin/1.5.1
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Release files / hua_rs-0.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | hua_rs-0.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 1.1 MB |
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maturin/1.5.1
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Release files / hua_rs-0.1.0-cp39-cp39-macosx_11_0_arm64.whl
| Download URL | hua_rs-0.1.0-cp39-cp39-macosx_11_0_arm64.whl |
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| Size | 311.6 kB |
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maturin/1.5.1
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Release files / hua_rs-0.1.0-cp39-cp39-macosx_10_12_x86_64.whl
| Download URL | hua_rs-0.1.0-cp39-cp39-macosx_10_12_x86_64.whl |
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| Size | 318.8 kB |
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maturin/1.5.1
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Release files / hua_rs-0.1.0-cp38-none-win_amd64.whl
| Download URL | hua_rs-0.1.0-cp38-none-win_amd64.whl |
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| Size | 194.0 kB |
| Tags | CPython 3.8 Windows x86-64 |
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Yes |
| Uploaded via |
maturin/1.5.1
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Release files / hua_rs-0.1.0-cp38-none-win32.whl
| Download URL | hua_rs-0.1.0-cp38-none-win32.whl |
|---|---|
| Size | 183.3 kB |
| Tags | CPython 3.8 Windows x86-32 |
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maturin/1.5.1
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Release files / hua_rs-0.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
| Download URL | hua_rs-0.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl |
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| Size | 1.1 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-64 |
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| Uploaded via |
maturin/1.5.1
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Release files / hua_rs-0.1.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl
| Download URL | hua_rs-0.1.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl |
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| Size | 1.3 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ IBM System/390x |
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Yes |
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maturin/1.5.1
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Release files / hua_rs-0.1.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl
| Download URL | hua_rs-0.1.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl |
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| Size | 1.1 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ PowerPC 64-le |
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SHA-256 checksum How to use checksums |
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Yes |
| Uploaded via |
maturin/1.5.1
|
Release files / hua_rs-0.1.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
| Download URL | hua_rs-0.1.0-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl |
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| Size | 1.1 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ x86-32 |
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maturin/1.5.1
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Release files / hua_rs-0.1.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl
| Download URL | hua_rs-0.1.0-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl |
|---|---|
| Size | 1.1 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARMv7l |
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SHA-256 checksum How to use checksums |
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Yes |
| Uploaded via |
maturin/1.5.1
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Release files / hua_rs-0.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | hua_rs-0.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
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| Size | 1.1 MB |
| Tags | CPython 3.8 Linux glibc 2.17+ ARM64 |
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maturin/1.5.1
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Security for hua-rs 0.1.0
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