Datasets:
Initial release of SMP-FSAVC dataset
Browse files- .gitattributes +20 -60
- .gitignore +10 -0
- .idea/.gitignore +8 -0
- .idea/SMP_FSAVC_Dataset.iml +12 -0
- .idea/deployment.xml +91 -0
- .idea/inspectionProfiles/Project_Default.xml +6 -0
- .idea/inspectionProfiles/profiles_settings.xml +6 -0
- .idea/modules.xml +8 -0
- .idea/vcs.xml +6 -0
- .idea/workspace.xml +108 -0
- CITATION.cff +41 -0
- DATA_REMOVAL.md +27 -0
- LICENSE_CODE +674 -0
- LICENSE_DATA.md +49 -0
- README.md +303 -0
- README.zh-CN.md +149 -0
- csv/AVE/fewshot.csv +0 -0
- csv/AVE/fewshot_test.csv +0 -0
- csv/AVE/pretrain.csv +0 -0
- csv/AVE/pretrain_test.csv +0 -0
- csv/Kinetics-Sounds/fewshot.csv +0 -0
- csv/Kinetics-Sounds/fewshot_test.csv +0 -0
- csv/Kinetics-Sounds/pretrain.csv +0 -0
- csv/Kinetics-Sounds/pretrain_test.csv +0 -0
- csv/VGGSound100/fewshot.csv +0 -0
- csv/VGGSound100/fewshot_test.csv +0 -0
- csv/VGGSound100/pretrain.csv +0 -0
- csv/VGGSound100/pretrain_test.csv +0 -0
- metadata/checksums.sha256 +27 -0
- metadata/dataset_statistics.json +419 -0
- metadata/generation_config.yaml +47 -0
- metadata/label_maps.json +1129 -0
- requirements-build.txt +1 -0
- scripts/build_release.py +432 -0
- scripts/verify_release.py +43 -0
- viewer/AVE/fewshot.parquet +3 -0
- viewer/AVE/fewshot_test.parquet +3 -0
- viewer/AVE/pretrain.parquet +3 -0
- viewer/AVE/pretrain_test.parquet +3 -0
- viewer/Kinetics-Sounds/fewshot.parquet +3 -0
- viewer/Kinetics-Sounds/fewshot_test.parquet +3 -0
- viewer/Kinetics-Sounds/pretrain.parquet +3 -0
- viewer/Kinetics-Sounds/pretrain_test.parquet +3 -0
- viewer/VGGSound100/fewshot.parquet +3 -0
- viewer/VGGSound100/fewshot_test.parquet +3 -0
- viewer/VGGSound100/pretrain.parquet +3 -0
- viewer/VGGSound100/pretrain_test.parquet +3 -0
.gitattributes
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# Video files - compressed
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* text=auto eol=lf
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*.py text eol=lf
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*.yaml text eol=lf
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*.yml text eol=lf
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*.csv binary
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*.parquet binary
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viewer/AVE/fewshot.parquet filter=lfs diff=lfs merge=lfs -text
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viewer/AVE/fewshot_test.parquet filter=lfs diff=lfs merge=lfs -text
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viewer/AVE/pretrain.parquet filter=lfs diff=lfs merge=lfs -text
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viewer/AVE/pretrain_test.parquet filter=lfs diff=lfs merge=lfs -text
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viewer/Kinetics-Sounds/fewshot.parquet filter=lfs diff=lfs merge=lfs -text
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viewer/Kinetics-Sounds/fewshot_test.parquet filter=lfs diff=lfs merge=lfs -text
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viewer/Kinetics-Sounds/pretrain.parquet filter=lfs diff=lfs merge=lfs -text
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viewer/Kinetics-Sounds/pretrain_test.parquet filter=lfs diff=lfs merge=lfs -text
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viewer/VGGSound100/fewshot.parquet filter=lfs diff=lfs merge=lfs -text
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viewer/VGGSound100/fewshot_test.parquet filter=lfs diff=lfs merge=lfs -text
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viewer/VGGSound100/pretrain.parquet filter=lfs diff=lfs merge=lfs -text
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viewer/VGGSound100/pretrain_test.parquet filter=lfs diff=lfs merge=lfs -text
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.gitignore
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__pycache__/
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*.py[cod]
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.venv/
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venv/
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.idea/
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.DS_Store
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Thumbs.db
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*.tmp
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*.log
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.idea/.gitignore
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# 默认忽略的文件
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/shelf/
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/workspace.xml
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# 基于编辑器的 HTTP 客户端请求
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/httpRequests/
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# Datasource local storage ignored files
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/dataSources/
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/dataSources.local.xml
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.idea/SMP_FSAVC_Dataset.iml
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.idea/deployment.xml
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<mapping local="$PROJECT_DIR$" web="/" />
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<mapping local="$PROJECT_DIR$" web="/" />
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<mapping local="$PROJECT_DIR$" web="/" />
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<paths name="guanjiehuang@10.120.16.75:22 password (3)">
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<paths name="guanjiehuang@10.120.17.57:15654 password">
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| 84 |
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.idea/inspectionProfiles/Project_Default.xml
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.idea/inspectionProfiles/profiles_settings.xml
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<component name="InspectionProjectProfileManager">
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<settings>
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<option name="USE_PROJECT_PROFILE" value="false" />
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.idea/modules.xml
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<?xml version="1.0" encoding="UTF-8"?>
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<project version="4">
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| 3 |
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<component name="ProjectModuleManager">
|
| 4 |
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<modules>
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+
<module fileurl="file://$PROJECT_DIR$/.idea/SMP_FSAVC_Dataset.iml" filepath="$PROJECT_DIR$/.idea/SMP_FSAVC_Dataset.iml" />
|
| 6 |
+
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.idea/vcs.xml
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<?xml version="1.0" encoding="UTF-8"?>
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<project version="4">
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<component name="VcsDirectoryMappings">
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<mapping directory="" vcs="Git" />
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.idea/workspace.xml
ADDED
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@@ -0,0 +1,108 @@
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CITATION.cff
ADDED
|
@@ -0,0 +1,41 @@
|
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|
| 1 |
+
cff-version: 1.2.0
|
| 2 |
+
message: >-
|
| 3 |
+
If you use these splits or semantic prompts, please cite the SMP-FSAVC
|
| 4 |
+
article and the upstream datasets relevant to your experiment.
|
| 5 |
+
title: SMP-FSAVC Dataset Splits and Semantic Prompts
|
| 6 |
+
type: dataset
|
| 7 |
+
version: 1.0.0
|
| 8 |
+
date-released: 2026-08-14
|
| 9 |
+
repository-code: https://github.com/DennisHgj/SMP_FSAVC_Dataset
|
| 10 |
+
authors:
|
| 11 |
+
- family-names: Huang
|
| 12 |
+
given-names: Guanjie
|
| 13 |
+
- family-names: Cui
|
| 14 |
+
given-names: Yawen
|
| 15 |
+
- family-names: Tsang
|
| 16 |
+
given-names: Danny H. K.
|
| 17 |
+
- family-names: Wang
|
| 18 |
+
given-names: Wenwu
|
| 19 |
+
- family-names: Liu
|
| 20 |
+
given-names: Li
|
| 21 |
+
preferred-citation:
|
| 22 |
+
type: article
|
| 23 |
+
title: Semantic Modulated Prompting for Few-Shot Audio-Visual Classification
|
| 24 |
+
authors:
|
| 25 |
+
- family-names: Huang
|
| 26 |
+
given-names: Guanjie
|
| 27 |
+
- family-names: Cui
|
| 28 |
+
given-names: Yawen
|
| 29 |
+
- family-names: Tsang
|
| 30 |
+
given-names: Danny H. K.
|
| 31 |
+
- family-names: Wang
|
| 32 |
+
given-names: Wenwu
|
| 33 |
+
- family-names: Liu
|
| 34 |
+
given-names: Li
|
| 35 |
+
journal: IEEE Transactions on Audio, Speech and Language Processing
|
| 36 |
+
volume: 34
|
| 37 |
+
start: 723
|
| 38 |
+
end: 736
|
| 39 |
+
year: 2026
|
| 40 |
+
doi: 10.1109/TASLPRO.2026.3654246
|
| 41 |
+
url: https://ieeexplore.ieee.org/abstract/document/11352954
|
DATA_REMOVAL.md
ADDED
|
@@ -0,0 +1,27 @@
|
|
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|
| 1 |
+
# Correction and removal requests
|
| 2 |
+
|
| 3 |
+
This release contains clip identifiers, labels, and generated text captions,
|
| 4 |
+
but no video, audio, or image files.
|
| 5 |
+
|
| 6 |
+
If you are a content owner, depicted person, upstream dataset maintainer, or
|
| 7 |
+
other affected party and want an identifier or generated caption corrected or
|
| 8 |
+
removed, open an issue at:
|
| 9 |
+
|
| 10 |
+
https://github.com/DennisHgj/SMP_FSAVC_Dataset/issues
|
| 11 |
+
|
| 12 |
+
Please include:
|
| 13 |
+
|
| 14 |
+
1. the dataset name and `clip_id`;
|
| 15 |
+
2. the affected file or split, if known;
|
| 16 |
+
3. whether you request correction, redaction, or removal;
|
| 17 |
+
4. enough information to verify the request without posting unnecessary
|
| 18 |
+
personal data publicly.
|
| 19 |
+
|
| 20 |
+
For a private request, contact the corresponding author through the contact
|
| 21 |
+
information on the [published paper](https://ieeexplore.ieee.org/abstract/document/11352954).
|
| 22 |
+
Do not include identity documents, private account credentials, or other
|
| 23 |
+
sensitive material in a public issue.
|
| 24 |
+
|
| 25 |
+
Removal from this annotation repository does not remove a source video from
|
| 26 |
+
YouTube or an upstream dataset. Requests concerning source media should also
|
| 27 |
+
be directed to the hosting platform and the relevant upstream dataset owner.
|
LICENSE_CODE
ADDED
|
@@ -0,0 +1,674 @@
|
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|
| 1 |
+
GNU GENERAL PUBLIC LICENSE
|
| 2 |
+
Version 3, 29 June 2007
|
| 3 |
+
|
| 4 |
+
Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
|
| 5 |
+
Everyone is permitted to copy and distribute verbatim copies
|
| 6 |
+
of this license document, but changing it is not allowed.
|
| 7 |
+
|
| 8 |
+
Preamble
|
| 9 |
+
|
| 10 |
+
The GNU General Public License is a free, copyleft license for
|
| 11 |
+
software and other kinds of works.
|
| 12 |
+
|
| 13 |
+
The licenses for most software and other practical works are designed
|
| 14 |
+
to take away your freedom to share and change the works. By contrast,
|
| 15 |
+
the GNU General Public License is intended to guarantee your freedom to
|
| 16 |
+
share and change all versions of a program--to make sure it remains free
|
| 17 |
+
software for all its users. We, the Free Software Foundation, use the
|
| 18 |
+
GNU General Public License for most of our software; it applies also to
|
| 19 |
+
any other work released this way by its authors. You can apply it to
|
| 20 |
+
your programs, too.
|
| 21 |
+
|
| 22 |
+
When we speak of free software, we are referring to freedom, not
|
| 23 |
+
price. Our General Public Licenses are designed to make sure that you
|
| 24 |
+
have the freedom to distribute copies of free software (and charge for
|
| 25 |
+
them if you wish), that you receive source code or can get it if you
|
| 26 |
+
want it, that you can change the software or use pieces of it in new
|
| 27 |
+
free programs, and that you know you can do these things.
|
| 28 |
+
|
| 29 |
+
To protect your rights, we need to prevent others from denying you
|
| 30 |
+
these rights or asking you to surrender the rights. Therefore, you have
|
| 31 |
+
certain responsibilities if you distribute copies of the software, or if
|
| 32 |
+
you modify it: responsibilities to respect the freedom of others.
|
| 33 |
+
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| 34 |
+
For example, if you distribute copies of such a program, whether
|
| 35 |
+
gratis or for a fee, you must pass on to the recipients the same
|
| 36 |
+
freedoms that you received. You must make sure that they, too, receive
|
| 37 |
+
or can get the source code. And you must show them these terms so they
|
| 38 |
+
know their rights.
|
| 39 |
+
|
| 40 |
+
Developers that use the GNU GPL protect your rights with two steps:
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| 41 |
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(1) assert copyright on the software, and (2) offer you this License
|
| 42 |
+
giving you legal permission to copy, distribute and/or modify it.
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| 43 |
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| 44 |
+
For the developers' and authors' protection, the GPL clearly explains
|
| 45 |
+
that there is no warranty for this free software. For both users' and
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| 46 |
+
authors' sake, the GPL requires that modified versions be marked as
|
| 47 |
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changed, so that their problems will not be attributed erroneously to
|
| 48 |
+
authors of previous versions.
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| 49 |
+
|
| 50 |
+
Some devices are designed to deny users access to install or run
|
| 51 |
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modified versions of the software inside them, although the manufacturer
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| 52 |
+
can do so. This is fundamentally incompatible with the aim of
|
| 53 |
+
protecting users' freedom to change the software. The systematic
|
| 54 |
+
pattern of such abuse occurs in the area of products for individuals to
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| 55 |
+
use, which is precisely where it is most unacceptable. Therefore, we
|
| 56 |
+
have designed this version of the GPL to prohibit the practice for those
|
| 57 |
+
products. If such problems arise substantially in other domains, we
|
| 58 |
+
stand ready to extend this provision to those domains in future versions
|
| 59 |
+
of the GPL, as needed to protect the freedom of users.
|
| 60 |
+
|
| 61 |
+
Finally, every program is threatened constantly by software patents.
|
| 62 |
+
States should not allow patents to restrict development and use of
|
| 63 |
+
software on general-purpose computers, but in those that do, we wish to
|
| 64 |
+
avoid the special danger that patents applied to a free program could
|
| 65 |
+
make it effectively proprietary. To prevent this, the GPL assures that
|
| 66 |
+
patents cannot be used to render the program non-free.
|
| 67 |
+
|
| 68 |
+
The precise terms and conditions for copying, distribution and
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| 69 |
+
modification follow.
|
| 70 |
+
|
| 71 |
+
TERMS AND CONDITIONS
|
| 72 |
+
|
| 73 |
+
0. Definitions.
|
| 74 |
+
|
| 75 |
+
"This License" refers to version 3 of the GNU General Public License.
|
| 76 |
+
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| 77 |
+
"Copyright" also means copyright-like laws that apply to other kinds of
|
| 78 |
+
works, such as semiconductor masks.
|
| 79 |
+
|
| 80 |
+
"The Program" refers to any copyrightable work licensed under this
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| 81 |
+
License. Each licensee is addressed as "you". "Licensees" and
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| 82 |
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"recipients" may be individuals or organizations.
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| 83 |
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| 84 |
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To "modify" a work means to copy from or adapt all or part of the work
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| 85 |
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| 86 |
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| 87 |
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| 88 |
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| 89 |
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A "covered work" means either the unmodified Program or a work based
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| 90 |
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| 91 |
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| 92 |
+
To "propagate" a work means to do anything with it that, without
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| 93 |
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permission, would make you directly or secondarily liable for
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| 94 |
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infringement under applicable copyright law, except executing it on a
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| 95 |
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| 104 |
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| 105 |
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| 111 |
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| 112 |
+
1. Source Code.
|
| 113 |
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|
| 114 |
+
The "source code" for a work means the preferred form of the work
|
| 115 |
+
for making modifications to it. "Object code" means any non-source
|
| 116 |
+
form of a work.
|
| 117 |
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| 118 |
+
A "Standard Interface" means an interface that either is an official
|
| 119 |
+
standard defined by a recognized standards body, or, in the case of
|
| 120 |
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interfaces specified for a particular programming language, one that
|
| 121 |
+
is widely used among developers working in that language.
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| 122 |
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|
| 123 |
+
The "System Libraries" of an executable work include anything, other
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| 124 |
+
than the work as a whole, that (a) is included in the normal form of
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| 125 |
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packaging a Major Component, but which is not part of that Major
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| 126 |
+
Component, and (b) serves only to enable use of the work with that
|
| 127 |
+
Major Component, or to implement a Standard Interface for which an
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| 128 |
+
implementation is available to the public in source code form. A
|
| 129 |
+
"Major Component", in this context, means a major essential component
|
| 130 |
+
(kernel, window system, and so on) of the specific operating system
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| 131 |
+
(if any) on which the executable work runs, or a compiler used to
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| 132 |
+
produce the work, or an object code interpreter used to run it.
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| 133 |
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|
| 134 |
+
The "Corresponding Source" for a work in object code form means all
|
| 135 |
+
the source code needed to generate, install, and (for an executable
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| 136 |
+
work) run the object code and to modify the work, including scripts to
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| 137 |
+
control those activities. However, it does not include the work's
|
| 138 |
+
System Libraries, or general-purpose tools or generally available free
|
| 139 |
+
programs which are used unmodified in performing those activities but
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| 140 |
+
which are not part of the work. For example, Corresponding Source
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| 141 |
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includes interface definition files associated with source files for
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| 142 |
+
the work, and the source code for shared libraries and dynamically
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| 143 |
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linked subprograms that the work is specifically designed to require,
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| 144 |
+
such as by intimate data communication or control flow between those
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| 145 |
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subprograms and other parts of the work.
|
| 146 |
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| 147 |
+
The Corresponding Source need not include anything that users
|
| 148 |
+
can regenerate automatically from other parts of the Corresponding
|
| 149 |
+
Source.
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| 150 |
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|
| 151 |
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The Corresponding Source for a work in source code form is that
|
| 152 |
+
same work.
|
| 153 |
+
|
| 154 |
+
2. Basic Permissions.
|
| 155 |
+
|
| 156 |
+
All rights granted under this License are granted for the term of
|
| 157 |
+
copyright on the Program, and are irrevocable provided the stated
|
| 158 |
+
conditions are met. This License explicitly affirms your unlimited
|
| 159 |
+
permission to run the unmodified Program. The output from running a
|
| 160 |
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covered work is covered by this License only if the output, given its
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| 161 |
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content, constitutes a covered work. This License acknowledges your
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| 162 |
+
rights of fair use or other equivalent, as provided by copyright law.
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| 163 |
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| 164 |
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You may make, run and propagate covered works that you do not
|
| 165 |
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convey, without conditions so long as your license otherwise remains
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| 166 |
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in force. You may convey covered works to others for the sole purpose
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| 167 |
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of having them make modifications exclusively for you, or provide you
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| 168 |
+
with facilities for running those works, provided that you comply with
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| 169 |
+
the terms of this License in conveying all material for which you do
|
| 170 |
+
not control copyright. Those thus making or running the covered works
|
| 171 |
+
for you must do so exclusively on your behalf, under your direction
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| 172 |
+
and control, on terms that prohibit them from making any copies of
|
| 173 |
+
your copyrighted material outside their relationship with you.
|
| 174 |
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| 175 |
+
Conveying under any other circumstances is permitted solely under
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| 176 |
+
the conditions stated below. Sublicensing is not allowed; section 10
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| 177 |
+
makes it unnecessary.
|
| 178 |
+
|
| 179 |
+
3. Protecting Users' Legal Rights From Anti-Circumvention Law.
|
| 180 |
+
|
| 181 |
+
No covered work shall be deemed part of an effective technological
|
| 182 |
+
measure under any applicable law fulfilling obligations under article
|
| 183 |
+
11 of the WIPO copyright treaty adopted on 20 December 1996, or
|
| 184 |
+
similar laws prohibiting or restricting circumvention of such
|
| 185 |
+
measures.
|
| 186 |
+
|
| 187 |
+
When you convey a covered work, you waive any legal power to forbid
|
| 188 |
+
circumvention of technological measures to the extent such circumvention
|
| 189 |
+
is effected by exercising rights under this License with respect to
|
| 190 |
+
the covered work, and you disclaim any intention to limit operation or
|
| 191 |
+
modification of the work as a means of enforcing, against the work's
|
| 192 |
+
users, your or third parties' legal rights to forbid circumvention of
|
| 193 |
+
technological measures.
|
| 194 |
+
|
| 195 |
+
4. Conveying Verbatim Copies.
|
| 196 |
+
|
| 197 |
+
You may convey verbatim copies of the Program's source code as you
|
| 198 |
+
receive it, in any medium, provided that you conspicuously and
|
| 199 |
+
appropriately publish on each copy an appropriate copyright notice;
|
| 200 |
+
keep intact all notices stating that this License and any
|
| 201 |
+
non-permissive terms added in accord with section 7 apply to the code;
|
| 202 |
+
keep intact all notices of the absence of any warranty; and give all
|
| 203 |
+
recipients a copy of this License along with the Program.
|
| 204 |
+
|
| 205 |
+
You may charge any price or no price for each copy that you convey,
|
| 206 |
+
and you may offer support or warranty protection for a fee.
|
| 207 |
+
|
| 208 |
+
5. Conveying Modified Source Versions.
|
| 209 |
+
|
| 210 |
+
You may convey a work based on the Program, or the modifications to
|
| 211 |
+
produce it from the Program, in the form of source code under the
|
| 212 |
+
terms of section 4, provided that you also meet all of these conditions:
|
| 213 |
+
|
| 214 |
+
a) The work must carry prominent notices stating that you modified
|
| 215 |
+
it, and giving a relevant date.
|
| 216 |
+
|
| 217 |
+
b) The work must carry prominent notices stating that it is
|
| 218 |
+
released under this License and any conditions added under section
|
| 219 |
+
7. This requirement modifies the requirement in section 4 to
|
| 220 |
+
"keep intact all notices".
|
| 221 |
+
|
| 222 |
+
c) You must license the entire work, as a whole, under this
|
| 223 |
+
License to anyone who comes into possession of a copy. This
|
| 224 |
+
License will therefore apply, along with any applicable section 7
|
| 225 |
+
additional terms, to the whole of the work, and all its parts,
|
| 226 |
+
regardless of how they are packaged. This License gives no
|
| 227 |
+
permission to license the work in any other way, but it does not
|
| 228 |
+
invalidate such permission if you have separately received it.
|
| 229 |
+
|
| 230 |
+
d) If the work has interactive user interfaces, each must display
|
| 231 |
+
Appropriate Legal Notices; however, if the Program has interactive
|
| 232 |
+
interfaces that do not display Appropriate Legal Notices, your
|
| 233 |
+
work need not make them do so.
|
| 234 |
+
|
| 235 |
+
A compilation of a covered work with other separate and independent
|
| 236 |
+
works, which are not by their nature extensions of the covered work,
|
| 237 |
+
and which are not combined with it such as to form a larger program,
|
| 238 |
+
in or on a volume of a storage or distribution medium, is called an
|
| 239 |
+
"aggregate" if the compilation and its resulting copyright are not
|
| 240 |
+
used to limit the access or legal rights of the compilation's users
|
| 241 |
+
beyond what the individual works permit. Inclusion of a covered work
|
| 242 |
+
in an aggregate does not cause this License to apply to the other
|
| 243 |
+
parts of the aggregate.
|
| 244 |
+
|
| 245 |
+
6. Conveying Non-Source Forms.
|
| 246 |
+
|
| 247 |
+
You may convey a covered work in object code form under the terms
|
| 248 |
+
of sections 4 and 5, provided that you also convey the
|
| 249 |
+
machine-readable Corresponding Source under the terms of this License,
|
| 250 |
+
in one of these ways:
|
| 251 |
+
|
| 252 |
+
a) Convey the object code in, or embodied in, a physical product
|
| 253 |
+
(including a physical distribution medium), accompanied by the
|
| 254 |
+
Corresponding Source fixed on a durable physical medium
|
| 255 |
+
customarily used for software interchange.
|
| 256 |
+
|
| 257 |
+
b) Convey the object code in, or embodied in, a physical product
|
| 258 |
+
(including a physical distribution medium), accompanied by a
|
| 259 |
+
written offer, valid for at least three years and valid for as
|
| 260 |
+
long as you offer spare parts or customer support for that product
|
| 261 |
+
model, to give anyone who possesses the object code either (1) a
|
| 262 |
+
copy of the Corresponding Source for all the software in the
|
| 263 |
+
product that is covered by this License, on a durable physical
|
| 264 |
+
medium customarily used for software interchange, for a price no
|
| 265 |
+
more than your reasonable cost of physically performing this
|
| 266 |
+
conveying of source, or (2) access to copy the
|
| 267 |
+
Corresponding Source from a network server at no charge.
|
| 268 |
+
|
| 269 |
+
c) Convey individual copies of the object code with a copy of the
|
| 270 |
+
written offer to provide the Corresponding Source. This
|
| 271 |
+
alternative is allowed only occasionally and noncommercially, and
|
| 272 |
+
only if you received the object code with such an offer, in accord
|
| 273 |
+
with subsection 6b.
|
| 274 |
+
|
| 275 |
+
d) Convey the object code by offering access from a designated
|
| 276 |
+
place (gratis or for a charge), and offer equivalent access to the
|
| 277 |
+
Corresponding Source in the same way through the same place at no
|
| 278 |
+
further charge. You need not require recipients to copy the
|
| 279 |
+
Corresponding Source along with the object code. If the place to
|
| 280 |
+
copy the object code is a network server, the Corresponding Source
|
| 281 |
+
may be on a different server (operated by you or a third party)
|
| 282 |
+
that supports equivalent copying facilities, provided you maintain
|
| 283 |
+
clear directions next to the object code saying where to find the
|
| 284 |
+
Corresponding Source. Regardless of what server hosts the
|
| 285 |
+
Corresponding Source, you remain obligated to ensure that it is
|
| 286 |
+
available for as long as needed to satisfy these requirements.
|
| 287 |
+
|
| 288 |
+
e) Convey the object code using peer-to-peer transmission, provided
|
| 289 |
+
you inform other peers where the object code and Corresponding
|
| 290 |
+
Source of the work are being offered to the general public at no
|
| 291 |
+
charge under subsection 6d.
|
| 292 |
+
|
| 293 |
+
A separable portion of the object code, whose source code is excluded
|
| 294 |
+
from the Corresponding Source as a System Library, need not be
|
| 295 |
+
included in conveying the object code work.
|
| 296 |
+
|
| 297 |
+
A "User Product" is either (1) a "consumer product", which means any
|
| 298 |
+
tangible personal property which is normally used for personal, family,
|
| 299 |
+
or household purposes, or (2) anything designed or sold for incorporation
|
| 300 |
+
into a dwelling. In determining whether a product is a consumer product,
|
| 301 |
+
doubtful cases shall be resolved in favor of coverage. For a particular
|
| 302 |
+
product received by a particular user, "normally used" refers to a
|
| 303 |
+
typical or common use of that class of product, regardless of the status
|
| 304 |
+
of the particular user or of the way in which the particular user
|
| 305 |
+
actually uses, or expects or is expected to use, the product. A product
|
| 306 |
+
is a consumer product regardless of whether the product has substantial
|
| 307 |
+
commercial, industrial or non-consumer uses, unless such uses represent
|
| 308 |
+
the only significant mode of use of the product.
|
| 309 |
+
|
| 310 |
+
"Installation Information" for a User Product means any methods,
|
| 311 |
+
procedures, authorization keys, or other information required to install
|
| 312 |
+
and execute modified versions of a covered work in that User Product from
|
| 313 |
+
a modified version of its Corresponding Source. The information must
|
| 314 |
+
suffice to ensure that the continued functioning of the modified object
|
| 315 |
+
code is in no case prevented or interfered with solely because
|
| 316 |
+
modification has been made.
|
| 317 |
+
|
| 318 |
+
If you convey an object code work under this section in, or with, or
|
| 319 |
+
specifically for use in, a User Product, and the conveying occurs as
|
| 320 |
+
part of a transaction in which the right of possession and use of the
|
| 321 |
+
User Product is transferred to the recipient in perpetuity or for a
|
| 322 |
+
fixed term (regardless of how the transaction is characterized), the
|
| 323 |
+
Corresponding Source conveyed under this section must be accompanied
|
| 324 |
+
by the Installation Information. But this requirement does not apply
|
| 325 |
+
if neither you nor any third party retains the ability to install
|
| 326 |
+
modified object code on the User Product (for example, the work has
|
| 327 |
+
been installed in ROM).
|
| 328 |
+
|
| 329 |
+
The requirement to provide Installation Information does not include a
|
| 330 |
+
requirement to continue to provide support service, warranty, or updates
|
| 331 |
+
for a work that has been modified or installed by the recipient, or for
|
| 332 |
+
the User Product in which it has been modified or installed. Access to a
|
| 333 |
+
network may be denied when the modification itself materially and
|
| 334 |
+
adversely affects the operation of the network or violates the rules and
|
| 335 |
+
protocols for communication across the network.
|
| 336 |
+
|
| 337 |
+
Corresponding Source conveyed, and Installation Information provided,
|
| 338 |
+
in accord with this section must be in a format that is publicly
|
| 339 |
+
documented (and with an implementation available to the public in
|
| 340 |
+
source code form), and must require no special password or key for
|
| 341 |
+
unpacking, reading or copying.
|
| 342 |
+
|
| 343 |
+
7. Additional Terms.
|
| 344 |
+
|
| 345 |
+
"Additional permissions" are terms that supplement the terms of this
|
| 346 |
+
License by making exceptions from one or more of its conditions.
|
| 347 |
+
Additional permissions that are applicable to the entire Program shall
|
| 348 |
+
be treated as though they were included in this License, to the extent
|
| 349 |
+
that they are valid under applicable law. If additional permissions
|
| 350 |
+
apply only to part of the Program, that part may be used separately
|
| 351 |
+
under those permissions, but the entire Program remains governed by
|
| 352 |
+
this License without regard to the additional permissions.
|
| 353 |
+
|
| 354 |
+
When you convey a copy of a covered work, you may at your option
|
| 355 |
+
remove any additional permissions from that copy, or from any part of
|
| 356 |
+
it. (Additional permissions may be written to require their own
|
| 357 |
+
removal in certain cases when you modify the work.) You may place
|
| 358 |
+
additional permissions on material, added by you to a covered work,
|
| 359 |
+
for which you have or can give appropriate copyright permission.
|
| 360 |
+
|
| 361 |
+
Notwithstanding any other provision of this License, for material you
|
| 362 |
+
add to a covered work, you may (if authorized by the copyright holders of
|
| 363 |
+
that material) supplement the terms of this License with terms:
|
| 364 |
+
|
| 365 |
+
a) Disclaiming warranty or limiting liability differently from the
|
| 366 |
+
terms of sections 15 and 16 of this License; or
|
| 367 |
+
|
| 368 |
+
b) Requiring preservation of specified reasonable legal notices or
|
| 369 |
+
author attributions in that material or in the Appropriate Legal
|
| 370 |
+
Notices displayed by works containing it; or
|
| 371 |
+
|
| 372 |
+
c) Prohibiting misrepresentation of the origin of that material, or
|
| 373 |
+
requiring that modified versions of such material be marked in
|
| 374 |
+
reasonable ways as different from the original version; or
|
| 375 |
+
|
| 376 |
+
d) Limiting the use for publicity purposes of names of licensors or
|
| 377 |
+
authors of the material; or
|
| 378 |
+
|
| 379 |
+
e) Declining to grant rights under trademark law for use of some
|
| 380 |
+
trade names, trademarks, or service marks; or
|
| 381 |
+
|
| 382 |
+
f) Requiring indemnification of licensors and authors of that
|
| 383 |
+
material by anyone who conveys the material (or modified versions of
|
| 384 |
+
it) with contractual assumptions of liability to the recipient, for
|
| 385 |
+
any liability that these contractual assumptions directly impose on
|
| 386 |
+
those licensors and authors.
|
| 387 |
+
|
| 388 |
+
All other non-permissive additional terms are considered "further
|
| 389 |
+
restrictions" within the meaning of section 10. If the Program as you
|
| 390 |
+
received it, or any part of it, contains a notice stating that it is
|
| 391 |
+
governed by this License along with a term that is a further
|
| 392 |
+
restriction, you may remove that term. If a license document contains
|
| 393 |
+
a further restriction but permits relicensing or conveying under this
|
| 394 |
+
License, you may add to a covered work material governed by the terms
|
| 395 |
+
of that license document, provided that the further restriction does
|
| 396 |
+
not survive such relicensing or conveying.
|
| 397 |
+
|
| 398 |
+
If you add terms to a covered work in accord with this section, you
|
| 399 |
+
must place, in the relevant source files, a statement of the
|
| 400 |
+
additional terms that apply to those files, or a notice indicating
|
| 401 |
+
where to find the applicable terms.
|
| 402 |
+
|
| 403 |
+
Additional terms, permissive or non-permissive, may be stated in the
|
| 404 |
+
form of a separately written license, or stated as exceptions;
|
| 405 |
+
the above requirements apply either way.
|
| 406 |
+
|
| 407 |
+
8. Termination.
|
| 408 |
+
|
| 409 |
+
You may not propagate or modify a covered work except as expressly
|
| 410 |
+
provided under this License. Any attempt otherwise to propagate or
|
| 411 |
+
modify it is void, and will automatically terminate your rights under
|
| 412 |
+
this License (including any patent licenses granted under the third
|
| 413 |
+
paragraph of section 11).
|
| 414 |
+
|
| 415 |
+
However, if you cease all violation of this License, then your
|
| 416 |
+
license from a particular copyright holder is reinstated (a)
|
| 417 |
+
provisionally, unless and until the copyright holder explicitly and
|
| 418 |
+
finally terminates your license, and (b) permanently, if the copyright
|
| 419 |
+
holder fails to notify you of the violation by some reasonable means
|
| 420 |
+
prior to 60 days after the cessation.
|
| 421 |
+
|
| 422 |
+
Moreover, your license from a particular copyright holder is
|
| 423 |
+
reinstated permanently if the copyright holder notifies you of the
|
| 424 |
+
violation by some reasonable means, this is the first time you have
|
| 425 |
+
received notice of violation of this License (for any work) from that
|
| 426 |
+
copyright holder, and you cure the violation prior to 30 days after
|
| 427 |
+
your receipt of the notice.
|
| 428 |
+
|
| 429 |
+
Termination of your rights under this section does not terminate the
|
| 430 |
+
licenses of parties who have received copies or rights from you under
|
| 431 |
+
this License. If your rights have been terminated and not permanently
|
| 432 |
+
reinstated, you do not qualify to receive new licenses for the same
|
| 433 |
+
material under section 10.
|
| 434 |
+
|
| 435 |
+
9. Acceptance Not Required for Having Copies.
|
| 436 |
+
|
| 437 |
+
You are not required to accept this License in order to receive or
|
| 438 |
+
run a copy of the Program. Ancillary propagation of a covered work
|
| 439 |
+
occurring solely as a consequence of using peer-to-peer transmission
|
| 440 |
+
to receive a copy likewise does not require acceptance. However,
|
| 441 |
+
nothing other than this License grants you permission to propagate or
|
| 442 |
+
modify any covered work. These actions infringe copyright if you do
|
| 443 |
+
not accept this License. Therefore, by modifying or propagating a
|
| 444 |
+
covered work, you indicate your acceptance of this License to do so.
|
| 445 |
+
|
| 446 |
+
10. Automatic Licensing of Downstream Recipients.
|
| 447 |
+
|
| 448 |
+
Each time you convey a covered work, the recipient automatically
|
| 449 |
+
receives a license from the original licensors, to run, modify and
|
| 450 |
+
propagate that work, subject to this License. You are not responsible
|
| 451 |
+
for enforcing compliance by third parties with this License.
|
| 452 |
+
|
| 453 |
+
An "entity transaction" is a transaction transferring control of an
|
| 454 |
+
organization, or substantially all assets of one, or subdividing an
|
| 455 |
+
organization, or merging organizations. If propagation of a covered
|
| 456 |
+
work results from an entity transaction, each party to that
|
| 457 |
+
transaction who receives a copy of the work also receives whatever
|
| 458 |
+
licenses to the work the party's predecessor in interest had or could
|
| 459 |
+
give under the previous paragraph, plus a right to possession of the
|
| 460 |
+
Corresponding Source of the work from the predecessor in interest, if
|
| 461 |
+
the predecessor has it or can get it with reasonable efforts.
|
| 462 |
+
|
| 463 |
+
You may not impose any further restrictions on the exercise of the
|
| 464 |
+
rights granted or affirmed under this License. For example, you may
|
| 465 |
+
not impose a license fee, royalty, or other charge for exercise of
|
| 466 |
+
rights granted under this License, and you may not initiate litigation
|
| 467 |
+
(including a cross-claim or counterclaim in a lawsuit) alleging that
|
| 468 |
+
any patent claim is infringed by making, using, selling, offering for
|
| 469 |
+
sale, or importing the Program or any portion of it.
|
| 470 |
+
|
| 471 |
+
11. Patents.
|
| 472 |
+
|
| 473 |
+
A "contributor" is a copyright holder who authorizes use under this
|
| 474 |
+
License of the Program or a work on which the Program is based. The
|
| 475 |
+
work thus licensed is called the contributor's "contributor version".
|
| 476 |
+
|
| 477 |
+
A contributor's "essential patent claims" are all patent claims
|
| 478 |
+
owned or controlled by the contributor, whether already acquired or
|
| 479 |
+
hereafter acquired, that would be infringed by some manner, permitted
|
| 480 |
+
by this License, of making, using, or selling its contributor version,
|
| 481 |
+
but do not include claims that would be infringed only as a
|
| 482 |
+
consequence of further modification of the contributor version. For
|
| 483 |
+
purposes of this definition, "control" includes the right to grant
|
| 484 |
+
patent sublicenses in a manner consistent with the requirements of
|
| 485 |
+
this License.
|
| 486 |
+
|
| 487 |
+
Each contributor grants you a non-exclusive, worldwide, royalty-free
|
| 488 |
+
patent license under the contributor's essential patent claims, to
|
| 489 |
+
make, use, sell, offer for sale, import and otherwise run, modify and
|
| 490 |
+
propagate the contents of its contributor version.
|
| 491 |
+
|
| 492 |
+
In the following three paragraphs, a "patent license" is any express
|
| 493 |
+
agreement or commitment, however denominated, not to enforce a patent
|
| 494 |
+
(such as an express permission to practice a patent or covenant not to
|
| 495 |
+
sue for patent infringement). To "grant" such a patent license to a
|
| 496 |
+
party means to make such an agreement or commitment not to enforce a
|
| 497 |
+
patent against the party.
|
| 498 |
+
|
| 499 |
+
If you convey a covered work, knowingly relying on a patent license,
|
| 500 |
+
and the Corresponding Source of the work is not available for anyone
|
| 501 |
+
to copy, free of charge and under the terms of this License, through a
|
| 502 |
+
publicly available network server or other readily accessible means,
|
| 503 |
+
then you must either (1) cause the Corresponding Source to be so
|
| 504 |
+
available, or (2) arrange to deprive yourself of the benefit of the
|
| 505 |
+
patent license for this particular work, or (3) arrange, in a manner
|
| 506 |
+
consistent with the requirements of this License, to extend the patent
|
| 507 |
+
license to downstream recipients. "Knowingly relying" means you have
|
| 508 |
+
actual knowledge that, but for the patent license, your conveying the
|
| 509 |
+
covered work in a country, or your recipient's use of the covered work
|
| 510 |
+
in a country, would infringe one or more identifiable patents in that
|
| 511 |
+
country that you have reason to believe are valid.
|
| 512 |
+
|
| 513 |
+
If, pursuant to or in connection with a single transaction or
|
| 514 |
+
arrangement, you convey, or propagate by procuring conveyance of, a
|
| 515 |
+
covered work, and grant a patent license to some of the parties
|
| 516 |
+
receiving the covered work authorizing them to use, propagate, modify
|
| 517 |
+
or convey a specific copy of the covered work, then the patent license
|
| 518 |
+
you grant is automatically extended to all recipients of the covered
|
| 519 |
+
work and works based on it.
|
| 520 |
+
|
| 521 |
+
A patent license is "discriminatory" if it does not include within
|
| 522 |
+
the scope of its coverage, prohibits the exercise of, or is
|
| 523 |
+
conditioned on the non-exercise of one or more of the rights that are
|
| 524 |
+
specifically granted under this License. You may not convey a covered
|
| 525 |
+
work if you are a party to an arrangement with a third party that is
|
| 526 |
+
in the business of distributing software, under which you make payment
|
| 527 |
+
to the third party based on the extent of your activity of conveying
|
| 528 |
+
the work, and under which the third party grants, to any of the
|
| 529 |
+
parties who would receive the covered work from you, a discriminatory
|
| 530 |
+
patent license (a) in connection with copies of the covered work
|
| 531 |
+
conveyed by you (or copies made from those copies), or (b) primarily
|
| 532 |
+
for and in connection with specific products or compilations that
|
| 533 |
+
contain the covered work, unless you entered into that arrangement,
|
| 534 |
+
or that patent license was granted, prior to 28 March 2007.
|
| 535 |
+
|
| 536 |
+
Nothing in this License shall be construed as excluding or limiting
|
| 537 |
+
any implied license or other defenses to infringement that may
|
| 538 |
+
otherwise be available to you under applicable patent law.
|
| 539 |
+
|
| 540 |
+
12. No Surrender of Others' Freedom.
|
| 541 |
+
|
| 542 |
+
If conditions are imposed on you (whether by court order, agreement or
|
| 543 |
+
otherwise) that contradict the conditions of this License, they do not
|
| 544 |
+
excuse you from the conditions of this License. If you cannot convey a
|
| 545 |
+
covered work so as to satisfy simultaneously your obligations under this
|
| 546 |
+
License and any other pertinent obligations, then as a consequence you may
|
| 547 |
+
not convey it at all. For example, if you agree to terms that obligate you
|
| 548 |
+
to collect a royalty for further conveying from those to whom you convey
|
| 549 |
+
the Program, the only way you could satisfy both those terms and this
|
| 550 |
+
License would be to refrain entirely from conveying the Program.
|
| 551 |
+
|
| 552 |
+
13. Use with the GNU Affero General Public License.
|
| 553 |
+
|
| 554 |
+
Notwithstanding any other provision of this License, you have
|
| 555 |
+
permission to link or combine any covered work with a work licensed
|
| 556 |
+
under version 3 of the GNU Affero General Public License into a single
|
| 557 |
+
combined work, and to convey the resulting work. The terms of this
|
| 558 |
+
License will continue to apply to the part which is the covered work,
|
| 559 |
+
but the special requirements of the GNU Affero General Public License,
|
| 560 |
+
section 13, concerning interaction through a network will apply to the
|
| 561 |
+
combination as such.
|
| 562 |
+
|
| 563 |
+
14. Revised Versions of this License.
|
| 564 |
+
|
| 565 |
+
The Free Software Foundation may publish revised and/or new versions of
|
| 566 |
+
the GNU General Public License from time to time. Such new versions will
|
| 567 |
+
be similar in spirit to the present version, but may differ in detail to
|
| 568 |
+
address new problems or concerns.
|
| 569 |
+
|
| 570 |
+
Each version is given a distinguishing version number. If the
|
| 571 |
+
Program specifies that a certain numbered version of the GNU General
|
| 572 |
+
Public License "or any later version" applies to it, you have the
|
| 573 |
+
option of following the terms and conditions either of that numbered
|
| 574 |
+
version or of any later version published by the Free Software
|
| 575 |
+
Foundation. If the Program does not specify a version number of the
|
| 576 |
+
GNU General Public License, you may choose any version ever published
|
| 577 |
+
by the Free Software Foundation.
|
| 578 |
+
|
| 579 |
+
If the Program specifies that a proxy can decide which future
|
| 580 |
+
versions of the GNU General Public License can be used, that proxy's
|
| 581 |
+
public statement of acceptance of a version permanently authorizes you
|
| 582 |
+
to choose that version for the Program.
|
| 583 |
+
|
| 584 |
+
Later license versions may give you additional or different
|
| 585 |
+
permissions. However, no additional obligations are imposed on any
|
| 586 |
+
author or copyright holder as a result of your choosing to follow a
|
| 587 |
+
later version.
|
| 588 |
+
|
| 589 |
+
15. Disclaimer of Warranty.
|
| 590 |
+
|
| 591 |
+
THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
|
| 592 |
+
APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
|
| 593 |
+
HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
|
| 594 |
+
OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
|
| 595 |
+
THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
|
| 596 |
+
PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
|
| 597 |
+
IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
|
| 598 |
+
ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
|
| 599 |
+
|
| 600 |
+
16. Limitation of Liability.
|
| 601 |
+
|
| 602 |
+
IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
|
| 603 |
+
WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
|
| 604 |
+
THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
|
| 605 |
+
GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
|
| 606 |
+
USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
|
| 607 |
+
DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
|
| 608 |
+
PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
|
| 609 |
+
EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
|
| 610 |
+
SUCH DAMAGES.
|
| 611 |
+
|
| 612 |
+
17. Interpretation of Sections 15 and 16.
|
| 613 |
+
|
| 614 |
+
If the disclaimer of warranty and limitation of liability provided
|
| 615 |
+
above cannot be given local legal effect according to their terms,
|
| 616 |
+
reviewing courts shall apply local law that most closely approximates
|
| 617 |
+
an absolute waiver of all civil liability in connection with the
|
| 618 |
+
Program, unless a warranty or assumption of liability accompanies a
|
| 619 |
+
copy of the Program in return for a fee.
|
| 620 |
+
|
| 621 |
+
END OF TERMS AND CONDITIONS
|
| 622 |
+
|
| 623 |
+
How to Apply These Terms to Your New Programs
|
| 624 |
+
|
| 625 |
+
If you develop a new program, and you want it to be of the greatest
|
| 626 |
+
possible use to the public, the best way to achieve this is to make it
|
| 627 |
+
free software which everyone can redistribute and change under these terms.
|
| 628 |
+
|
| 629 |
+
To do so, attach the following notices to the program. It is safest
|
| 630 |
+
to attach them to the start of each source file to most effectively
|
| 631 |
+
state the exclusion of warranty; and each file should have at least
|
| 632 |
+
the "copyright" line and a pointer to where the full notice is found.
|
| 633 |
+
|
| 634 |
+
<one line to give the program's name and a brief idea of what it does.>
|
| 635 |
+
Copyright (C) <year> <name of author>
|
| 636 |
+
|
| 637 |
+
This program is free software: you can redistribute it and/or modify
|
| 638 |
+
it under the terms of the GNU General Public License as published by
|
| 639 |
+
the Free Software Foundation, either version 3 of the License, or
|
| 640 |
+
(at your option) any later version.
|
| 641 |
+
|
| 642 |
+
This program is distributed in the hope that it will be useful,
|
| 643 |
+
but WITHOUT ANY WARRANTY; without even the implied warranty of
|
| 644 |
+
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
| 645 |
+
GNU General Public License for more details.
|
| 646 |
+
|
| 647 |
+
You should have received a copy of the GNU General Public License
|
| 648 |
+
along with this program. If not, see <https://www.gnu.org/licenses/>.
|
| 649 |
+
|
| 650 |
+
Also add information on how to contact you by electronic and paper mail.
|
| 651 |
+
|
| 652 |
+
If the program does terminal interaction, make it output a short
|
| 653 |
+
notice like this when it starts in an interactive mode:
|
| 654 |
+
|
| 655 |
+
<program> Copyright (C) <year> <name of author>
|
| 656 |
+
This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
|
| 657 |
+
This is free software, and you are welcome to redistribute it
|
| 658 |
+
under certain conditions; type `show c' for details.
|
| 659 |
+
|
| 660 |
+
The hypothetical commands `show w' and `show c' should show the appropriate
|
| 661 |
+
parts of the General Public License. Of course, your program's commands
|
| 662 |
+
might be different; for a GUI interface, you would use an "about box".
|
| 663 |
+
|
| 664 |
+
You should also get your employer (if you work as a programmer) or school,
|
| 665 |
+
if any, to sign a "copyright disclaimer" for the program, if necessary.
|
| 666 |
+
For more information on this, and how to apply and follow the GNU GPL, see
|
| 667 |
+
<https://www.gnu.org/licenses/>.
|
| 668 |
+
|
| 669 |
+
The GNU General Public License does not permit incorporating your program
|
| 670 |
+
into proprietary programs. If your program is a subroutine library, you
|
| 671 |
+
may consider it more useful to permit linking proprietary applications with
|
| 672 |
+
the library. If this is what you want to do, use the GNU Lesser General
|
| 673 |
+
Public License instead of this License. But first, please read
|
| 674 |
+
<https://www.gnu.org/licenses/why-not-lgpl.html>.
|
LICENSE_DATA.md
ADDED
|
@@ -0,0 +1,49 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
| 1 |
+
# Data and annotation licensing
|
| 2 |
+
|
| 3 |
+
This repository intentionally does **not** redistribute source videos, audio,
|
| 4 |
+
or extracted frames.
|
| 5 |
+
|
| 6 |
+
## Release-authored material
|
| 7 |
+
|
| 8 |
+
To the extent that the SMP-FSAVC authors hold the necessary rights, the
|
| 9 |
+
following release-authored material is made available under the
|
| 10 |
+
[Creative Commons Attribution 4.0 International license](https://creativecommons.org/licenses/by/4.0/):
|
| 11 |
+
|
| 12 |
+
- the few-shot source/target split definitions;
|
| 13 |
+
- the released mPLUG-2-generated semantic prompts;
|
| 14 |
+
- release-specific label maps, statistics, documentation, and metadata.
|
| 15 |
+
|
| 16 |
+
Attribution should identify the SMP-FSAVC authors and cite the published
|
| 17 |
+
article listed in `README.md`.
|
| 18 |
+
|
| 19 |
+
## Upstream material and identifiers
|
| 20 |
+
|
| 21 |
+
Clip identifiers, category names, and source annotations originate from or
|
| 22 |
+
refer to AVE, Kinetics/Kinetics-Sounds, and VGGSound. They remain subject to
|
| 23 |
+
the applicable upstream terms and are not relicensed by this repository.
|
| 24 |
+
Users are responsible for reviewing and complying with those terms before
|
| 25 |
+
obtaining or using the corresponding media.
|
| 26 |
+
|
| 27 |
+
- AVE project: https://github.com/YapengTian/AVE-ECCV18
|
| 28 |
+
- Kinetics downloader and annotations: https://github.com/cvdfoundation/kinetics-dataset
|
| 29 |
+
- VGGSound dataset: https://www.robots.ox.ac.uk/~vgg/data/vggsound/
|
| 30 |
+
|
| 31 |
+
The VGGSound project states that its dataset is available under CC BY 4.0,
|
| 32 |
+
while copyright in each source video remains with its original owner. This
|
| 33 |
+
repository makes no claim of ownership over any source media.
|
| 34 |
+
|
| 35 |
+
## Model and code dependencies
|
| 36 |
+
|
| 37 |
+
The captions were generated with mPLUG-2. mPLUG-2 code and model artifacts are
|
| 38 |
+
governed by their own upstream licenses and terms:
|
| 39 |
+
https://github.com/X-PLUG/mPLUG-2
|
| 40 |
+
|
| 41 |
+
The small release-maintenance scripts in `scripts/` are provided under the
|
| 42 |
+
same GNU GPL v3 terms as the SMP code repository. See [LICENSE_CODE](LICENSE_CODE).
|
| 43 |
+
|
| 44 |
+
## No additional rights
|
| 45 |
+
|
| 46 |
+
Nothing in this notice grants rights to source media, personal likenesses,
|
| 47 |
+
trademarks, or other third-party content. If an upstream license or platform
|
| 48 |
+
term conflicts with this notice, the upstream restriction controls for that
|
| 49 |
+
material.
|
README.md
ADDED
|
@@ -0,0 +1,303 @@
|
|
|
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|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
|
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|
|
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|
|
|
|
|
|
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|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
pretty_name: SMP-FSAVC Splits and Semantic Prompts
|
| 3 |
+
language:
|
| 4 |
+
- en
|
| 5 |
+
license: other
|
| 6 |
+
task_categories:
|
| 7 |
+
- video-classification
|
| 8 |
+
- audio-classification
|
| 9 |
+
size_categories:
|
| 10 |
+
- 10K<n<100K
|
| 11 |
+
tags:
|
| 12 |
+
- audio-visual
|
| 13 |
+
- few-shot-learning
|
| 14 |
+
- semantic-prompting
|
| 15 |
+
- video-captioning
|
| 16 |
+
configs:
|
| 17 |
+
- config_name: ave
|
| 18 |
+
default: true
|
| 19 |
+
data_files:
|
| 20 |
+
- split: source_train
|
| 21 |
+
path: viewer/AVE/pretrain.parquet
|
| 22 |
+
- split: source_test
|
| 23 |
+
path: viewer/AVE/pretrain_test.parquet
|
| 24 |
+
- split: target_train_pool
|
| 25 |
+
path: viewer/AVE/fewshot.parquet
|
| 26 |
+
- split: target_test
|
| 27 |
+
path: viewer/AVE/fewshot_test.parquet
|
| 28 |
+
- config_name: kinetics-sounds
|
| 29 |
+
data_files:
|
| 30 |
+
- split: source_train
|
| 31 |
+
path: viewer/Kinetics-Sounds/pretrain.parquet
|
| 32 |
+
- split: source_test
|
| 33 |
+
path: viewer/Kinetics-Sounds/pretrain_test.parquet
|
| 34 |
+
- split: target_train_pool
|
| 35 |
+
path: viewer/Kinetics-Sounds/fewshot.parquet
|
| 36 |
+
- split: target_test
|
| 37 |
+
path: viewer/Kinetics-Sounds/fewshot_test.parquet
|
| 38 |
+
- config_name: vggsound100
|
| 39 |
+
data_files:
|
| 40 |
+
- split: source_train
|
| 41 |
+
path: viewer/VGGSound100/pretrain.parquet
|
| 42 |
+
- split: source_test
|
| 43 |
+
path: viewer/VGGSound100/pretrain_test.parquet
|
| 44 |
+
- split: target_train_pool
|
| 45 |
+
path: viewer/VGGSound100/fewshot.parquet
|
| 46 |
+
- split: target_test
|
| 47 |
+
path: viewer/VGGSound100/fewshot_test.parquet
|
| 48 |
+
---
|
| 49 |
+
|
| 50 |
+
# SMP-FSAVC splits and semantic prompts
|
| 51 |
+
|
| 52 |
+
[中文说明](README.zh-CN.md) · [SMP code](https://github.com/DennisHgj/SMP_FSAVC) · [Paper](https://ieeexplore.ieee.org/abstract/document/11352954) · [DOI](https://doi.org/10.1109/TASLPRO.2026.3654246)
|
| 53 |
+
|
| 54 |
+
This repository releases the source/target class partitions, train/test sample
|
| 55 |
+
lists, and mPLUG-2-generated semantic prompts used by **Semantic Modulated
|
| 56 |
+
Prompting for Few-Shot Audio-Visual Classification** (SMP-FSAVC). It is ready
|
| 57 |
+
to host on both GitHub and the Hugging Face Hub: the original headerless CSV
|
| 58 |
+
files are preserved for the training code, while equivalent Parquet files
|
| 59 |
+
power the Hugging Face Dataset Viewer.
|
| 60 |
+
|
| 61 |
+
No video, audio, or extracted frame is distributed here. Users must obtain
|
| 62 |
+
media from the respective upstream datasets and follow their terms.
|
| 63 |
+
|
| 64 |
+
## What is included
|
| 65 |
+
|
| 66 |
+
| Dataset | Released rows | Source classes | Target classes | Notes |
|
| 67 |
+
| --- | ---: | ---: | ---: | --- |
|
| 68 |
+
| AVE | 4,051 | 16 | 12 | 28 defined classes |
|
| 69 |
+
| Kinetics-Sounds | 22,908 | 19 | 13 | 32 defined classes |
|
| 70 |
+
| VGGSound100 | 59,795 | 60 defined / 59 available | 40 | Source label 14 has no obtainable media in this snapshot |
|
| 71 |
+
| **Total** | **86,754** | | | |
|
| 72 |
+
|
| 73 |
+
The VGGSound100 files named `train_caption.csv` and `test_caption.csv` in the
|
| 74 |
+
research workspace are not included because they are exact unions of the four
|
| 75 |
+
released split files and would duplicate content.
|
| 76 |
+
|
| 77 |
+
## Split semantics
|
| 78 |
+
|
| 79 |
+
| File | Hugging Face split | Meaning |
|
| 80 |
+
| --- | --- | --- |
|
| 81 |
+
| `pretrain.csv` | `source_train` | Source-class pretraining set |
|
| 82 |
+
| `pretrain_test.csv` | `source_test` | Source-class evaluation set |
|
| 83 |
+
| `fewshot.csv` | `target_train_pool` | Target-class pool from which N-way K-shot support sets are sampled |
|
| 84 |
+
| `fewshot_test.csv` | `target_test` | Target-class query/evaluation set |
|
| 85 |
+
|
| 86 |
+
`fewshot.csv` is a sampling pool, not one fixed K-shot episode. The SMP
|
| 87 |
+
protocol repeatedly samples support examples from it.
|
| 88 |
+
|
| 89 |
+
## Repository layout
|
| 90 |
+
|
| 91 |
+
```text
|
| 92 |
+
.
|
| 93 |
+
|-- csv/ # original headerless files used by SMP
|
| 94 |
+
| |-- AVE/
|
| 95 |
+
| |-- Kinetics-Sounds/
|
| 96 |
+
| `-- VGGSound100/
|
| 97 |
+
|-- viewer/ # equivalent Parquet files for Dataset Viewer
|
| 98 |
+
|-- metadata/
|
| 99 |
+
| |-- dataset_statistics.json
|
| 100 |
+
| |-- generation_config.yaml
|
| 101 |
+
| |-- label_maps.json
|
| 102 |
+
| `-- checksums.sha256
|
| 103 |
+
|-- scripts/
|
| 104 |
+
| |-- build_release.py
|
| 105 |
+
| `-- verify_release.py
|
| 106 |
+
|-- LICENSE_DATA.md
|
| 107 |
+
|-- LICENSE_CODE
|
| 108 |
+
`-- DATA_REMOVAL.md
|
| 109 |
+
```
|
| 110 |
+
|
| 111 |
+
## Data schema
|
| 112 |
+
|
| 113 |
+
The raw files have no header. AVE rows contain three fields:
|
| 114 |
+
|
| 115 |
+
```text
|
| 116 |
+
clip_id,integer_label,semantic_prompt
|
| 117 |
+
```
|
| 118 |
+
|
| 119 |
+
Kinetics-Sounds and VGGSound100 rows contain a fourth field:
|
| 120 |
+
|
| 121 |
+
```text
|
| 122 |
+
clip_id,integer_label,semantic_prompt,class_name
|
| 123 |
+
```
|
| 124 |
+
|
| 125 |
+
CSV quoting is used where captions or class names contain commas. The Parquet
|
| 126 |
+
mirrors expose the same four named columns for every dataset:
|
| 127 |
+
|
| 128 |
+
| Column | Type | Description |
|
| 129 |
+
| --- | --- | --- |
|
| 130 |
+
| `clip_id` | string | Upstream clip identifier; no media URL or media payload |
|
| 131 |
+
| `label` | int64 | Dataset-specific integer class label |
|
| 132 |
+
| `semantic_prompt` | string | mPLUG-2-generated video caption used as the semantic prompt |
|
| 133 |
+
| `class_name` | string | Human-readable class name; derived from the AVE identifier suffix for AVE |
|
| 134 |
+
|
| 135 |
+
Complete source/target label mappings and availability flags are in
|
| 136 |
+
[`metadata/label_maps.json`](metadata/label_maps.json).
|
| 137 |
+
|
| 138 |
+
## Loading the data
|
| 139 |
+
|
| 140 |
+
The Parquet files require no custom loading script. After cloning this
|
| 141 |
+
repository:
|
| 142 |
+
|
| 143 |
+
```python
|
| 144 |
+
from datasets import load_dataset
|
| 145 |
+
|
| 146 |
+
ave = load_dataset(
|
| 147 |
+
"parquet",
|
| 148 |
+
data_files={
|
| 149 |
+
"source_train": "viewer/AVE/pretrain.parquet",
|
| 150 |
+
"source_test": "viewer/AVE/pretrain_test.parquet",
|
| 151 |
+
"target_train_pool": "viewer/AVE/fewshot.parquet",
|
| 152 |
+
"target_test": "viewer/AVE/fewshot_test.parquet",
|
| 153 |
+
},
|
| 154 |
+
)
|
| 155 |
+
```
|
| 156 |
+
|
| 157 |
+
When this tree is pushed to a Hugging Face dataset repository, the YAML
|
| 158 |
+
configuration at the top of this card automatically exposes the `ave`,
|
| 159 |
+
`kinetics-sounds`, and `vggsound100` configurations in Dataset Viewer.
|
| 160 |
+
|
| 161 |
+
For the [SMP training repository](https://github.com/DennisHgj/SMP_FSAVC),
|
| 162 |
+
point the source annotation root at a dataset's `csv/<dataset>/` directory for
|
| 163 |
+
pretraining. Point the few-shot root at the same directory for target training;
|
| 164 |
+
the scripts select the required filenames.
|
| 165 |
+
|
| 166 |
+
## Semantic prompts
|
| 167 |
+
|
| 168 |
+
The released `semantic_prompt` values were generated from visual frames with
|
| 169 |
+
[mPLUG-2](https://github.com/X-PLUG/mPLUG-2), using its MSVD-finetuned video
|
| 170 |
+
captioning checkpoint. The retained settings use 16 RGB frames at 224×224,
|
| 171 |
+
ViT-L/14, beam size 5, output lengths 4–20, and seed 42. See
|
| 172 |
+
[`metadata/generation_config.yaml`](metadata/generation_config.yaml) for the
|
| 173 |
+
full reconstructed configuration and reproducibility caveats.
|
| 174 |
+
|
| 175 |
+
SMP also supports static prompts. To test that setting, replace each sample's
|
| 176 |
+
prompt with:
|
| 177 |
+
|
| 178 |
+
```python
|
| 179 |
+
static_prompt = "a video of [label]"
|
| 180 |
+
```
|
| 181 |
+
|
| 182 |
+
`[label]` is literal text: it is not substituted with the sample label or
|
| 183 |
+
class name. Every sample receives exactly the same string.
|
| 184 |
+
|
| 185 |
+
The published CSVs retain the generated captions; the static alternative is
|
| 186 |
+
not duplicated as another set of files.
|
| 187 |
+
|
| 188 |
+
## Integrity and rebuilding
|
| 189 |
+
|
| 190 |
+
Verify the checked-in release artifacts with Python's standard library:
|
| 191 |
+
|
| 192 |
+
```bash
|
| 193 |
+
python scripts/verify_release.py
|
| 194 |
+
```
|
| 195 |
+
|
| 196 |
+
To validate the raw CSVs and rebuild all Parquet mirrors and metadata:
|
| 197 |
+
|
| 198 |
+
```bash
|
| 199 |
+
python -m pip install -r requirements-build.txt
|
| 200 |
+
python scripts/build_release.py
|
| 201 |
+
```
|
| 202 |
+
|
| 203 |
+
The build script checks row counts, column counts, blank fields, duplicate clip
|
| 204 |
+
IDs, label coverage, class-name consistency, and leakage across the four files.
|
| 205 |
+
It never rewrites the original CSVs.
|
| 206 |
+
|
| 207 |
+
## Limitations and responsible use
|
| 208 |
+
|
| 209 |
+
- Semantic prompts are model-generated descriptions, not ground-truth
|
| 210 |
+
captions. They may hallucinate, omit audible/visible events, encode social
|
| 211 |
+
biases, or disagree with the class label.
|
| 212 |
+
- The released sample counts reflect the processed media snapshot available
|
| 213 |
+
during the research. YouTube-hosted source clips can disappear over time, so
|
| 214 |
+
later downloads may not reproduce the same media inventory.
|
| 215 |
+
- VGGSound100 source label `14` (`subway, metro`) has no available example in
|
| 216 |
+
this release because the original videos could not be obtained. The numeric
|
| 217 |
+
label space remains `0..59` for compatibility.
|
| 218 |
+
- The original frame loader did not explicitly sort stored frame filenames
|
| 219 |
+
before uniform selection. The retained settings therefore document the
|
| 220 |
+
procedure but do not guarantee bit-for-bit caption regeneration on a new
|
| 221 |
+
filesystem snapshot.
|
| 222 |
+
- These annotations are intended for research on audio-visual learning and
|
| 223 |
+
few-shot classification. Inspect generated captions and upstream media for
|
| 224 |
+
suitability before using them in sensitive applications.
|
| 225 |
+
|
| 226 |
+
See [DATA_REMOVAL.md](DATA_REMOVAL.md) for correction or removal requests.
|
| 227 |
+
|
| 228 |
+
## Licensing
|
| 229 |
+
|
| 230 |
+
The release contains derived annotations and identifiers, but no media. See
|
| 231 |
+
[LICENSE_DATA.md](LICENSE_DATA.md) for the layered licensing terms. In short,
|
| 232 |
+
release-authored split definitions, generated prompts, and metadata are
|
| 233 |
+
provided under CC BY 4.0 to the extent the authors hold rights; upstream
|
| 234 |
+
identifiers and labels remain subject to their source terms, and video
|
| 235 |
+
copyright remains with the original owners.
|
| 236 |
+
|
| 237 |
+
## Citation
|
| 238 |
+
|
| 239 |
+
If you use these splits or semantic prompts, please cite the SMP article and
|
| 240 |
+
the upstream datasets relevant to your experiment.
|
| 241 |
+
|
| 242 |
+
```bibtex
|
| 243 |
+
@ARTICLE{11352954,
|
| 244 |
+
author={Huang, Guanjie and Cui, Yawen and Tsang, Danny H.K. and Wang, Wenwu and Liu, Li},
|
| 245 |
+
journal={IEEE Transactions on Audio, Speech and Language Processing},
|
| 246 |
+
title={Semantic Modulated Prompting for Few-Shot Audio-Visual Classification},
|
| 247 |
+
year={2026},
|
| 248 |
+
volume={34},
|
| 249 |
+
pages={723-736},
|
| 250 |
+
doi={10.1109/TASLPRO.2026.3654246}
|
| 251 |
+
}
|
| 252 |
+
```
|
| 253 |
+
|
| 254 |
+
Additional BibTeX entries for AVE, Kinetics/Kinetics-Sounds, VGGSound, and
|
| 255 |
+
mPLUG-2 are provided below.
|
| 256 |
+
|
| 257 |
+
<details>
|
| 258 |
+
<summary>Upstream dataset and caption-model citations</summary>
|
| 259 |
+
|
| 260 |
+
```bibtex
|
| 261 |
+
@inproceedings{tian2018ave,
|
| 262 |
+
author={Tian, Yapeng and Shi, Jing and Li, Bochen and Duan, Zhiyao and Xu, Chenliang},
|
| 263 |
+
title={Audio-Visual Event Localization in Unconstrained Videos},
|
| 264 |
+
booktitle={European Conference on Computer Vision},
|
| 265 |
+
pages={247--263},
|
| 266 |
+
year={2018}
|
| 267 |
+
}
|
| 268 |
+
|
| 269 |
+
@inproceedings{carreira2017quo,
|
| 270 |
+
author={Carreira, Joao and Zisserman, Andrew},
|
| 271 |
+
title={Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset},
|
| 272 |
+
booktitle={IEEE Conference on Computer Vision and Pattern Recognition},
|
| 273 |
+
pages={6299--6308},
|
| 274 |
+
year={2017}
|
| 275 |
+
}
|
| 276 |
+
|
| 277 |
+
@inproceedings{arandjelovic2017look,
|
| 278 |
+
author={Arandjelovic, Relja and Zisserman, Andrew},
|
| 279 |
+
title={Look, Listen and Learn},
|
| 280 |
+
booktitle={IEEE International Conference on Computer Vision},
|
| 281 |
+
pages={609--617},
|
| 282 |
+
year={2017}
|
| 283 |
+
}
|
| 284 |
+
|
| 285 |
+
@inproceedings{chen2020vggsound,
|
| 286 |
+
author={Chen, Honglie and Xie, Weidi and Vedaldi, Andrea and Zisserman, Andrew},
|
| 287 |
+
title={VGGSound: A Large-Scale Audio-Visual Dataset},
|
| 288 |
+
booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing},
|
| 289 |
+
pages={721--725},
|
| 290 |
+
year={2020}
|
| 291 |
+
}
|
| 292 |
+
|
| 293 |
+
@inproceedings{xu2023mplug2,
|
| 294 |
+
author={Xu, Haiyang and Ye, Qinghao and Yan, Ming and Shi, Yaya and Ye, Jiabo and Xu, Yuanhong and Li, Chenliang and Bi, Bin and Qian, Qi and Wang, Wei and Xu, Guohai and Zhang, Ji and Huang, Songfang and Huang, Fei and Zhou, Jingren},
|
| 295 |
+
title={mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video},
|
| 296 |
+
booktitle={Proceedings of the 40th International Conference on Machine Learning},
|
| 297 |
+
volume={202},
|
| 298 |
+
pages={38728--38748},
|
| 299 |
+
year={2023}
|
| 300 |
+
}
|
| 301 |
+
```
|
| 302 |
+
|
| 303 |
+
</details>
|
README.zh-CN.md
ADDED
|
@@ -0,0 +1,149 @@
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|
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|
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|
|
|
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|
|
|
|
|
|
|
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|
|
|
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|
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|
|
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|
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|
|
|
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|
|
|
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|
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|
|
|
|
|
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|
|
|
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|
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|
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|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
|
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|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# SMP-FSAVC 数据划分与语义提示
|
| 2 |
+
|
| 3 |
+
[English](README.md) · [SMP 代码](https://github.com/DennisHgj/SMP_FSAVC) · [论文](https://ieeexplore.ieee.org/abstract/document/11352954) · [DOI](https://doi.org/10.1109/TASLPRO.2026.3654246)
|
| 4 |
+
|
| 5 |
+
本仓库公开论文 **Semantic Modulated Prompting for Few-Shot Audio-Visual
|
| 6 |
+
Classification**（SMP-FSAVC）使用的源域/目标域类别划分、训练测试样本列表，以及
|
| 7 |
+
由 mPLUG-2 生成的语义提示。仓库可以同时发布到 GitHub 和 Hugging Face Hub：
|
| 8 |
+
保留无表头的原始 CSV 供训练代码直接读取，并提供等价的 Parquet 文件用于
|
| 9 |
+
Hugging Face Dataset Viewer 在线预览。
|
| 10 |
+
|
| 11 |
+
本仓库不包含视频、音频或抽取后的图像帧。使用者需要从各原始数据集获取媒体，
|
| 12 |
+
并遵守其许可和使用条款。
|
| 13 |
+
|
| 14 |
+
## 数据规模
|
| 15 |
+
|
| 16 |
+
| 数据集 | 样本数 | 源域类别 | 目标域类别 | 说明 |
|
| 17 |
+
| --- | ---: | ---: | ---: | --- |
|
| 18 |
+
| AVE | 4,051 | 16 | 12 | 共定义 28 类 |
|
| 19 |
+
| Kinetics-Sounds | 22,908 | 19 | 13 | 共定义 32 类 |
|
| 20 |
+
| VGGSound100 | 59,795 | 定义 60 类 / 实际 59 类 | 40 | 源域标签 14 在本快照中无可获取媒体 |
|
| 21 |
+
| **合计** | **86,754** | | | |
|
| 22 |
+
|
| 23 |
+
研究目录中的 VGGSound100 `train_caption.csv` 和 `test_caption.csv` 分别是四个
|
| 24 |
+
正式划分文件的精确并集，因此不再重复发布。
|
| 25 |
+
|
| 26 |
+
## 划分含义
|
| 27 |
+
|
| 28 |
+
| CSV 文件 | Hugging Face split | 用途 |
|
| 29 |
+
| --- | --- | --- |
|
| 30 |
+
| `pretrain.csv` | `source_train` | 源域预训练 |
|
| 31 |
+
| `pretrain_test.csv` | `source_test` | 源域测试 |
|
| 32 |
+
| `fewshot.csv` | `target_train_pool` | 目标域支持集采样池 |
|
| 33 |
+
| `fewshot_test.csv` | `target_test` | 目标域查询/测试集 |
|
| 34 |
+
|
| 35 |
+
`fewshot.csv` 不是一个固定的 K-shot episode；论文协议会从该池中多次抽取
|
| 36 |
+
N-way K-shot 支持集。
|
| 37 |
+
|
| 38 |
+
## 文件结构与格式
|
| 39 |
+
|
| 40 |
+
`csv/` 保存原始无表头 CSV；`viewer/` 保存逐行等价的 Parquet；`metadata/`
|
| 41 |
+
保存标签映射、统计、caption 生成配置和 SHA-256 校验值。
|
| 42 |
+
|
| 43 |
+
AVE 的 CSV 每行三列：
|
| 44 |
+
|
| 45 |
+
```text
|
| 46 |
+
clip_id,integer_label,semantic_prompt
|
| 47 |
+
```
|
| 48 |
+
|
| 49 |
+
Kinetics-Sounds 和 VGGSound100 每行四列：
|
| 50 |
+
|
| 51 |
+
```text
|
| 52 |
+
clip_id,integer_label,semantic_prompt,class_name
|
| 53 |
+
```
|
| 54 |
+
|
| 55 |
+
当 caption 或类别名包含逗号时，CSV 使用标准引号转义。Parquet 统一提供
|
| 56 |
+
`clip_id`、`label`、`semantic_prompt`、`class_name` 四个具名字段；AVE 的
|
| 57 |
+
`class_name` 由 `clip_id` 的类别后缀推导。完整类别映射见
|
| 58 |
+
[`metadata/label_maps.json`](metadata/label_maps.json)。
|
| 59 |
+
|
| 60 |
+
## 语义提示
|
| 61 |
+
|
| 62 |
+
公开的 `semantic_prompt` 使用
|
| 63 |
+
[mPLUG-2](https://github.com/X-PLUG/mPLUG-2) 的 MSVD 视频 caption checkpoint
|
| 64 |
+
从视觉帧生成。保留的主要设置为：16 帧、224×224、ViT-L/14、beam size 5、
|
| 65 |
+
输出长度 4–20、随机种子 42。完整的重建配置及复现限制见
|
| 66 |
+
[`metadata/generation_config.yaml`](metadata/generation_config.yaml)。
|
| 67 |
+
|
| 68 |
+
SMP 同时允许使用静态提示。使用者可将每条样本的第三列替换为：
|
| 69 |
+
|
| 70 |
+
```python
|
| 71 |
+
static_prompt = "a video of [label]"
|
| 72 |
+
```
|
| 73 |
+
|
| 74 |
+
这里的 `[label]` 是固定的字面文本，不会替换成样本标签或类别名；每个样本使用的
|
| 75 |
+
字符串完全相同。
|
| 76 |
+
|
| 77 |
+
为避免数据重复，本仓库只发布论文实验使用的生成式 caption，不另存一份静态提示文件。
|
| 78 |
+
|
| 79 |
+
## 加载与校验
|
| 80 |
+
|
| 81 |
+
克隆仓库后，可直接加载 Parquet：
|
| 82 |
+
|
| 83 |
+
```python
|
| 84 |
+
from datasets import load_dataset
|
| 85 |
+
|
| 86 |
+
ave = load_dataset(
|
| 87 |
+
"parquet",
|
| 88 |
+
data_files={
|
| 89 |
+
"source_train": "viewer/AVE/pretrain.parquet",
|
| 90 |
+
"source_test": "viewer/AVE/pretrain_test.parquet",
|
| 91 |
+
"target_train_pool": "viewer/AVE/fewshot.parquet",
|
| 92 |
+
"target_test": "viewer/AVE/fewshot_test.parquet",
|
| 93 |
+
},
|
| 94 |
+
)
|
| 95 |
+
```
|
| 96 |
+
|
| 97 |
+
校验所有发布文件：
|
| 98 |
+
|
| 99 |
+
```bash
|
| 100 |
+
python scripts/verify_release.py
|
| 101 |
+
```
|
| 102 |
+
|
| 103 |
+
重新验证 CSV 并生成 Parquet 和元数据：
|
| 104 |
+
|
| 105 |
+
```bash
|
| 106 |
+
python -m pip install -r requirements-build.txt
|
| 107 |
+
python scripts/build_release.py
|
| 108 |
+
```
|
| 109 |
+
|
| 110 |
+
构建脚本会检查行数、列数、空字段、重复 ID、标签覆盖、类别名一致性及四个划分之间
|
| 111 |
+
的数据泄漏；脚本不会改写原始 CSV。
|
| 112 |
+
|
| 113 |
+
## 局限性
|
| 114 |
+
|
| 115 |
+
- caption 是模型生成的描述，不是真值标注，可能出现幻觉、遗漏、偏见，或与类别标签不一致。
|
| 116 |
+
- 样本数反映研究时可获得并完成处理的媒体快照。YouTube 视频可能失效，后来重新下载时不一定能得到相同媒体集合。
|
| 117 |
+
- VGGSound100 源域标签 `14`（`subway, metro`）因原始视频无法获取而没有样本；
|
| 118 |
+
为兼容训练代码，源域标签空间仍保留为 `0..59`。
|
| 119 |
+
- 原始 caption 数据加载器在均匀选帧前没有显式排序帧文件名，因此公开的配置能说明流程，
|
| 120 |
+
但不能保证在新的文件系统快照上逐字节复现 caption。
|
| 121 |
+
- 在敏感应用中使用前，请人工检查模型生成文本与原始媒体是否适用。
|
| 122 |
+
|
| 123 |
+
纠错或移除请求请参见 [DATA_REMOVAL.md](DATA_REMOVAL.md)。
|
| 124 |
+
|
| 125 |
+
## 许可
|
| 126 |
+
|
| 127 |
+
本仓库只发布派生标注和标识符，不发布媒体。完整的分层许可说明见
|
| 128 |
+
[LICENSE_DATA.md](LICENSE_DATA.md)：在作者拥有权利的范围内，发布者创建的数据划分、
|
| 129 |
+
生成式提示与元数据采用 CC BY 4.0；原始标识符和标签仍受上游数据集条款约束，视频版权
|
| 130 |
+
仍属于原始权利人。
|
| 131 |
+
|
| 132 |
+
## 引用
|
| 133 |
+
|
| 134 |
+
如使用这些划分或语义提示，请引用 SMP 论文，并引用实验涉及的原始数据集。
|
| 135 |
+
|
| 136 |
+
```bibtex
|
| 137 |
+
@ARTICLE{11352954,
|
| 138 |
+
author={Huang, Guanjie and Cui, Yawen and Tsang, Danny H.K. and Wang, Wenwu and Liu, Li},
|
| 139 |
+
journal={IEEE Transactions on Audio, Speech and Language Processing},
|
| 140 |
+
title={Semantic Modulated Prompting for Few-Shot Audio-Visual Classification},
|
| 141 |
+
year={2026},
|
| 142 |
+
volume={34},
|
| 143 |
+
pages={723-736},
|
| 144 |
+
doi={10.1109/TASLPRO.2026.3654246}
|
| 145 |
+
}
|
| 146 |
+
```
|
| 147 |
+
|
| 148 |
+
AVE、Kinetics/Kinetics-Sounds、VGGSound 和 mPLUG-2 的 BibTeX 已集中放在
|
| 149 |
+
[英文 README](README.md#citation) 中。
|
csv/AVE/fewshot.csv
ADDED
|
Binary file (74.5 kB). View file
|
|
|
csv/AVE/fewshot_test.csv
ADDED
|
Binary file (8.05 kB). View file
|
|
|
csv/AVE/pretrain.csv
ADDED
|
Binary file (150 kB). View file
|
|
|
csv/AVE/pretrain_test.csv
ADDED
|
Binary file (16.1 kB). View file
|
|
|
csv/Kinetics-Sounds/fewshot.csv
ADDED
|
Binary file (429 kB). View file
|
|
|
csv/Kinetics-Sounds/fewshot_test.csv
ADDED
|
Binary file (63.4 kB). View file
|
|
|
csv/Kinetics-Sounds/pretrain.csv
ADDED
|
Binary file (828 kB). View file
|
|
|
csv/Kinetics-Sounds/pretrain_test.csv
ADDED
|
Binary file (101 kB). View file
|
|
|
csv/VGGSound100/fewshot.csv
ADDED
|
Binary file (1.73 MB). View file
|
|
|
csv/VGGSound100/fewshot_test.csv
ADDED
|
Binary file (145 kB). View file
|
|
|
csv/VGGSound100/pretrain.csv
ADDED
|
Binary file (2.24 MB). View file
|
|
|
csv/VGGSound100/pretrain_test.csv
ADDED
|
Binary file (211 kB). View file
|
|
|
metadata/checksums.sha256
ADDED
|
@@ -0,0 +1,27 @@
|
|
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|
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|
|
|
| 1 |
+
74004b99f7cae6dc465ee6cdbb388506ef6ca765a3a4c0be7098e53b95c7441c csv/AVE/fewshot.csv
|
| 2 |
+
4695a61969c400d9efb26c7568864b53f6e2239f6efc5631bef301d8ef58345f csv/AVE/fewshot_test.csv
|
| 3 |
+
afd4ea2abec757c9af424a39a69605f85050c2a5e2a5e731ff192429194b881f csv/AVE/pretrain.csv
|
| 4 |
+
5569d5cd514238ee2598da0e0966d40c240d562eb1a087c943a243ff948c5d4f csv/AVE/pretrain_test.csv
|
| 5 |
+
62ba688780e866e1faaa47ac3ab6f64eb607cd010664958fca7daf19ea748bb8 csv/Kinetics-Sounds/fewshot.csv
|
| 6 |
+
211414c583c28070d63316f444a8ba7c0e20bb2fb4bc34eb9b2184d0e8ff678f csv/Kinetics-Sounds/fewshot_test.csv
|
| 7 |
+
ca1583ce2130725477248e99c706ea2b129fad60791ee2fe749fb2fcca1b1efc csv/Kinetics-Sounds/pretrain.csv
|
| 8 |
+
a907f8a5407cfc2709588d7d23094c9712fe358f78ce2aebd1ab161e2c40736c csv/Kinetics-Sounds/pretrain_test.csv
|
| 9 |
+
35d7e6d03b17e270746ecdfd96f01dad531ac6a1195436ff39a2712096d9c20e csv/VGGSound100/fewshot.csv
|
| 10 |
+
4e634663a54d90aa6290de5f1be25ee95d0a29431905a04c8afabd4c4a8e8ad2 csv/VGGSound100/fewshot_test.csv
|
| 11 |
+
ffb47c7dfd4a83fbc5be754942610f709b9d9f97f93abe87f62f0087a65def9b csv/VGGSound100/pretrain.csv
|
| 12 |
+
649eed82916c2e4c326a979c50d0050d9ed97c95668770f3590330e341253ad0 csv/VGGSound100/pretrain_test.csv
|
| 13 |
+
37fb1da2c8f5e4d02f07d66a3a0e5e47dada0f94069bede04319d3a07ee04825 metadata/dataset_statistics.json
|
| 14 |
+
d0d4d3dd3ab5a369b5de57d8cba9ddb59c685a936899901b1cc59096cbdfbb9b metadata/generation_config.yaml
|
| 15 |
+
bfae0e1f32817f9d254c499b06092d50cd63da4bca2408cbe9bcc510ef3e3f1a metadata/label_maps.json
|
| 16 |
+
f213c9fbedf817709192c59c7419482aeb4111a7fdf72ddd00c581f4144eed70 viewer/AVE/fewshot.parquet
|
| 17 |
+
e4b935c04d77cf29c55f3cdefdb4baab0ea6d23091ac815f5efae894bf61e277 viewer/AVE/fewshot_test.parquet
|
| 18 |
+
892d84f90d74e0cffa70d53302f15ec729789c257913f45895d654ee400d67c5 viewer/AVE/pretrain.parquet
|
| 19 |
+
da1252b520be56fc1a6d3114978895508953cc56c589be72d09e63d1022863cb viewer/AVE/pretrain_test.parquet
|
| 20 |
+
e4b05ac2f920f40324e4e30b853f00670febf8843c06f5f3eabecc2b8d4ea5b0 viewer/Kinetics-Sounds/fewshot.parquet
|
| 21 |
+
a5834c774b8645040f72a044051d9ab745b9fea3027f1d3642fb743e80e1c123 viewer/Kinetics-Sounds/fewshot_test.parquet
|
| 22 |
+
d42fccde5bee47096f59de8098debd480774434ba128818d67e0da4b191689b4 viewer/Kinetics-Sounds/pretrain.parquet
|
| 23 |
+
e7f46c3171a5f27b818b9c57ef1a856aeed492d9de94d61e60b210d5fcb0931b viewer/Kinetics-Sounds/pretrain_test.parquet
|
| 24 |
+
23d2c3db346979bca6fa58209ea38b8a452da3b451ad31008a7e84287bdaa3e8 viewer/VGGSound100/fewshot.parquet
|
| 25 |
+
431da80942f09142f79cffd299d54fb6eda892988dfc4e10bec5f86e2669b056 viewer/VGGSound100/fewshot_test.parquet
|
| 26 |
+
dad5278101c2e3c213fa48b5d8c63a325bceda93c069b064fb1352ff923b0f17 viewer/VGGSound100/pretrain.parquet
|
| 27 |
+
eaa7a1bc687286d58e378c3b3b4cc7c712bcb84d0a3d1d0ec3cf20e34e885036 viewer/VGGSound100/pretrain_test.parquet
|
metadata/dataset_statistics.json
ADDED
|
@@ -0,0 +1,419 @@
|
|
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|
| 1 |
+
{
|
| 2 |
+
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
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|
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|
| 18 |
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|
| 19 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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|
| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
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| 39 |
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|
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| 50 |
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|
| 51 |
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| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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| 61 |
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|
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|
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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| 75 |
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| 79 |
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| 80 |
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|
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| 85 |
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| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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|
| 93 |
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|
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|
| 95 |
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|
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|
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|
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|
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| 123 |
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| 126 |
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|
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|
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|
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|
| 148 |
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|
| 149 |
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|
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| 155 |
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| 158 |
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|
| 159 |
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|
| 160 |
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28,
|
| 161 |
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29,
|
| 162 |
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30,
|
| 163 |
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31
|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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| 171 |
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|
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| 174 |
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|
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| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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|
| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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|
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|
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|
| 229 |
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|
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| 234 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
| 368 |
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|
| 369 |
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|
| 370 |
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|
| 371 |
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|
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| 373 |
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| 384 |
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| 388 |
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| 389 |
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|
| 390 |
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| 391 |
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| 392 |
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|
| 393 |
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|
| 394 |
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|
| 395 |
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|
| 396 |
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|
| 397 |
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|
| 398 |
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| 399 |
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|
| 400 |
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|
| 401 |
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88,
|
| 402 |
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|
| 403 |
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|
| 404 |
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|
| 405 |
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|
| 406 |
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93,
|
| 407 |
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94,
|
| 408 |
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|
| 409 |
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96,
|
| 410 |
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97,
|
| 411 |
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98,
|
| 412 |
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99
|
| 413 |
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|
| 414 |
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|
| 415 |
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|
| 416 |
+
}
|
| 417 |
+
}
|
| 418 |
+
}
|
| 419 |
+
}
|
metadata/generation_config.yaml
ADDED
|
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
| 1 |
+
# Reconstructed from the retained mPLUG-2 generation scripts and configs.
|
| 2 |
+
# This documents the settings used for the released semantic prompts; it is
|
| 3 |
+
# not a guarantee of bit-for-bit regeneration because the original processed
|
| 4 |
+
# frame snapshot and filesystem ordering are not redistributed.
|
| 5 |
+
caption_model:
|
| 6 |
+
name: mPLUG-2
|
| 7 |
+
upstream_repository: https://github.com/X-PLUG/mPLUG-2
|
| 8 |
+
task: video_captioning
|
| 9 |
+
checkpoint: mPLUG2_MSVD_Caption.pth
|
| 10 |
+
checkpoint_description: MSVD-finetuned video-captioning checkpoint
|
| 11 |
+
visual_encoder: ViT-L-14
|
| 12 |
+
text_encoder: bert-large-uncased
|
| 13 |
+
|
| 14 |
+
visual_input:
|
| 15 |
+
modality: RGB_frames_only
|
| 16 |
+
frames_per_clip: 16
|
| 17 |
+
sampling: uniformly_spaced_over_available_stored_frame_list
|
| 18 |
+
frame_filename_order_explicitly_sorted: false
|
| 19 |
+
resolution: 224
|
| 20 |
+
normalization:
|
| 21 |
+
mean: [0.48145466, 0.4578275, 0.40821073]
|
| 22 |
+
std: [0.26862954, 0.26130258, 0.27577711]
|
| 23 |
+
|
| 24 |
+
decoding:
|
| 25 |
+
method: deterministic_beam_search
|
| 26 |
+
beam_size: 5
|
| 27 |
+
minimum_length: 4
|
| 28 |
+
maximum_length: 20
|
| 29 |
+
length_penalty_alpha: 0.6
|
| 30 |
+
random_seed: 42
|
| 31 |
+
|
| 32 |
+
postprocessing:
|
| 33 |
+
configured_prompt: "a video of"
|
| 34 |
+
note: >-
|
| 35 |
+
A leading "a video of" phrase was removed from decoded output when it was
|
| 36 |
+
present. The semantic_prompt column contains the resulting caption.
|
| 37 |
+
|
| 38 |
+
retained_generation_entry_points:
|
| 39 |
+
AVE:
|
| 40 |
+
script: video_caption_mplug2_AVE.py
|
| 41 |
+
config: configs_video/VideoCaption_AVE.yaml
|
| 42 |
+
Kinetics-Sounds:
|
| 43 |
+
script: video_caption_mplug2_VGGsound.py
|
| 44 |
+
config: configs_video/VideoCaption_Ksound.yaml
|
| 45 |
+
VGGSound100:
|
| 46 |
+
script: visualencoder_mplug2_VGGSound.py
|
| 47 |
+
config: configs_video/VideoCaption_VGGsound.yaml
|
metadata/label_maps.json
ADDED
|
@@ -0,0 +1,1129 @@
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|
| 1 |
+
{
|
| 2 |
+
"AVE": [
|
| 3 |
+
{
|
| 4 |
+
"label": 0,
|
| 5 |
+
"class_name": "Church bell",
|
| 6 |
+
"source_class_name": "Church_bell",
|
| 7 |
+
"split_role": "source",
|
| 8 |
+
"available": true
|
| 9 |
+
},
|
| 10 |
+
{
|
| 11 |
+
"label": 1,
|
| 12 |
+
"class_name": "Male speech man speaking",
|
| 13 |
+
"source_class_name": "Male_speech__man_speaking",
|
| 14 |
+
"split_role": "source",
|
| 15 |
+
"available": true
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"label": 2,
|
| 19 |
+
"class_name": "Bark",
|
| 20 |
+
"source_class_name": "Bark",
|
| 21 |
+
"split_role": "source",
|
| 22 |
+
"available": true
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"label": 3,
|
| 26 |
+
"class_name": "Fixed-wing aircraft airplane",
|
| 27 |
+
"source_class_name": "Fixed-wing_aircraft__airplane",
|
| 28 |
+
"split_role": "source",
|
| 29 |
+
"available": true
|
| 30 |
+
},
|
| 31 |
+
{
|
| 32 |
+
"label": 4,
|
| 33 |
+
"class_name": "Race car auto racing",
|
| 34 |
+
"source_class_name": "Race_car__auto_racing",
|
| 35 |
+
"split_role": "source",
|
| 36 |
+
"available": true
|
| 37 |
+
},
|
| 38 |
+
{
|
| 39 |
+
"label": 5,
|
| 40 |
+
"class_name": "Female speech woman speaking",
|
| 41 |
+
"source_class_name": "Female_speech__woman_speaking",
|
| 42 |
+
"split_role": "source",
|
| 43 |
+
"available": true
|
| 44 |
+
},
|
| 45 |
+
{
|
| 46 |
+
"label": 6,
|
| 47 |
+
"class_name": "Helicopter",
|
| 48 |
+
"source_class_name": "Helicopter",
|
| 49 |
+
"split_role": "source",
|
| 50 |
+
"available": true
|
| 51 |
+
},
|
| 52 |
+
{
|
| 53 |
+
"label": 7,
|
| 54 |
+
"class_name": "Violin fiddle",
|
| 55 |
+
"source_class_name": "Violin__fiddle",
|
| 56 |
+
"split_role": "source",
|
| 57 |
+
"available": true
|
| 58 |
+
},
|
| 59 |
+
{
|
| 60 |
+
"label": 8,
|
| 61 |
+
"class_name": "Flute",
|
| 62 |
+
"source_class_name": "Flute",
|
| 63 |
+
"split_role": "source",
|
| 64 |
+
"available": true
|
| 65 |
+
},
|
| 66 |
+
{
|
| 67 |
+
"label": 9,
|
| 68 |
+
"class_name": "Ukulele",
|
| 69 |
+
"source_class_name": "Ukulele",
|
| 70 |
+
"split_role": "source",
|
| 71 |
+
"available": true
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"label": 10,
|
| 75 |
+
"class_name": "Frying (food)",
|
| 76 |
+
"source_class_name": "Frying_(food)",
|
| 77 |
+
"split_role": "source",
|
| 78 |
+
"available": true
|
| 79 |
+
},
|
| 80 |
+
{
|
| 81 |
+
"label": 11,
|
| 82 |
+
"class_name": "Truck",
|
| 83 |
+
"source_class_name": "Truck",
|
| 84 |
+
"split_role": "source",
|
| 85 |
+
"available": true
|
| 86 |
+
},
|
| 87 |
+
{
|
| 88 |
+
"label": 12,
|
| 89 |
+
"class_name": "Shofar",
|
| 90 |
+
"source_class_name": "Shofar",
|
| 91 |
+
"split_role": "source",
|
| 92 |
+
"available": true
|
| 93 |
+
},
|
| 94 |
+
{
|
| 95 |
+
"label": 13,
|
| 96 |
+
"class_name": "Motorcycle",
|
| 97 |
+
"source_class_name": "Motorcycle",
|
| 98 |
+
"split_role": "source",
|
| 99 |
+
"available": true
|
| 100 |
+
},
|
| 101 |
+
{
|
| 102 |
+
"label": 14,
|
| 103 |
+
"class_name": "Acoustic guitar",
|
| 104 |
+
"source_class_name": "Acoustic_guitar",
|
| 105 |
+
"split_role": "source",
|
| 106 |
+
"available": true
|
| 107 |
+
},
|
| 108 |
+
{
|
| 109 |
+
"label": 15,
|
| 110 |
+
"class_name": "Train horn",
|
| 111 |
+
"source_class_name": "Train_horn",
|
| 112 |
+
"split_role": "source",
|
| 113 |
+
"available": true
|
| 114 |
+
},
|
| 115 |
+
{
|
| 116 |
+
"label": 16,
|
| 117 |
+
"class_name": "Clock",
|
| 118 |
+
"source_class_name": "Clock",
|
| 119 |
+
"split_role": "target",
|
| 120 |
+
"available": true
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"label": 17,
|
| 124 |
+
"class_name": "Banjo",
|
| 125 |
+
"source_class_name": "Banjo",
|
| 126 |
+
"split_role": "target",
|
| 127 |
+
"available": true
|
| 128 |
+
},
|
| 129 |
+
{
|
| 130 |
+
"label": 18,
|
| 131 |
+
"class_name": "Goat",
|
| 132 |
+
"source_class_name": "Goat",
|
| 133 |
+
"split_role": "target",
|
| 134 |
+
"available": true
|
| 135 |
+
},
|
| 136 |
+
{
|
| 137 |
+
"label": 19,
|
| 138 |
+
"class_name": "Baby cry infant cry",
|
| 139 |
+
"source_class_name": "Baby_cry__infant_cry",
|
| 140 |
+
"split_role": "target",
|
| 141 |
+
"available": true
|
| 142 |
+
},
|
| 143 |
+
{
|
| 144 |
+
"label": 20,
|
| 145 |
+
"class_name": "Bus",
|
| 146 |
+
"source_class_name": "Bus",
|
| 147 |
+
"split_role": "target",
|
| 148 |
+
"available": true
|
| 149 |
+
},
|
| 150 |
+
{
|
| 151 |
+
"label": 21,
|
| 152 |
+
"class_name": "Chainsaw",
|
| 153 |
+
"source_class_name": "Chainsaw",
|
| 154 |
+
"split_role": "target",
|
| 155 |
+
"available": true
|
| 156 |
+
},
|
| 157 |
+
{
|
| 158 |
+
"label": 22,
|
| 159 |
+
"class_name": "Cat",
|
| 160 |
+
"source_class_name": "Cat",
|
| 161 |
+
"split_role": "target",
|
| 162 |
+
"available": true
|
| 163 |
+
},
|
| 164 |
+
{
|
| 165 |
+
"label": 23,
|
| 166 |
+
"class_name": "Horse",
|
| 167 |
+
"source_class_name": "Horse",
|
| 168 |
+
"split_role": "target",
|
| 169 |
+
"available": true
|
| 170 |
+
},
|
| 171 |
+
{
|
| 172 |
+
"label": 24,
|
| 173 |
+
"class_name": "Toilet flush",
|
| 174 |
+
"source_class_name": "Toilet_flush",
|
| 175 |
+
"split_role": "target",
|
| 176 |
+
"available": true
|
| 177 |
+
},
|
| 178 |
+
{
|
| 179 |
+
"label": 25,
|
| 180 |
+
"class_name": "Rodents rats mice",
|
| 181 |
+
"source_class_name": "Rodents__rats__mice",
|
| 182 |
+
"split_role": "target",
|
| 183 |
+
"available": true
|
| 184 |
+
},
|
| 185 |
+
{
|
| 186 |
+
"label": 26,
|
| 187 |
+
"class_name": "Accordion",
|
| 188 |
+
"source_class_name": "Accordion",
|
| 189 |
+
"split_role": "target",
|
| 190 |
+
"available": true
|
| 191 |
+
},
|
| 192 |
+
{
|
| 193 |
+
"label": 27,
|
| 194 |
+
"class_name": "Mandolin",
|
| 195 |
+
"source_class_name": "Mandolin",
|
| 196 |
+
"split_role": "target",
|
| 197 |
+
"available": true
|
| 198 |
+
}
|
| 199 |
+
],
|
| 200 |
+
"Kinetics-Sounds": [
|
| 201 |
+
{
|
| 202 |
+
"label": 0,
|
| 203 |
+
"class_name": "blowing nose",
|
| 204 |
+
"source_class_name": "blowing nose",
|
| 205 |
+
"split_role": "source",
|
| 206 |
+
"available": true
|
| 207 |
+
},
|
| 208 |
+
{
|
| 209 |
+
"label": 1,
|
| 210 |
+
"class_name": "blowing out candles",
|
| 211 |
+
"source_class_name": "blowing out candles",
|
| 212 |
+
"split_role": "source",
|
| 213 |
+
"available": true
|
| 214 |
+
},
|
| 215 |
+
{
|
| 216 |
+
"label": 2,
|
| 217 |
+
"class_name": "bowling",
|
| 218 |
+
"source_class_name": "bowling",
|
| 219 |
+
"split_role": "source",
|
| 220 |
+
"available": true
|
| 221 |
+
},
|
| 222 |
+
{
|
| 223 |
+
"label": 3,
|
| 224 |
+
"class_name": "chopping wood",
|
| 225 |
+
"source_class_name": "chopping wood",
|
| 226 |
+
"split_role": "source",
|
| 227 |
+
"available": true
|
| 228 |
+
},
|
| 229 |
+
{
|
| 230 |
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"label": 4,
|
| 231 |
+
"class_name": "dribbling basketball",
|
| 232 |
+
"source_class_name": "dribbling basketball",
|
| 233 |
+
"split_role": "source",
|
| 234 |
+
"available": true
|
| 235 |
+
},
|
| 236 |
+
{
|
| 237 |
+
"label": 5,
|
| 238 |
+
"class_name": "laughing",
|
| 239 |
+
"source_class_name": "laughing",
|
| 240 |
+
"split_role": "source",
|
| 241 |
+
"available": true
|
| 242 |
+
},
|
| 243 |
+
{
|
| 244 |
+
"label": 6,
|
| 245 |
+
"class_name": "mowing lawn",
|
| 246 |
+
"source_class_name": "mowing lawn",
|
| 247 |
+
"split_role": "source",
|
| 248 |
+
"available": true
|
| 249 |
+
},
|
| 250 |
+
{
|
| 251 |
+
"label": 7,
|
| 252 |
+
"class_name": "playing accordion",
|
| 253 |
+
"source_class_name": "playing accordion",
|
| 254 |
+
"split_role": "source",
|
| 255 |
+
"available": true
|
| 256 |
+
},
|
| 257 |
+
{
|
| 258 |
+
"label": 8,
|
| 259 |
+
"class_name": "playing bagpipes",
|
| 260 |
+
"source_class_name": "playing bagpipes",
|
| 261 |
+
"split_role": "source",
|
| 262 |
+
"available": true
|
| 263 |
+
},
|
| 264 |
+
{
|
| 265 |
+
"label": 9,
|
| 266 |
+
"class_name": "playing bass guitar",
|
| 267 |
+
"source_class_name": "playing bass guitar",
|
| 268 |
+
"split_role": "source",
|
| 269 |
+
"available": true
|
| 270 |
+
},
|
| 271 |
+
{
|
| 272 |
+
"label": 10,
|
| 273 |
+
"class_name": "playing clarinet",
|
| 274 |
+
"source_class_name": "playing clarinet",
|
| 275 |
+
"split_role": "source",
|
| 276 |
+
"available": true
|
| 277 |
+
},
|
| 278 |
+
{
|
| 279 |
+
"label": 11,
|
| 280 |
+
"class_name": "playing drums",
|
| 281 |
+
"source_class_name": "playing drums",
|
| 282 |
+
"split_role": "source",
|
| 283 |
+
"available": true
|
| 284 |
+
},
|
| 285 |
+
{
|
| 286 |
+
"label": 12,
|
| 287 |
+
"class_name": "playing guitar",
|
| 288 |
+
"source_class_name": "playing guitar",
|
| 289 |
+
"split_role": "source",
|
| 290 |
+
"available": true
|
| 291 |
+
},
|
| 292 |
+
{
|
| 293 |
+
"label": 13,
|
| 294 |
+
"class_name": "playing harmonica",
|
| 295 |
+
"source_class_name": "playing harmonica",
|
| 296 |
+
"split_role": "source",
|
| 297 |
+
"available": true
|
| 298 |
+
},
|
| 299 |
+
{
|
| 300 |
+
"label": 14,
|
| 301 |
+
"class_name": "playing keyboard",
|
| 302 |
+
"source_class_name": "playing keyboard",
|
| 303 |
+
"split_role": "source",
|
| 304 |
+
"available": true
|
| 305 |
+
},
|
| 306 |
+
{
|
| 307 |
+
"label": 15,
|
| 308 |
+
"class_name": "playing organ",
|
| 309 |
+
"source_class_name": "playing organ",
|
| 310 |
+
"split_role": "source",
|
| 311 |
+
"available": true
|
| 312 |
+
},
|
| 313 |
+
{
|
| 314 |
+
"label": 16,
|
| 315 |
+
"class_name": "playing piano",
|
| 316 |
+
"source_class_name": "playing piano",
|
| 317 |
+
"split_role": "source",
|
| 318 |
+
"available": true
|
| 319 |
+
},
|
| 320 |
+
{
|
| 321 |
+
"label": 17,
|
| 322 |
+
"class_name": "playing saxophone",
|
| 323 |
+
"source_class_name": "playing saxophone",
|
| 324 |
+
"split_role": "source",
|
| 325 |
+
"available": true
|
| 326 |
+
},
|
| 327 |
+
{
|
| 328 |
+
"label": 18,
|
| 329 |
+
"class_name": "playing trombone",
|
| 330 |
+
"source_class_name": "playing trombone",
|
| 331 |
+
"split_role": "source",
|
| 332 |
+
"available": true
|
| 333 |
+
},
|
| 334 |
+
{
|
| 335 |
+
"label": 19,
|
| 336 |
+
"class_name": "playing trumpet",
|
| 337 |
+
"source_class_name": "playing trumpet",
|
| 338 |
+
"split_role": "target",
|
| 339 |
+
"available": true
|
| 340 |
+
},
|
| 341 |
+
{
|
| 342 |
+
"label": 20,
|
| 343 |
+
"class_name": "playing violin",
|
| 344 |
+
"source_class_name": "playing violin",
|
| 345 |
+
"split_role": "target",
|
| 346 |
+
"available": true
|
| 347 |
+
},
|
| 348 |
+
{
|
| 349 |
+
"label": 21,
|
| 350 |
+
"class_name": "playing xylophone",
|
| 351 |
+
"source_class_name": "playing xylophone",
|
| 352 |
+
"split_role": "target",
|
| 353 |
+
"available": true
|
| 354 |
+
},
|
| 355 |
+
{
|
| 356 |
+
"label": 22,
|
| 357 |
+
"class_name": "ripping paper",
|
| 358 |
+
"source_class_name": "ripping paper",
|
| 359 |
+
"split_role": "target",
|
| 360 |
+
"available": true
|
| 361 |
+
},
|
| 362 |
+
{
|
| 363 |
+
"label": 23,
|
| 364 |
+
"class_name": "shoveling snow",
|
| 365 |
+
"source_class_name": "shoveling snow",
|
| 366 |
+
"split_role": "target",
|
| 367 |
+
"available": true
|
| 368 |
+
},
|
| 369 |
+
{
|
| 370 |
+
"label": 24,
|
| 371 |
+
"class_name": "shuffling cards",
|
| 372 |
+
"source_class_name": "shuffling cards",
|
| 373 |
+
"split_role": "target",
|
| 374 |
+
"available": true
|
| 375 |
+
},
|
| 376 |
+
{
|
| 377 |
+
"label": 25,
|
| 378 |
+
"class_name": "singing",
|
| 379 |
+
"source_class_name": "singing",
|
| 380 |
+
"split_role": "target",
|
| 381 |
+
"available": true
|
| 382 |
+
},
|
| 383 |
+
{
|
| 384 |
+
"label": 26,
|
| 385 |
+
"class_name": "stomping grapes",
|
| 386 |
+
"source_class_name": "stomping grapes",
|
| 387 |
+
"split_role": "target",
|
| 388 |
+
"available": true
|
| 389 |
+
},
|
| 390 |
+
{
|
| 391 |
+
"label": 27,
|
| 392 |
+
"class_name": "strumming guitar",
|
| 393 |
+
"source_class_name": "strumming guitar",
|
| 394 |
+
"split_role": "target",
|
| 395 |
+
"available": true
|
| 396 |
+
},
|
| 397 |
+
{
|
| 398 |
+
"label": 28,
|
| 399 |
+
"class_name": "tap dancing",
|
| 400 |
+
"source_class_name": "tap dancing",
|
| 401 |
+
"split_role": "target",
|
| 402 |
+
"available": true
|
| 403 |
+
},
|
| 404 |
+
{
|
| 405 |
+
"label": 29,
|
| 406 |
+
"class_name": "tapping guitar",
|
| 407 |
+
"source_class_name": "tapping guitar",
|
| 408 |
+
"split_role": "target",
|
| 409 |
+
"available": true
|
| 410 |
+
},
|
| 411 |
+
{
|
| 412 |
+
"label": 30,
|
| 413 |
+
"class_name": "tapping pen",
|
| 414 |
+
"source_class_name": "tapping pen",
|
| 415 |
+
"split_role": "target",
|
| 416 |
+
"available": true
|
| 417 |
+
},
|
| 418 |
+
{
|
| 419 |
+
"label": 31,
|
| 420 |
+
"class_name": "tickling",
|
| 421 |
+
"source_class_name": "tickling",
|
| 422 |
+
"split_role": "target",
|
| 423 |
+
"available": true
|
| 424 |
+
}
|
| 425 |
+
],
|
| 426 |
+
"VGGSound100": [
|
| 427 |
+
{
|
| 428 |
+
"label": 0,
|
| 429 |
+
"class_name": "playing theremin",
|
| 430 |
+
"source_class_name": "playing theremin",
|
| 431 |
+
"split_role": "source",
|
| 432 |
+
"available": true
|
| 433 |
+
},
|
| 434 |
+
{
|
| 435 |
+
"label": 1,
|
| 436 |
+
"class_name": "donkey, ass braying",
|
| 437 |
+
"source_class_name": "donkey, ass braying",
|
| 438 |
+
"split_role": "source",
|
| 439 |
+
"available": true
|
| 440 |
+
},
|
| 441 |
+
{
|
| 442 |
+
"label": 2,
|
| 443 |
+
"class_name": "playing electronic organ",
|
| 444 |
+
"source_class_name": "playing electronic organ",
|
| 445 |
+
"split_role": "source",
|
| 446 |
+
"available": true
|
| 447 |
+
},
|
| 448 |
+
{
|
| 449 |
+
"label": 3,
|
| 450 |
+
"class_name": "zebra braying",
|
| 451 |
+
"source_class_name": "zebra braying",
|
| 452 |
+
"split_role": "source",
|
| 453 |
+
"available": true
|
| 454 |
+
},
|
| 455 |
+
{
|
| 456 |
+
"label": 4,
|
| 457 |
+
"class_name": "people eating noodle",
|
| 458 |
+
"source_class_name": "people eating noodle",
|
| 459 |
+
"split_role": "source",
|
| 460 |
+
"available": true
|
| 461 |
+
},
|
| 462 |
+
{
|
| 463 |
+
"label": 5,
|
| 464 |
+
"class_name": "airplane flyby",
|
| 465 |
+
"source_class_name": "airplane flyby",
|
| 466 |
+
"split_role": "source",
|
| 467 |
+
"available": true
|
| 468 |
+
},
|
| 469 |
+
{
|
| 470 |
+
"label": 6,
|
| 471 |
+
"class_name": "playing double bass",
|
| 472 |
+
"source_class_name": "playing double bass",
|
| 473 |
+
"split_role": "source",
|
| 474 |
+
"available": true
|
| 475 |
+
},
|
| 476 |
+
{
|
| 477 |
+
"label": 7,
|
| 478 |
+
"class_name": "cat growling",
|
| 479 |
+
"source_class_name": "cat growling",
|
| 480 |
+
"split_role": "source",
|
| 481 |
+
"available": true
|
| 482 |
+
},
|
| 483 |
+
{
|
| 484 |
+
"label": 8,
|
| 485 |
+
"class_name": "footsteps on snow",
|
| 486 |
+
"source_class_name": "footsteps on snow",
|
| 487 |
+
"split_role": "source",
|
| 488 |
+
"available": true
|
| 489 |
+
},
|
| 490 |
+
{
|
| 491 |
+
"label": 9,
|
| 492 |
+
"class_name": "playing tennis",
|
| 493 |
+
"source_class_name": "playing tennis",
|
| 494 |
+
"split_role": "source",
|
| 495 |
+
"available": true
|
| 496 |
+
},
|
| 497 |
+
{
|
| 498 |
+
"label": 10,
|
| 499 |
+
"class_name": "black capped chickadee calling",
|
| 500 |
+
"source_class_name": "black capped chickadee calling",
|
| 501 |
+
"split_role": "source",
|
| 502 |
+
"available": true
|
| 503 |
+
},
|
| 504 |
+
{
|
| 505 |
+
"label": 11,
|
| 506 |
+
"class_name": "bouncing on trampoline",
|
| 507 |
+
"source_class_name": "bouncing on trampoline",
|
| 508 |
+
"split_role": "source",
|
| 509 |
+
"available": true
|
| 510 |
+
},
|
| 511 |
+
{
|
| 512 |
+
"label": 12,
|
| 513 |
+
"class_name": "playing steelpan",
|
| 514 |
+
"source_class_name": "playing steelpan",
|
| 515 |
+
"split_role": "source",
|
| 516 |
+
"available": true
|
| 517 |
+
},
|
| 518 |
+
{
|
| 519 |
+
"label": 13,
|
| 520 |
+
"class_name": "waterfall burbling",
|
| 521 |
+
"source_class_name": "waterfall burbling",
|
| 522 |
+
"split_role": "source",
|
| 523 |
+
"available": true
|
| 524 |
+
},
|
| 525 |
+
{
|
| 526 |
+
"label": 14,
|
| 527 |
+
"class_name": "subway, metro",
|
| 528 |
+
"source_class_name": "subway, metr",
|
| 529 |
+
"split_role": "source",
|
| 530 |
+
"available": false,
|
| 531 |
+
"note": "No obtainable media was available in the release snapshot."
|
| 532 |
+
},
|
| 533 |
+
{
|
| 534 |
+
"label": 15,
|
| 535 |
+
"class_name": "people clapping",
|
| 536 |
+
"source_class_name": "people clapping",
|
| 537 |
+
"split_role": "source",
|
| 538 |
+
"available": true
|
| 539 |
+
},
|
| 540 |
+
{
|
| 541 |
+
"label": 16,
|
| 542 |
+
"class_name": "chipmunk chirping",
|
| 543 |
+
"source_class_name": "chipmunk chirping",
|
| 544 |
+
"split_role": "source",
|
| 545 |
+
"available": true
|
| 546 |
+
},
|
| 547 |
+
{
|
| 548 |
+
"label": 17,
|
| 549 |
+
"class_name": "chopping food",
|
| 550 |
+
"source_class_name": "chopping food",
|
| 551 |
+
"split_role": "source",
|
| 552 |
+
"available": true
|
| 553 |
+
},
|
| 554 |
+
{
|
| 555 |
+
"label": 18,
|
| 556 |
+
"class_name": "people shuffling",
|
| 557 |
+
"source_class_name": "people shuffling",
|
| 558 |
+
"split_role": "source",
|
| 559 |
+
"available": true
|
| 560 |
+
},
|
| 561 |
+
{
|
| 562 |
+
"label": 19,
|
| 563 |
+
"class_name": "elk bugling",
|
| 564 |
+
"source_class_name": "elk bugling",
|
| 565 |
+
"split_role": "source",
|
| 566 |
+
"available": true
|
| 567 |
+
},
|
| 568 |
+
{
|
| 569 |
+
"label": 20,
|
| 570 |
+
"class_name": "alarm clock ringing",
|
| 571 |
+
"source_class_name": "alarm clock ringing",
|
| 572 |
+
"split_role": "source",
|
| 573 |
+
"available": true
|
| 574 |
+
},
|
| 575 |
+
{
|
| 576 |
+
"label": 21,
|
| 577 |
+
"class_name": "people booing",
|
| 578 |
+
"source_class_name": "people booing",
|
| 579 |
+
"split_role": "source",
|
| 580 |
+
"available": true
|
| 581 |
+
},
|
| 582 |
+
{
|
| 583 |
+
"label": 22,
|
| 584 |
+
"class_name": "canary calling",
|
| 585 |
+
"source_class_name": "canary calling",
|
| 586 |
+
"split_role": "source",
|
| 587 |
+
"available": true
|
| 588 |
+
},
|
| 589 |
+
{
|
| 590 |
+
"label": 23,
|
| 591 |
+
"class_name": "chopping wood",
|
| 592 |
+
"source_class_name": "chopping wood",
|
| 593 |
+
"split_role": "source",
|
| 594 |
+
"available": true
|
| 595 |
+
},
|
| 596 |
+
{
|
| 597 |
+
"label": 24,
|
| 598 |
+
"class_name": "people humming",
|
| 599 |
+
"source_class_name": "people humming",
|
| 600 |
+
"split_role": "source",
|
| 601 |
+
"available": true
|
| 602 |
+
},
|
| 603 |
+
{
|
| 604 |
+
"label": 25,
|
| 605 |
+
"class_name": "lathe spinning",
|
| 606 |
+
"source_class_name": "lathe spinning",
|
| 607 |
+
"split_role": "source",
|
| 608 |
+
"available": true
|
| 609 |
+
},
|
| 610 |
+
{
|
| 611 |
+
"label": 26,
|
| 612 |
+
"class_name": "playing tuning fork",
|
| 613 |
+
"source_class_name": "playing tuning fork",
|
| 614 |
+
"split_role": "source",
|
| 615 |
+
"available": true
|
| 616 |
+
},
|
| 617 |
+
{
|
| 618 |
+
"label": 27,
|
| 619 |
+
"class_name": "playing violin, fiddle",
|
| 620 |
+
"source_class_name": "playing violin, fiddle",
|
| 621 |
+
"split_role": "source",
|
| 622 |
+
"available": true
|
| 623 |
+
},
|
| 624 |
+
{
|
| 625 |
+
"label": 28,
|
| 626 |
+
"class_name": "singing choir",
|
| 627 |
+
"source_class_name": "singing choir",
|
| 628 |
+
"split_role": "source",
|
| 629 |
+
"available": true
|
| 630 |
+
},
|
| 631 |
+
{
|
| 632 |
+
"label": 29,
|
| 633 |
+
"class_name": "playing timbales",
|
| 634 |
+
"source_class_name": "playing timbales",
|
| 635 |
+
"split_role": "source",
|
| 636 |
+
"available": true
|
| 637 |
+
},
|
| 638 |
+
{
|
| 639 |
+
"label": 30,
|
| 640 |
+
"class_name": "children shouting",
|
| 641 |
+
"source_class_name": "children shouting",
|
| 642 |
+
"split_role": "source",
|
| 643 |
+
"available": true
|
| 644 |
+
},
|
| 645 |
+
{
|
| 646 |
+
"label": 31,
|
| 647 |
+
"class_name": "chicken crowing",
|
| 648 |
+
"source_class_name": "chicken crowing",
|
| 649 |
+
"split_role": "source",
|
| 650 |
+
"available": true
|
| 651 |
+
},
|
| 652 |
+
{
|
| 653 |
+
"label": 32,
|
| 654 |
+
"class_name": "car passing by",
|
| 655 |
+
"source_class_name": "car passing by",
|
| 656 |
+
"split_role": "source",
|
| 657 |
+
"available": true
|
| 658 |
+
},
|
| 659 |
+
{
|
| 660 |
+
"label": 33,
|
| 661 |
+
"class_name": "driving motorcycle",
|
| 662 |
+
"source_class_name": "driving motorcycle",
|
| 663 |
+
"split_role": "source",
|
| 664 |
+
"available": true
|
| 665 |
+
},
|
| 666 |
+
{
|
| 667 |
+
"label": 34,
|
| 668 |
+
"class_name": "bull bellowing",
|
| 669 |
+
"source_class_name": "bull bellowing",
|
| 670 |
+
"split_role": "source",
|
| 671 |
+
"available": true
|
| 672 |
+
},
|
| 673 |
+
{
|
| 674 |
+
"label": 35,
|
| 675 |
+
"class_name": "lawn mowing",
|
| 676 |
+
"source_class_name": "lawn mowing",
|
| 677 |
+
"split_role": "source",
|
| 678 |
+
"available": true
|
| 679 |
+
},
|
| 680 |
+
{
|
| 681 |
+
"label": 36,
|
| 682 |
+
"class_name": "playing bugle",
|
| 683 |
+
"source_class_name": "playing bugle",
|
| 684 |
+
"split_role": "source",
|
| 685 |
+
"available": true
|
| 686 |
+
},
|
| 687 |
+
{
|
| 688 |
+
"label": 37,
|
| 689 |
+
"class_name": "mouse squeaking",
|
| 690 |
+
"source_class_name": "mouse squeaking",
|
| 691 |
+
"split_role": "source",
|
| 692 |
+
"available": true
|
| 693 |
+
},
|
| 694 |
+
{
|
| 695 |
+
"label": 38,
|
| 696 |
+
"class_name": "child singing",
|
| 697 |
+
"source_class_name": "child singing",
|
| 698 |
+
"split_role": "source",
|
| 699 |
+
"available": true
|
| 700 |
+
},
|
| 701 |
+
{
|
| 702 |
+
"label": 39,
|
| 703 |
+
"class_name": "playing tympani",
|
| 704 |
+
"source_class_name": "playing tympani",
|
| 705 |
+
"split_role": "source",
|
| 706 |
+
"available": true
|
| 707 |
+
},
|
| 708 |
+
{
|
| 709 |
+
"label": 40,
|
| 710 |
+
"class_name": "hair dryer drying",
|
| 711 |
+
"source_class_name": "hair dryer drying",
|
| 712 |
+
"split_role": "source",
|
| 713 |
+
"available": true
|
| 714 |
+
},
|
| 715 |
+
{
|
| 716 |
+
"label": 41,
|
| 717 |
+
"class_name": "basketball bounce",
|
| 718 |
+
"source_class_name": "basketball bounce",
|
| 719 |
+
"split_role": "source",
|
| 720 |
+
"available": true
|
| 721 |
+
},
|
| 722 |
+
{
|
| 723 |
+
"label": 42,
|
| 724 |
+
"class_name": "driving snowmobile",
|
| 725 |
+
"source_class_name": "driving snowmobile",
|
| 726 |
+
"split_role": "source",
|
| 727 |
+
"available": true
|
| 728 |
+
},
|
| 729 |
+
{
|
| 730 |
+
"label": 43,
|
| 731 |
+
"class_name": "train whistling",
|
| 732 |
+
"source_class_name": "train whistling",
|
| 733 |
+
"split_role": "source",
|
| 734 |
+
"available": true
|
| 735 |
+
},
|
| 736 |
+
{
|
| 737 |
+
"label": 44,
|
| 738 |
+
"class_name": "thunder",
|
| 739 |
+
"source_class_name": "thunder",
|
| 740 |
+
"split_role": "source",
|
| 741 |
+
"available": true
|
| 742 |
+
},
|
| 743 |
+
{
|
| 744 |
+
"label": 45,
|
| 745 |
+
"class_name": "dog bow-wow",
|
| 746 |
+
"source_class_name": "dog bow-wow",
|
| 747 |
+
"split_role": "source",
|
| 748 |
+
"available": true
|
| 749 |
+
},
|
| 750 |
+
{
|
| 751 |
+
"label": 46,
|
| 752 |
+
"class_name": "ocean burbling",
|
| 753 |
+
"source_class_name": "ocean burbling",
|
| 754 |
+
"split_role": "source",
|
| 755 |
+
"available": true
|
| 756 |
+
},
|
| 757 |
+
{
|
| 758 |
+
"label": 47,
|
| 759 |
+
"class_name": "cuckoo bird calling",
|
| 760 |
+
"source_class_name": "cuckoo bird calling",
|
| 761 |
+
"split_role": "source",
|
| 762 |
+
"available": true
|
| 763 |
+
},
|
| 764 |
+
{
|
| 765 |
+
"label": 48,
|
| 766 |
+
"class_name": "sheep bleating",
|
| 767 |
+
"source_class_name": "sheep bleating",
|
| 768 |
+
"split_role": "source",
|
| 769 |
+
"available": true
|
| 770 |
+
},
|
| 771 |
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{
|
| 772 |
+
"label": 49,
|
| 773 |
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"class_name": "splashing water",
|
| 774 |
+
"source_class_name": "splashing water",
|
| 775 |
+
"split_role": "source",
|
| 776 |
+
"available": true
|
| 777 |
+
},
|
| 778 |
+
{
|
| 779 |
+
"label": 50,
|
| 780 |
+
"class_name": "air conditioning noise",
|
| 781 |
+
"source_class_name": "air conditioning noise",
|
| 782 |
+
"split_role": "source",
|
| 783 |
+
"available": true
|
| 784 |
+
},
|
| 785 |
+
{
|
| 786 |
+
"label": 51,
|
| 787 |
+
"class_name": "cattle mooing",
|
| 788 |
+
"source_class_name": "cattle mooing",
|
| 789 |
+
"split_role": "source",
|
| 790 |
+
"available": true
|
| 791 |
+
},
|
| 792 |
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{
|
| 793 |
+
"label": 52,
|
| 794 |
+
"class_name": "eagle screaming",
|
| 795 |
+
"source_class_name": "eagle screaming",
|
| 796 |
+
"split_role": "source",
|
| 797 |
+
"available": true
|
| 798 |
+
},
|
| 799 |
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{
|
| 800 |
+
"label": 53,
|
| 801 |
+
"class_name": "air horn",
|
| 802 |
+
"source_class_name": "air horn",
|
| 803 |
+
"split_role": "source",
|
| 804 |
+
"available": true
|
| 805 |
+
},
|
| 806 |
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{
|
| 807 |
+
"label": 54,
|
| 808 |
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"class_name": "playing bass guitar",
|
| 809 |
+
"source_class_name": "playing bass guitar",
|
| 810 |
+
"split_role": "source",
|
| 811 |
+
"available": true
|
| 812 |
+
},
|
| 813 |
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{
|
| 814 |
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"label": 55,
|
| 815 |
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"class_name": "sloshing water",
|
| 816 |
+
"source_class_name": "sloshing water",
|
| 817 |
+
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|
| 818 |
+
"available": true
|
| 819 |
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},
|
| 820 |
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{
|
| 821 |
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"label": 56,
|
| 822 |
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"class_name": "tap dancing",
|
| 823 |
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"source_class_name": "tap dancing",
|
| 824 |
+
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|
| 825 |
+
"available": true
|
| 826 |
+
},
|
| 827 |
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{
|
| 828 |
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"label": 57,
|
| 829 |
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"class_name": "running electric fan",
|
| 830 |
+
"source_class_name": "running electric fan",
|
| 831 |
+
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|
| 832 |
+
"available": true
|
| 833 |
+
},
|
| 834 |
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{
|
| 835 |
+
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|
| 836 |
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"class_name": "playing ukulele",
|
| 837 |
+
"source_class_name": "playing ukulele",
|
| 838 |
+
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|
| 839 |
+
"available": true
|
| 840 |
+
},
|
| 841 |
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{
|
| 842 |
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"label": 59,
|
| 843 |
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"class_name": "playing guiro",
|
| 844 |
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"source_class_name": "playing guiro",
|
| 845 |
+
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|
| 846 |
+
"available": true
|
| 847 |
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},
|
| 848 |
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{
|
| 849 |
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"label": 60,
|
| 850 |
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"class_name": "playing shofar",
|
| 851 |
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|
| 852 |
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|
| 853 |
+
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|
| 854 |
+
},
|
| 855 |
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{
|
| 856 |
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"label": 61,
|
| 857 |
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"class_name": "people sniggering",
|
| 858 |
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|
| 859 |
+
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|
| 860 |
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"available": true
|
| 861 |
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},
|
| 862 |
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{
|
| 863 |
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|
| 864 |
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"class_name": "people whispering",
|
| 865 |
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|
| 866 |
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|
| 867 |
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|
| 868 |
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},
|
| 869 |
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{
|
| 870 |
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|
| 871 |
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"class_name": "people finger snapping",
|
| 872 |
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|
| 873 |
+
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|
| 874 |
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"available": true
|
| 875 |
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},
|
| 876 |
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{
|
| 877 |
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|
| 878 |
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"class_name": "car engine idling",
|
| 879 |
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|
| 880 |
+
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|
| 881 |
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"available": true
|
| 882 |
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},
|
| 883 |
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{
|
| 884 |
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"label": 65,
|
| 885 |
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"class_name": "bathroom ventilation fan running",
|
| 886 |
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|
| 887 |
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|
| 888 |
+
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|
| 889 |
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},
|
| 890 |
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{
|
| 891 |
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|
| 892 |
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"class_name": "police car (siren)",
|
| 893 |
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|
| 894 |
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|
| 895 |
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|
| 896 |
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},
|
| 897 |
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{
|
| 898 |
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|
| 899 |
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"class_name": "roller coaster running",
|
| 900 |
+
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|
| 901 |
+
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|
| 902 |
+
"available": true
|
| 903 |
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},
|
| 904 |
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{
|
| 905 |
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"label": 68,
|
| 906 |
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"class_name": "playing french horn",
|
| 907 |
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"source_class_name": "playing french horn",
|
| 908 |
+
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|
| 909 |
+
"available": true
|
| 910 |
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},
|
| 911 |
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{
|
| 912 |
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"label": 69,
|
| 913 |
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|
| 914 |
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|
| 915 |
+
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|
| 916 |
+
"available": true
|
| 917 |
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},
|
| 918 |
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{
|
| 919 |
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|
| 920 |
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"class_name": "lighting firecrackers",
|
| 921 |
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|
| 922 |
+
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|
| 923 |
+
"available": true
|
| 924 |
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},
|
| 925 |
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{
|
| 926 |
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"label": 71,
|
| 927 |
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"class_name": "playing electric guitar",
|
| 928 |
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|
| 929 |
+
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|
| 930 |
+
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|
| 931 |
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},
|
| 932 |
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{
|
| 933 |
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"label": 72,
|
| 934 |
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"class_name": "playing castanets",
|
| 935 |
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|
| 936 |
+
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|
| 937 |
+
"available": true
|
| 938 |
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},
|
| 939 |
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{
|
| 940 |
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|
| 941 |
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"class_name": "people babbling",
|
| 942 |
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|
| 943 |
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|
| 944 |
+
"available": true
|
| 945 |
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},
|
| 946 |
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{
|
| 947 |
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"label": 74,
|
| 948 |
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"class_name": "arc welding",
|
| 949 |
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"source_class_name": "arc welding",
|
| 950 |
+
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|
| 951 |
+
"available": true
|
| 952 |
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},
|
| 953 |
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{
|
| 954 |
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|
| 955 |
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"class_name": "wood thrush calling",
|
| 956 |
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|
| 957 |
+
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|
| 958 |
+
"available": true
|
| 959 |
+
},
|
| 960 |
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{
|
| 961 |
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"label": 76,
|
| 962 |
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"class_name": "wind rustling leaves",
|
| 963 |
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"source_class_name": "wind rustling leaves",
|
| 964 |
+
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|
| 965 |
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"available": true
|
| 966 |
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},
|
| 967 |
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{
|
| 968 |
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|
| 969 |
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|
| 970 |
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|
| 971 |
+
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|
| 972 |
+
"available": true
|
| 973 |
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},
|
| 974 |
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{
|
| 975 |
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"label": 78,
|
| 976 |
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"class_name": "planing timber",
|
| 977 |
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"source_class_name": "planing timber",
|
| 978 |
+
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|
| 979 |
+
"available": true
|
| 980 |
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},
|
| 981 |
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{
|
| 982 |
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"label": 79,
|
| 983 |
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"class_name": "crow cawing",
|
| 984 |
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"source_class_name": "crow cawing",
|
| 985 |
+
"split_role": "target",
|
| 986 |
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"available": true
|
| 987 |
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},
|
| 988 |
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{
|
| 989 |
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"label": 80,
|
| 990 |
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"class_name": "shot football",
|
| 991 |
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"source_class_name": "shot football",
|
| 992 |
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|
| 993 |
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"available": true
|
| 994 |
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},
|
| 995 |
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{
|
| 996 |
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"label": 81,
|
| 997 |
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"class_name": "writing on blackboard with chalk",
|
| 998 |
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"source_class_name": "writing on blackboard with chalk",
|
| 999 |
+
"split_role": "target",
|
| 1000 |
+
"available": true
|
| 1001 |
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},
|
| 1002 |
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{
|
| 1003 |
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"label": 82,
|
| 1004 |
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"class_name": "people slapping",
|
| 1005 |
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"source_class_name": "people slapping",
|
| 1006 |
+
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|
| 1007 |
+
"available": true
|
| 1008 |
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},
|
| 1009 |
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{
|
| 1010 |
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"label": 83,
|
| 1011 |
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"class_name": "using sewing machines",
|
| 1012 |
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"source_class_name": "using sewing machines",
|
| 1013 |
+
"split_role": "target",
|
| 1014 |
+
"available": true
|
| 1015 |
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},
|
| 1016 |
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{
|
| 1017 |
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"label": 84,
|
| 1018 |
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"class_name": "raining",
|
| 1019 |
+
"source_class_name": "raining",
|
| 1020 |
+
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|
| 1021 |
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"available": true
|
| 1022 |
+
},
|
| 1023 |
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{
|
| 1024 |
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"label": 85,
|
| 1025 |
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"class_name": "dog howling",
|
| 1026 |
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"source_class_name": "dog howling",
|
| 1027 |
+
"split_role": "target",
|
| 1028 |
+
"available": true
|
| 1029 |
+
},
|
| 1030 |
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{
|
| 1031 |
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"label": 86,
|
| 1032 |
+
"class_name": "playing cello",
|
| 1033 |
+
"source_class_name": "playing cello",
|
| 1034 |
+
"split_role": "target",
|
| 1035 |
+
"available": true
|
| 1036 |
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},
|
| 1037 |
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{
|
| 1038 |
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"label": 87,
|
| 1039 |
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"class_name": "playing trumpet",
|
| 1040 |
+
"source_class_name": "playing trumpet",
|
| 1041 |
+
"split_role": "target",
|
| 1042 |
+
"available": true
|
| 1043 |
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},
|
| 1044 |
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{
|
| 1045 |
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"label": 88,
|
| 1046 |
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"class_name": "fox barking",
|
| 1047 |
+
"source_class_name": "fox barking",
|
| 1048 |
+
"split_role": "target",
|
| 1049 |
+
"available": true
|
| 1050 |
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},
|
| 1051 |
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{
|
| 1052 |
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"label": 89,
|
| 1053 |
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"class_name": "bowling impact",
|
| 1054 |
+
"source_class_name": "bowling impact",
|
| 1055 |
+
"split_role": "target",
|
| 1056 |
+
"available": true
|
| 1057 |
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},
|
| 1058 |
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{
|
| 1059 |
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"label": 90,
|
| 1060 |
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"class_name": "people crowd",
|
| 1061 |
+
"source_class_name": "people crowd",
|
| 1062 |
+
"split_role": "target",
|
| 1063 |
+
"available": true
|
| 1064 |
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},
|
| 1065 |
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{
|
| 1066 |
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"label": 91,
|
| 1067 |
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"class_name": "pumping water",
|
| 1068 |
+
"source_class_name": "pumping water",
|
| 1069 |
+
"split_role": "target",
|
| 1070 |
+
"available": true
|
| 1071 |
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},
|
| 1072 |
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{
|
| 1073 |
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"label": 92,
|
| 1074 |
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"class_name": "ice cracking",
|
| 1075 |
+
"source_class_name": "ice cracking",
|
| 1076 |
+
"split_role": "target",
|
| 1077 |
+
"available": true
|
| 1078 |
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},
|
| 1079 |
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{
|
| 1080 |
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"label": 93,
|
| 1081 |
+
"class_name": "baby crying",
|
| 1082 |
+
"source_class_name": "baby crying",
|
| 1083 |
+
"split_role": "target",
|
| 1084 |
+
"available": true
|
| 1085 |
+
},
|
| 1086 |
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{
|
| 1087 |
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"label": 94,
|
| 1088 |
+
"class_name": "playing bass drum",
|
| 1089 |
+
"source_class_name": "playing bass drum",
|
| 1090 |
+
"split_role": "target",
|
| 1091 |
+
"available": true
|
| 1092 |
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},
|
| 1093 |
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{
|
| 1094 |
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"label": 95,
|
| 1095 |
+
"class_name": "playing bongo",
|
| 1096 |
+
"source_class_name": "playing bongo",
|
| 1097 |
+
"split_role": "target",
|
| 1098 |
+
"available": true
|
| 1099 |
+
},
|
| 1100 |
+
{
|
| 1101 |
+
"label": 96,
|
| 1102 |
+
"class_name": "tornado roaring",
|
| 1103 |
+
"source_class_name": "tornado roaring",
|
| 1104 |
+
"split_role": "target",
|
| 1105 |
+
"available": true
|
| 1106 |
+
},
|
| 1107 |
+
{
|
| 1108 |
+
"label": 97,
|
| 1109 |
+
"class_name": "playing steel guitar, slide guitar",
|
| 1110 |
+
"source_class_name": "playing steel guitar, slide guitar",
|
| 1111 |
+
"split_role": "target",
|
| 1112 |
+
"available": true
|
| 1113 |
+
},
|
| 1114 |
+
{
|
| 1115 |
+
"label": 98,
|
| 1116 |
+
"class_name": "playing squash",
|
| 1117 |
+
"source_class_name": "playing squash",
|
| 1118 |
+
"split_role": "target",
|
| 1119 |
+
"available": true
|
| 1120 |
+
},
|
| 1121 |
+
{
|
| 1122 |
+
"label": 99,
|
| 1123 |
+
"class_name": "typing on typewriter",
|
| 1124 |
+
"source_class_name": "typing on typewriter",
|
| 1125 |
+
"split_role": "target",
|
| 1126 |
+
"available": true
|
| 1127 |
+
}
|
| 1128 |
+
]
|
| 1129 |
+
}
|
requirements-build.txt
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
pyarrow>=14,<22
|
scripts/build_release.py
ADDED
|
@@ -0,0 +1,432 @@
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
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|
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|
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|
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|
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|
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|
|
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|
|
|
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|
|
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|
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|
|
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|
|
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|
|
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|
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|
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|
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|
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|
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|
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|
|
|
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|
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|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
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|
|
|
|
|
|
|
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|
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|
|
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|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
"""Validate the public CSV files and build Viewer-friendly Parquet mirrors.
|
| 3 |
+
|
| 4 |
+
Run from anywhere with Python 3.9+ and pyarrow installed:
|
| 5 |
+
|
| 6 |
+
python scripts/build_release.py
|
| 7 |
+
|
| 8 |
+
The script never rewrites the CSV files. It validates their schema and split
|
| 9 |
+
integrity, writes Parquet mirrors, and refreshes release metadata/checksums.
|
| 10 |
+
"""
|
| 11 |
+
|
| 12 |
+
from __future__ import annotations
|
| 13 |
+
|
| 14 |
+
import csv
|
| 15 |
+
import hashlib
|
| 16 |
+
import json
|
| 17 |
+
from collections import defaultdict
|
| 18 |
+
from pathlib import Path
|
| 19 |
+
from typing import Any
|
| 20 |
+
|
| 21 |
+
import pyarrow as pa
|
| 22 |
+
import pyarrow.parquet as pq
|
| 23 |
+
|
| 24 |
+
|
| 25 |
+
ROOT = Path(__file__).resolve().parents[1]
|
| 26 |
+
CSV_ROOT = ROOT / "csv"
|
| 27 |
+
VIEWER_ROOT = ROOT / "viewer"
|
| 28 |
+
METADATA_ROOT = ROOT / "metadata"
|
| 29 |
+
SPLITS = ("pretrain", "pretrain_test", "fewshot", "fewshot_test")
|
| 30 |
+
|
| 31 |
+
DATASETS: dict[str, dict[str, Any]] = {
|
| 32 |
+
"AVE": {
|
| 33 |
+
"columns": 3,
|
| 34 |
+
"expected_rows": {
|
| 35 |
+
"pretrain": 2367,
|
| 36 |
+
"pretrain_test": 252,
|
| 37 |
+
"fewshot": 1290,
|
| 38 |
+
"fewshot_test": 142,
|
| 39 |
+
},
|
| 40 |
+
"source_labels": set(range(16)),
|
| 41 |
+
"target_labels": set(range(16, 28)),
|
| 42 |
+
},
|
| 43 |
+
"Kinetics-Sounds": {
|
| 44 |
+
"columns": 4,
|
| 45 |
+
"expected_rows": {
|
| 46 |
+
"pretrain": 13252,
|
| 47 |
+
"pretrain_test": 1627,
|
| 48 |
+
"fewshot": 7012,
|
| 49 |
+
"fewshot_test": 1017,
|
| 50 |
+
},
|
| 51 |
+
"source_labels": set(range(19)),
|
| 52 |
+
"target_labels": set(range(19, 32)),
|
| 53 |
+
},
|
| 54 |
+
"VGGSound100": {
|
| 55 |
+
"columns": 4,
|
| 56 |
+
"expected_rows": {
|
| 57 |
+
"pretrain": 31081,
|
| 58 |
+
"pretrain_test": 2920,
|
| 59 |
+
"fewshot": 23823,
|
| 60 |
+
"fewshot_test": 1971,
|
| 61 |
+
},
|
| 62 |
+
"source_labels": set(range(60)),
|
| 63 |
+
"target_labels": set(range(60, 100)),
|
| 64 |
+
"known_unavailable_labels": {14},
|
| 65 |
+
},
|
| 66 |
+
}
|
| 67 |
+
|
| 68 |
+
# Recovered from the category mapping used by the original VGGSound100 data
|
| 69 |
+
# preparation code. The label-14 typo is retained in source_class_name below,
|
| 70 |
+
# while its normalized public name is "subway, metro".
|
| 71 |
+
VGGSOUND100_SOURCE_NAMES = [
|
| 72 |
+
"playing theremin",
|
| 73 |
+
"donkey, ass braying",
|
| 74 |
+
"playing electronic organ",
|
| 75 |
+
"zebra braying",
|
| 76 |
+
"people eating noodle",
|
| 77 |
+
"airplane flyby",
|
| 78 |
+
"playing double bass",
|
| 79 |
+
"cat growling",
|
| 80 |
+
"footsteps on snow",
|
| 81 |
+
"playing tennis",
|
| 82 |
+
"black capped chickadee calling",
|
| 83 |
+
"bouncing on trampoline",
|
| 84 |
+
"playing steelpan",
|
| 85 |
+
"waterfall burbling",
|
| 86 |
+
"subway, metr",
|
| 87 |
+
"people clapping",
|
| 88 |
+
"chipmunk chirping",
|
| 89 |
+
"chopping food",
|
| 90 |
+
"people shuffling",
|
| 91 |
+
"elk bugling",
|
| 92 |
+
"alarm clock ringing",
|
| 93 |
+
"people booing",
|
| 94 |
+
"canary calling",
|
| 95 |
+
"chopping wood",
|
| 96 |
+
"people humming",
|
| 97 |
+
"lathe spinning",
|
| 98 |
+
"playing tuning fork",
|
| 99 |
+
"playing violin, fiddle",
|
| 100 |
+
"singing choir",
|
| 101 |
+
"playing timbales",
|
| 102 |
+
"children shouting",
|
| 103 |
+
"chicken crowing",
|
| 104 |
+
"car passing by",
|
| 105 |
+
"driving motorcycle",
|
| 106 |
+
"bull bellowing",
|
| 107 |
+
"lawn mowing",
|
| 108 |
+
"playing bugle",
|
| 109 |
+
"mouse squeaking",
|
| 110 |
+
"child singing",
|
| 111 |
+
"playing tympani",
|
| 112 |
+
"hair dryer drying",
|
| 113 |
+
"basketball bounce",
|
| 114 |
+
"driving snowmobile",
|
| 115 |
+
"train whistling",
|
| 116 |
+
"thunder",
|
| 117 |
+
"dog bow-wow",
|
| 118 |
+
"ocean burbling",
|
| 119 |
+
"cuckoo bird calling",
|
| 120 |
+
"sheep bleating",
|
| 121 |
+
"splashing water",
|
| 122 |
+
"air conditioning noise",
|
| 123 |
+
"cattle mooing",
|
| 124 |
+
"eagle screaming",
|
| 125 |
+
"air horn",
|
| 126 |
+
"playing bass guitar",
|
| 127 |
+
"sloshing water",
|
| 128 |
+
"tap dancing",
|
| 129 |
+
"running electric fan",
|
| 130 |
+
"playing ukulele",
|
| 131 |
+
"playing guiro",
|
| 132 |
+
"playing shofar",
|
| 133 |
+
"people sniggering",
|
| 134 |
+
"people whispering",
|
| 135 |
+
"people finger snapping",
|
| 136 |
+
"car engine idling",
|
| 137 |
+
"bathroom ventilation fan running",
|
| 138 |
+
"police car (siren)",
|
| 139 |
+
"roller coaster running",
|
| 140 |
+
"playing french horn",
|
| 141 |
+
"swimming",
|
| 142 |
+
"lighting firecrackers",
|
| 143 |
+
"playing electric guitar",
|
| 144 |
+
"playing castanets",
|
| 145 |
+
"people babbling",
|
| 146 |
+
"arc welding",
|
| 147 |
+
"wood thrush calling",
|
| 148 |
+
"wind rustling leaves",
|
| 149 |
+
"playing darts",
|
| 150 |
+
"planing timber",
|
| 151 |
+
"crow cawing",
|
| 152 |
+
"shot football",
|
| 153 |
+
"writing on blackboard with chalk",
|
| 154 |
+
"people slapping",
|
| 155 |
+
"using sewing machines",
|
| 156 |
+
"raining",
|
| 157 |
+
"dog howling",
|
| 158 |
+
"playing cello",
|
| 159 |
+
"playing trumpet",
|
| 160 |
+
"fox barking",
|
| 161 |
+
"bowling impact",
|
| 162 |
+
"people crowd",
|
| 163 |
+
"pumping water",
|
| 164 |
+
"ice cracking",
|
| 165 |
+
"baby crying",
|
| 166 |
+
"playing bass drum",
|
| 167 |
+
"playing bongo",
|
| 168 |
+
"tornado roaring",
|
| 169 |
+
"playing steel guitar, slide guitar",
|
| 170 |
+
"playing squash",
|
| 171 |
+
"typing on typewriter",
|
| 172 |
+
]
|
| 173 |
+
|
| 174 |
+
|
| 175 |
+
def ave_source_name(clip_id: str) -> str:
|
| 176 |
+
"""Extract the AVE category suffix after the 11-character video ID."""
|
| 177 |
+
|
| 178 |
+
if len(clip_id) < 13 or clip_id[11] != "_":
|
| 179 |
+
raise ValueError(f"Unexpected AVE clip_id format: {clip_id!r}")
|
| 180 |
+
return clip_id[12:]
|
| 181 |
+
|
| 182 |
+
|
| 183 |
+
def read_split(dataset: str, split: str) -> list[dict[str, Any]]:
|
| 184 |
+
path = CSV_ROOT / dataset / f"{split}.csv"
|
| 185 |
+
expected_columns = DATASETS[dataset]["columns"]
|
| 186 |
+
records: list[dict[str, Any]] = []
|
| 187 |
+
seen_ids: set[str] = set()
|
| 188 |
+
|
| 189 |
+
with path.open("r", encoding="utf-8-sig", newline="") as handle:
|
| 190 |
+
for line_number, row in enumerate(csv.reader(handle), start=1):
|
| 191 |
+
if len(row) != expected_columns:
|
| 192 |
+
raise ValueError(
|
| 193 |
+
f"{path}:{line_number}: expected {expected_columns} columns, "
|
| 194 |
+
f"found {len(row)}"
|
| 195 |
+
)
|
| 196 |
+
if any(value == "" for value in row):
|
| 197 |
+
raise ValueError(f"{path}:{line_number}: blank field")
|
| 198 |
+
|
| 199 |
+
clip_id, label_text, semantic_prompt = row[:3]
|
| 200 |
+
try:
|
| 201 |
+
label = int(label_text)
|
| 202 |
+
except ValueError as exc:
|
| 203 |
+
raise ValueError(
|
| 204 |
+
f"{path}:{line_number}: invalid integer label {label_text!r}"
|
| 205 |
+
) from exc
|
| 206 |
+
|
| 207 |
+
if clip_id in seen_ids:
|
| 208 |
+
raise ValueError(f"{path}:{line_number}: duplicate clip_id {clip_id!r}")
|
| 209 |
+
seen_ids.add(clip_id)
|
| 210 |
+
|
| 211 |
+
if dataset == "AVE":
|
| 212 |
+
source_name = ave_source_name(clip_id)
|
| 213 |
+
class_name = source_name.replace("_", " ")
|
| 214 |
+
else:
|
| 215 |
+
source_name = row[3]
|
| 216 |
+
class_name = source_name
|
| 217 |
+
|
| 218 |
+
records.append(
|
| 219 |
+
{
|
| 220 |
+
"clip_id": clip_id,
|
| 221 |
+
"label": label,
|
| 222 |
+
"semantic_prompt": semantic_prompt,
|
| 223 |
+
"class_name": class_name,
|
| 224 |
+
"source_class_name": source_name,
|
| 225 |
+
}
|
| 226 |
+
)
|
| 227 |
+
|
| 228 |
+
expected_rows = DATASETS[dataset]["expected_rows"][split]
|
| 229 |
+
if len(records) != expected_rows:
|
| 230 |
+
raise ValueError(f"{path}: expected {expected_rows} rows, found {len(records)}")
|
| 231 |
+
return records
|
| 232 |
+
|
| 233 |
+
|
| 234 |
+
def validate_labels(
|
| 235 |
+
dataset: str, records_by_split: dict[str, list[dict[str, Any]]]
|
| 236 |
+
) -> dict[int, str]:
|
| 237 |
+
label_to_names: dict[int, set[str]] = defaultdict(set)
|
| 238 |
+
for records in records_by_split.values():
|
| 239 |
+
for record in records:
|
| 240 |
+
label_to_names[record["label"]].add(record["source_class_name"])
|
| 241 |
+
|
| 242 |
+
inconsistent = {
|
| 243 |
+
label: sorted(names) for label, names in label_to_names.items() if len(names) != 1
|
| 244 |
+
}
|
| 245 |
+
if inconsistent:
|
| 246 |
+
raise ValueError(f"{dataset}: labels map to multiple class names: {inconsistent}")
|
| 247 |
+
|
| 248 |
+
observed = set(label_to_names)
|
| 249 |
+
expected = DATASETS[dataset]["source_labels"] | DATASETS[dataset]["target_labels"]
|
| 250 |
+
unavailable = DATASETS[dataset].get("known_unavailable_labels", set())
|
| 251 |
+
if observed != expected - unavailable:
|
| 252 |
+
raise ValueError(
|
| 253 |
+
f"{dataset}: unexpected label coverage; missing={sorted(expected - observed)}, "
|
| 254 |
+
f"extra={sorted(observed - expected)}"
|
| 255 |
+
)
|
| 256 |
+
|
| 257 |
+
return {label: next(iter(names)) for label, names in label_to_names.items()}
|
| 258 |
+
|
| 259 |
+
|
| 260 |
+
def validate_partition_integrity(
|
| 261 |
+
dataset: str, records_by_split: dict[str, list[dict[str, Any]]]
|
| 262 |
+
) -> None:
|
| 263 |
+
expected_source = DATASETS[dataset]["source_labels"]
|
| 264 |
+
expected_target = DATASETS[dataset]["target_labels"]
|
| 265 |
+
unavailable = DATASETS[dataset].get("known_unavailable_labels", set())
|
| 266 |
+
|
| 267 |
+
for split in ("pretrain", "pretrain_test"):
|
| 268 |
+
labels = {record["label"] for record in records_by_split[split]}
|
| 269 |
+
if labels != expected_source - unavailable:
|
| 270 |
+
raise ValueError(f"{dataset}/{split}: source label set mismatch")
|
| 271 |
+
for split in ("fewshot", "fewshot_test"):
|
| 272 |
+
labels = {record["label"] for record in records_by_split[split]}
|
| 273 |
+
if labels != expected_target:
|
| 274 |
+
raise ValueError(f"{dataset}/{split}: target label set mismatch")
|
| 275 |
+
|
| 276 |
+
split_ids = {
|
| 277 |
+
split: {record["clip_id"] for record in records}
|
| 278 |
+
for split, records in records_by_split.items()
|
| 279 |
+
}
|
| 280 |
+
for index, left in enumerate(SPLITS):
|
| 281 |
+
for right in SPLITS[index + 1 :]:
|
| 282 |
+
overlap = split_ids[left] & split_ids[right]
|
| 283 |
+
if overlap:
|
| 284 |
+
examples = sorted(overlap)[:5]
|
| 285 |
+
raise ValueError(
|
| 286 |
+
f"{dataset}: clip leakage between {left} and {right}: {examples}"
|
| 287 |
+
)
|
| 288 |
+
|
| 289 |
+
|
| 290 |
+
def write_parquet(dataset: str, split: str, records: list[dict[str, Any]]) -> None:
|
| 291 |
+
output_dir = VIEWER_ROOT / dataset
|
| 292 |
+
output_dir.mkdir(parents=True, exist_ok=True)
|
| 293 |
+
table = pa.table(
|
| 294 |
+
{
|
| 295 |
+
"clip_id": pa.array([record["clip_id"] for record in records], pa.string()),
|
| 296 |
+
"label": pa.array([record["label"] for record in records], pa.int64()),
|
| 297 |
+
"semantic_prompt": pa.array(
|
| 298 |
+
[record["semantic_prompt"] for record in records], pa.string()
|
| 299 |
+
),
|
| 300 |
+
"class_name": pa.array(
|
| 301 |
+
[record["class_name"] for record in records], pa.string()
|
| 302 |
+
),
|
| 303 |
+
}
|
| 304 |
+
)
|
| 305 |
+
output_path = output_dir / f"{split}.parquet"
|
| 306 |
+
pq.write_table(
|
| 307 |
+
table,
|
| 308 |
+
output_path,
|
| 309 |
+
compression="zstd",
|
| 310 |
+
use_dictionary=["label", "class_name"],
|
| 311 |
+
write_page_index=True,
|
| 312 |
+
)
|
| 313 |
+
|
| 314 |
+
# Read the artifact back and compare every exported cell. This catches
|
| 315 |
+
# schema coercion or truncation before a release is staged.
|
| 316 |
+
restored = pq.read_table(output_path).to_pydict()
|
| 317 |
+
expected = {
|
| 318 |
+
"clip_id": [record["clip_id"] for record in records],
|
| 319 |
+
"label": [record["label"] for record in records],
|
| 320 |
+
"semantic_prompt": [record["semantic_prompt"] for record in records],
|
| 321 |
+
"class_name": [record["class_name"] for record in records],
|
| 322 |
+
}
|
| 323 |
+
if restored != expected:
|
| 324 |
+
raise ValueError(f"{dataset}/{split}: Parquet round-trip mismatch")
|
| 325 |
+
|
| 326 |
+
|
| 327 |
+
def build_label_map(
|
| 328 |
+
dataset: str, observed_names: dict[int, str]
|
| 329 |
+
) -> list[dict[str, Any]]:
|
| 330 |
+
all_labels = sorted(
|
| 331 |
+
DATASETS[dataset]["source_labels"] | DATASETS[dataset]["target_labels"]
|
| 332 |
+
)
|
| 333 |
+
unavailable = DATASETS[dataset].get("known_unavailable_labels", set())
|
| 334 |
+
entries = []
|
| 335 |
+
for label in all_labels:
|
| 336 |
+
if dataset == "VGGSound100":
|
| 337 |
+
source_name = VGGSOUND100_SOURCE_NAMES[label]
|
| 338 |
+
class_name = "subway, metro" if label == 14 else source_name
|
| 339 |
+
else:
|
| 340 |
+
source_name = observed_names[label]
|
| 341 |
+
class_name = source_name.replace("_", " ") if dataset == "AVE" else source_name
|
| 342 |
+
|
| 343 |
+
entry: dict[str, Any] = {
|
| 344 |
+
"label": label,
|
| 345 |
+
"class_name": class_name,
|
| 346 |
+
"source_class_name": source_name,
|
| 347 |
+
"split_role": (
|
| 348 |
+
"source" if label in DATASETS[dataset]["source_labels"] else "target"
|
| 349 |
+
),
|
| 350 |
+
"available": label not in unavailable,
|
| 351 |
+
}
|
| 352 |
+
if label in unavailable:
|
| 353 |
+
entry["note"] = "No obtainable media was available in the release snapshot."
|
| 354 |
+
entries.append(entry)
|
| 355 |
+
return entries
|
| 356 |
+
|
| 357 |
+
|
| 358 |
+
def sha256(path: Path) -> str:
|
| 359 |
+
digest = hashlib.sha256()
|
| 360 |
+
with path.open("rb") as handle:
|
| 361 |
+
for chunk in iter(lambda: handle.read(1024 * 1024), b""):
|
| 362 |
+
digest.update(chunk)
|
| 363 |
+
return digest.hexdigest()
|
| 364 |
+
|
| 365 |
+
|
| 366 |
+
def write_checksums() -> None:
|
| 367 |
+
included = []
|
| 368 |
+
for directory in (CSV_ROOT, VIEWER_ROOT, METADATA_ROOT):
|
| 369 |
+
included.extend(path for path in directory.rglob("*") if path.is_file())
|
| 370 |
+
checksum_path = METADATA_ROOT / "checksums.sha256"
|
| 371 |
+
included = [path for path in included if path != checksum_path]
|
| 372 |
+
lines = [f"{sha256(path)} {path.relative_to(ROOT).as_posix()}" for path in sorted(included)]
|
| 373 |
+
checksum_path.write_text("\n".join(lines) + "\n", encoding="utf-8", newline="\n")
|
| 374 |
+
|
| 375 |
+
|
| 376 |
+
def main() -> None:
|
| 377 |
+
if len(VGGSOUND100_SOURCE_NAMES) != 100:
|
| 378 |
+
raise ValueError("VGGSound100 label map must contain exactly 100 entries")
|
| 379 |
+
|
| 380 |
+
METADATA_ROOT.mkdir(parents=True, exist_ok=True)
|
| 381 |
+
all_label_maps: dict[str, list[dict[str, Any]]] = {}
|
| 382 |
+
statistics: dict[str, Any] = {"release_total_rows": 0, "datasets": {}}
|
| 383 |
+
|
| 384 |
+
for dataset, specification in DATASETS.items():
|
| 385 |
+
records_by_split = {split: read_split(dataset, split) for split in SPLITS}
|
| 386 |
+
validate_partition_integrity(dataset, records_by_split)
|
| 387 |
+
observed_names = validate_labels(dataset, records_by_split)
|
| 388 |
+
all_label_maps[dataset] = build_label_map(dataset, observed_names)
|
| 389 |
+
|
| 390 |
+
split_statistics: dict[str, Any] = {}
|
| 391 |
+
dataset_total = 0
|
| 392 |
+
for split, records in records_by_split.items():
|
| 393 |
+
write_parquet(dataset, split, records)
|
| 394 |
+
row_count = len(records)
|
| 395 |
+
dataset_total += row_count
|
| 396 |
+
split_statistics[split] = {
|
| 397 |
+
"rows": row_count,
|
| 398 |
+
"labels": sorted({record["label"] for record in records}),
|
| 399 |
+
"num_labels": len({record["label"] for record in records}),
|
| 400 |
+
}
|
| 401 |
+
|
| 402 |
+
statistics["datasets"][dataset] = {
|
| 403 |
+
"rows": dataset_total,
|
| 404 |
+
"source_classes_defined": len(specification["source_labels"]),
|
| 405 |
+
"source_classes_available": len(
|
| 406 |
+
specification["source_labels"]
|
| 407 |
+
- specification.get("known_unavailable_labels", set())
|
| 408 |
+
),
|
| 409 |
+
"target_classes": len(specification["target_labels"]),
|
| 410 |
+
"splits": split_statistics,
|
| 411 |
+
}
|
| 412 |
+
statistics["release_total_rows"] += dataset_total
|
| 413 |
+
|
| 414 |
+
(METADATA_ROOT / "label_maps.json").write_text(
|
| 415 |
+
json.dumps(all_label_maps, indent=2, ensure_ascii=False) + "\n",
|
| 416 |
+
encoding="utf-8",
|
| 417 |
+
newline="\n",
|
| 418 |
+
)
|
| 419 |
+
(METADATA_ROOT / "dataset_statistics.json").write_text(
|
| 420 |
+
json.dumps(statistics, indent=2, ensure_ascii=False) + "\n",
|
| 421 |
+
encoding="utf-8",
|
| 422 |
+
newline="\n",
|
| 423 |
+
)
|
| 424 |
+
write_checksums()
|
| 425 |
+
print(
|
| 426 |
+
f"Validated and built {statistics['release_total_rows']:,} rows "
|
| 427 |
+
f"across {len(DATASETS)} datasets."
|
| 428 |
+
)
|
| 429 |
+
|
| 430 |
+
|
| 431 |
+
if __name__ == "__main__":
|
| 432 |
+
main()
|
scripts/verify_release.py
ADDED
|
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
"""Verify every SHA-256 digest listed in metadata/checksums.sha256."""
|
| 3 |
+
|
| 4 |
+
from __future__ import annotations
|
| 5 |
+
|
| 6 |
+
import hashlib
|
| 7 |
+
from pathlib import Path
|
| 8 |
+
|
| 9 |
+
|
| 10 |
+
ROOT = Path(__file__).resolve().parents[1]
|
| 11 |
+
CHECKSUMS = ROOT / "metadata" / "checksums.sha256"
|
| 12 |
+
|
| 13 |
+
|
| 14 |
+
def sha256(path: Path) -> str:
|
| 15 |
+
digest = hashlib.sha256()
|
| 16 |
+
with path.open("rb") as handle:
|
| 17 |
+
for chunk in iter(lambda: handle.read(1024 * 1024), b""):
|
| 18 |
+
digest.update(chunk)
|
| 19 |
+
return digest.hexdigest()
|
| 20 |
+
|
| 21 |
+
|
| 22 |
+
def main() -> None:
|
| 23 |
+
verified = 0
|
| 24 |
+
for line_number, line in enumerate(
|
| 25 |
+
CHECKSUMS.read_text(encoding="utf-8").splitlines(), start=1
|
| 26 |
+
):
|
| 27 |
+
if not line.strip():
|
| 28 |
+
continue
|
| 29 |
+
expected, relative_path = line.split(" ", maxsplit=1)
|
| 30 |
+
path = ROOT / Path(relative_path)
|
| 31 |
+
if not path.is_file():
|
| 32 |
+
raise FileNotFoundError(f"Missing file listed at line {line_number}: {path}")
|
| 33 |
+
actual = sha256(path)
|
| 34 |
+
if actual != expected:
|
| 35 |
+
raise ValueError(
|
| 36 |
+
f"Checksum mismatch for {relative_path}: expected {expected}, got {actual}"
|
| 37 |
+
)
|
| 38 |
+
verified += 1
|
| 39 |
+
print(f"Verified {verified} release files.")
|
| 40 |
+
|
| 41 |
+
|
| 42 |
+
if __name__ == "__main__":
|
| 43 |
+
main()
|
viewer/AVE/fewshot.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f213c9fbedf817709192c59c7419482aeb4111a7fdf72ddd00c581f4144eed70
|
| 3 |
+
size 22899
|
viewer/AVE/fewshot_test.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e4b935c04d77cf29c55f3cdefdb4baab0ea6d23091ac815f5efae894bf61e277
|
| 3 |
+
size 4759
|
viewer/AVE/pretrain.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:892d84f90d74e0cffa70d53302f15ec729789c257913f45895d654ee400d67c5
|
| 3 |
+
size 41949
|
viewer/AVE/pretrain_test.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:da1252b520be56fc1a6d3114978895508953cc56c589be72d09e63d1022863cb
|
| 3 |
+
size 7169
|
viewer/Kinetics-Sounds/fewshot.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e4b05ac2f920f40324e4e30b853f00670febf8843c06f5f3eabecc2b8d4ea5b0
|
| 3 |
+
size 108217
|
viewer/Kinetics-Sounds/fewshot_test.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a5834c774b8645040f72a044051d9ab745b9fea3027f1d3642fb743e80e1c123
|
| 3 |
+
size 18244
|
viewer/Kinetics-Sounds/pretrain.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d42fccde5bee47096f59de8098debd480774434ba128818d67e0da4b191689b4
|
| 3 |
+
size 194009
|
viewer/Kinetics-Sounds/pretrain_test.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
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viewer/VGGSound100/pretrain.parquet
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viewer/VGGSound100/pretrain_test.parquet
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