provena-audit

Find duplicate and near-duplicate footage in a video library: re-uploads, re-encodes, resized, trimmed and time-shifted cuts, light recolours and captions. Gives which videos share footage and exactly which seconds.

Fingerprinting runs where the videos are. Only small fingerprints leave your machines (about 0.5 MB per hour of footage: hashes and timings under random IDs, no images, audio or file names); the file names stay in a private folder you keep.

Install

pipx install provena-audit                  # or: pip install provena-audit
pip install "provena-audit[cloud]"          # adds s3:// and gs:// sources

Python 3.11+. Video decoding is built in (PyAV), so no separate ffmpeg install is needed.

Use

provena-audit fingerprint ./videos          # -> provena_send/ (fingerprints), provena_private/ (file names, keep)
provena-audit audit provena_send/           # -> pairs.csv, and prints the duplicate hours

pairs.csv has one row per copy: video IDs a and b, votes (distinct frames that agree), shift (seconds, b minus a) and the matched range in each video. Map IDs back to files with provena_private/names_*.csv.

Large libraries, many machines (each gets its own index; all can share one --send / --private location, local or s3:// / gs://):

provena-audit fingerprint s3://lib/videos --send s3://lib/send --private s3://lib/private --part 3 --of 50
provena-audit audit provena_send/ --part 0 --of 10 --out pairs_0.csv      # one of 10 machines
provena-audit combine provena_send/ pairs_*.csv                           # join the parts -> pairs.csv

Fingerprinting resumes where it stopped; split audits give exactly the same pairs as one run.

Where does a clip appear? Search one or more clips against a fingerprint folder (the index loads once; each search takes well under a second on a laptop for ~1M indexed clips):

provena-audit lookup clip.mp4 other.mp4 --index provena_send/ --private provena_private/

How it works

A PDQ hash (Meta's open perceptual hash) of the full-size frame every 0.25 s.
Every frame is compared with every frame of every other video (C++, all cores; each pair of videos once).
Matching frames vote on the time shift between the two videos (1 s bins, each frame votes once per bin and its neighbours). 8 or more distinct frames on one shift is a copy; a clip used twice in another video gives two rows.

Measured on OpenVid-1M (1.02M clips, ~2,050 h): fingerprinted and audited in ~6 h on cloud spot machines for ~$10-12; 7.6% duplicate or near-duplicate footage.

Not caught yet: crops, mirrored copies and heavy overlays (planned: SSCD embeddings alongside PDQ).

Test

uv run pytest -s downloads 20 known duplicate pairs from OpenVid-1M, fingerprints and audits them (also split over 3 parts + combine) and checks all are found.

Licence

MIT

Metadata

Release files for provena-audit 0.2.0

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

Source distribution (sdist)

Source distribution for provena-audit 0.2.0
File	Size	Uploaded
provena_audit-0.2.0.tar.gz	15.6 kB	Oct 12, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for provena-audit 0.2.0
File	Interpreter	ABI	Platform	Reset
provena_audit-0.2.0-cp314-cp314-win_amd64.whl 103.5 kB Oct 12, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
provena_audit-0.2.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 77.8 kB Oct 12, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
provena_audit-0.2.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 74.4 kB Oct 12, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
provena_audit-0.2.0-cp314-cp314-macosx_11_0_x86_64.whl 69.6 kB Oct 12, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ x86-64	Details
provena_audit-0.2.0-cp314-cp314-macosx_11_0_arm64.whl 67.3 kB Oct 12, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
provena_audit-0.2.0-cp313-cp313-win_amd64.whl 100.9 kB Oct 12, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
provena_audit-0.2.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 77.8 kB Oct 12, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
provena_audit-0.2.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 74.3 kB Oct 12, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64	Details
provena_audit-0.2.0-cp313-cp313-macosx_11_0_x86_64.whl 69.6 kB Oct 12, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ x86-64	Details
provena_audit-0.2.0-cp313-cp313-macosx_11_0_arm64.whl 67.2 kB Oct 12, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
provena_audit-0.2.0-cp312-cp312-win_amd64.whl 100.9 kB Oct 12, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
provena_audit-0.2.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 77.9 kB Oct 12, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
provena_audit-0.2.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 74.4 kB Oct 12, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
provena_audit-0.2.0-cp312-cp312-macosx_11_0_x86_64.whl 69.6 kB Oct 12, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ x86-64	Details
provena_audit-0.2.0-cp312-cp312-macosx_11_0_arm64.whl 67.3 kB Oct 12, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
provena_audit-0.2.0-cp311-cp311-win_amd64.whl 101.0 kB Oct 12, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
provena_audit-0.2.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 78.3 kB Oct 12, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
provena_audit-0.2.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl 75.2 kB Oct 12, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64	Details
provena_audit-0.2.0-cp311-cp311-macosx_11_0_x86_64.whl 70.2 kB Oct 12, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ x86-64	Details
provena_audit-0.2.0-cp311-cp311-macosx_11_0_arm64.whl 68.1 kB Oct 12, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details

Total release size: 1.6 MB

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Publishing commit: github.com/arthurnaldo/Provena/tree/890fe5b92a915f6d76ac764a3b5f9a1bab28ee8c

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Release files / provena_audit-0.2.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/arthurnaldo/Provena
Publishing commit: github.com/arthurnaldo/Provena/tree/890fe5b92a915f6d76ac764a3b5f9a1bab28ee8c

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Release files / provena_audit-0.2.0-cp312-cp312-macosx_11_0_x86_64.whl

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Publishing repository: github.com/arthurnaldo/Provena
Publishing commit: github.com/arthurnaldo/Provena/tree/890fe5b92a915f6d76ac764a3b5f9a1bab28ee8c

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Release files / provena_audit-0.2.0-cp312-cp312-macosx_11_0_arm64.whl

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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/arthurnaldo/Provena
Publishing commit: github.com/arthurnaldo/Provena/tree/890fe5b92a915f6d76ac764a3b5f9a1bab28ee8c

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Publishing commit: github.com/arthurnaldo/Provena/tree/890fe5b92a915f6d76ac764a3b5f9a1bab28ee8c

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Release files / provena_audit-0.2.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	provena_audit-0.2.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing repository: github.com/arthurnaldo/Provena
Publishing commit: github.com/arthurnaldo/Provena/tree/890fe5b92a915f6d76ac764a3b5f9a1bab28ee8c

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Release files / provena_audit-0.2.0-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl

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

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Publishing platform: GitHub Actions
Publishing repository: github.com/arthurnaldo/Provena
Publishing commit: github.com/arthurnaldo/Provena/tree/890fe5b92a915f6d76ac764a3b5f9a1bab28ee8c

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Release files / provena_audit-0.2.0-cp311-cp311-macosx_11_0_x86_64.whl

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

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Publishing platform: GitHub Actions
Publishing repository: github.com/arthurnaldo/Provena
Publishing commit: github.com/arthurnaldo/Provena/tree/890fe5b92a915f6d76ac764a3b5f9a1bab28ee8c

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Release files / provena_audit-0.2.0-cp311-cp311-macosx_11_0_arm64.whl

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Upload date	Oct 12, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/arthurnaldo/Provena
Publishing commit: github.com/arthurnaldo/Provena/tree/890fe5b92a915f6d76ac764a3b5f9a1bab28ee8c

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SHA-256 checksum: 0dad1dbe2327397f9bfefac23fd7726d14c9dd2b66cfa58ed35b0edcb005fa9e Verifying attestations

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This release

0.2.0 This release

Oct 12, 2026 21 release files

provena-audit 0.2.0

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Release files / provena_audit-0.2.0-cp314-cp314-macosx_11_0_x86_64.whl

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Release files / provena_audit-0.2.0-cp314-cp314-macosx_11_0_arm64.whl

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Release files / provena_audit-0.2.0-cp313-cp313-macosx_11_0_x86_64.whl