plato-tile-dedup

4-stage tile similarity — exact, keyword Jaccard, embedding cosine, structure.

Part of the PLATO framework — deterministic AI knowledge management through tile-based architecture.

Installation

pip install plato-tile-dedup

Usage

from plato_tile_dedup import TileDeduplicator

dedup = TileDeduplicator(threshold=0.85)

tiles = [
    {"id": "1", "content": "Pythagorean triples snap to exact coordinates"},
    {"id": "2", "content": "Pythagorean triples snap to exact coordinates"},  # duplicate
    {"id": "3", "content": "Constraint theory maps continuous vectors to discrete space"},
]

unique = dedup.dedup_batch(tiles)
print(len(unique))  # 2 (tile 2 removed as duplicate of tile 1)

4 Similarity Stages

Stage	Weight	Method
Exact	0.1	Content hash comparison
Keyword	0.3	Token-level Jaccard overlap
Embedding	0.5	Cosine similarity (requires embedding model)
Structure	0.1	Domain and question type matching

Zero external dependencies. Compatible with Python 3.8+.

GitHub

Metadata

Release files for plato-tile-dedup 0.1.0

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

Source distribution (sdist)

Source distribution for plato-tile-dedup 0.1.0
File	Size	Uploaded	Provenance	Actions
plato_tile_dedup-0.1.0.tar.gz	3.2 kB	Apr 20, 2026	Without provenance	Details for plato_tile_dedup-0.1.0.tar.gz

Built distribution (wheel)

Table of built distributions (wheels) for plato-tile-dedup 0.1.0
File	Interpreter	ABI	Platform	Actions Reset
plato_tile_dedup-0.1.0-py3-none-any.whl 3.7 kB Apr 20, 2026 Without provenance	Python 3	none	any	Details for plato_tile_dedup-0.1.0-py3-none-any.whl

Total release size: 6.8 kB

Release files / plato_tile_dedup-0.1.0.tar.gz

Download URL	plato_tile_dedup-0.1.0.tar.gz
Size	3.2 kB
Tags	Source
SHA-256 checksum How to use checksums	`1d36c2bb134e4d3c19460123e4eed0c9005907c7236d85e6acc29c977987b59b`
BLAKE2b-256 checksum How to use checksums	`3fcf95dd07f0725e8addd5d748fe68a48ee6759f609354fc80d33f11d4d9512b`
Upload date	Apr 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/6.2.0 CPython/3.10.12`

Release files / plato_tile_dedup-0.1.0-py3-none-any.whl

Download URL	plato_tile_dedup-0.1.0-py3-none-any.whl
Size	3.7 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`b5b69b145881b6dcd46642f7dc0545a2dfb9b02b803efaa678906a9e5d1e6ed4`
BLAKE2b-256 checksum How to use checksums	`02fa8a14674e06455ba1b957c82fc739a0c91e6f3e1d2035ecb00e1e8a7ad60e`
Upload date	Apr 20, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/6.2.0 CPython/3.10.12`

Security for plato-tile-dedup 0.1.0

Report project as malware

Provenance

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

No provenance found

None of the files in this release were uploaded with provenance metadata.

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release

0.1.0 This release

Apr 20, 2026 2 release files No provenance

plato-tile-dedup 0.1.0