apache / apache/parquet-java

[C++] Data set integrity tool

Abierto
#2,251 2 comentarios 0 reacciones 0 asignados Ver en GitHub
Component: C++ Component: Java Component: Parquet Priority: Major Type: enhancement
Lenguaje dominante
Java
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3.1k
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3 d 12 h
PR fusionados (30 d)
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Descripción

Parquet encryption protects integrity of individual files. However, data sets (such as tables) are often written as a collection of files, say

"/path/to/dataset"/part0.parquet.encrypted

..

"/path/to/dataset"/partN.parquet.encrypted

 

In an untrusted storage, removal of one or more files will go unnoticed. Replacement of one file contents with another will go unnoticed, unless a user has provided unique AAD prefixes for each file.

 

The data set integrity tool solves these problems. While it doesn't necessarily belong in Parquet functionality (that is focused on individual files (?)) - it will assist higher level frameworks that use Parquet, to cryptographically protect integrity of data sets comprised of multiple files.

The use of this tool is not obligatory, as frameworks can use other means to verify table (file collection) integrity.

 

The tool works by creating a small file, that can be stored as say

"/path/to/dataset"/.dataset.signature

 

that contains the dataset unique name (URI) and the number of files. It can also contain an explicit list of file names (with or without full path). The file contents is either encrypted with AES-GCM  (authenticated, encrypted) - or hashed and signed (authenticated, plaintext). 

 

On the writer side, the tools creates AAD prefixes for every data file, and creates the signature file itself. The input is the dataset URI, N and the encryption/signature key; plus (optionally) the list of file names (with or without full path).

 

On the reader side, the tool parses and verifies the signature file, and provides the framework with the verified dataset name, number of files that must be accounted for, and the AAD prefix for each file;  plus (optionally) the list of file names (with or without full path). The input is the expected dataset URI and the encryption/signature key.

 

 

 

**Reporter**: [Gidon Gershinsky](https://issues.apache.org/jira/secure/ViewProfile.jspa?name=gershinsky) / @ggershinsky
**Assignee**: [Gidon Gershinsky](https://issues.apache.org/jira/secure/ViewProfile.jspa?name=gershinsky) / @ggershinsky
#### Related issues:
- [Parquet modular encryption](https://github.com/apache/parquet-java/issues/2110) (depends upon)

**Note**: *This issue was originally created as [PARQUET-1457](https://issues.apache.org/jira/browse/PARQUET-1457). Please see the [migration documentation](https://issues.apache.org/jira/browse/PARQUET-2502) for further details.*

Guía de contribución

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Línea de trabajo

No se nombra ningún archivo fuente, prueba ni punto de entrada de la implementación. Empieza revisando el issue relacionado de cifrado modular de Parquet y determina dónde debe ubicarse una herramienta a nivel de dataset. El trabajo terminado debe incluir un diseño definido de writer y reader que cubra la URI del dataset, el número o la lista de archivos, la autenticación y los prefijos AAD por archivo.

Escrito por el modelo de indexación a partir del texto del issue.

Evaluación

Stack tecnológico
cpp
Área
cryptography, data-engineering
Tipo de issue
Nueva funcionalidad
Dificultad
5/5
Tiempo estimado
Más de una semana
Estado de actividad
Estancado
Claridad
Necesita aclaración
Aptitud para principiantes
20/100

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