Protocol Buffers: Difference between revisions

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* '''Deserialization''': Interprets the binary-encoded metadata back into its structured form, allowing Seigr nodes to work with human-readable data.
* '''Deserialization''': Interprets the binary-encoded metadata back into its structured form, allowing Seigr nodes to work with human-readable data.


Seigr’s [[Special:MyLanguage/Seigr Metadata|Metadata Manager]] and [[Special:MyLanguage/Seigr Decoder|Decoder]] classes handle serialization and deserialization, maintaining protocol compliance and version integrity.
Seigr’s [[Special:MyLanguage/Seigr Metadata|Metadata Manager]] and [[Special:MyLanguage/SeigrDecoder|Decoder]] classes handle serialization and deserialization, maintaining protocol compliance and version integrity.


== Schema Evolution and Backward Compatibility ==
== Schema Evolution and Backward Compatibility ==

Revision as of 11:34, 5 November 2024

Protocol Buffers in Seigr Ecosystem

Protocol Buffers, or protobuf, is a language-neutral, platform-neutral, extensible method developed by Google for serializing structured data. Within Seigr’s architecture, Protocol Buffers play a critical role in ensuring the efficient, secure, and versioned management of .seigr metadata, enabling the Seigr ecosystem to handle complex, multidimensional data structures with minimal overhead.

Overview

Protocol Buffers provide an ideal data serialization framework for Seigr’s decentralized and scalable ecosystem. The structured format enables the encoding of hierarchical data structures while maintaining a lightweight footprint, essential for Seigr's decentralized architecture. Protocol Buffers also provide schema evolution capabilities, which allow Seigr files to be updated over time without losing compatibility with older versions.

Seigr uses Protocol Buffers to:

  • Define the metadata schema for each .seigr file and its segments.
  • Enable multidimensional, time-aware data capsules that can be interpreted and validated efficiently.
  • Facilitate seamless data versioning and backward compatibility, allowing the Seigr ecosystem to evolve without breaking existing capsules.

Protocol Buffers in .seigr Metadata

Seigr’s implementation of Protocol Buffers is integral to the Seigr Metadata schema, organizing data at both the file and segment levels. Key protobuf-defined structures include:

  • FileMetadata: Captures global attributes, such as version, creator ID, file hash, and file type, for the entire capsule.
  • SegmentMetadata: Defines segment-level properties, including segment index, hash values, spatial coordinates, and time-based identifiers.
  • AccessContext: Tracks data usage and access patterns, allowing Seigr to adapt replication strategies based on demand.
  • TemporalLayer: Manages time-stamped snapshots of each capsule, enabling rollback and historical verification.

Each of these structures is serialized into Protocol Buffers format within a .seigr file, allowing Seigr to leverage efficient, binary serialization without losing data consistency or traceability.

Advantages of Protocol Buffers

Protocol Buffers provide several critical advantages for Seigr’s .seigr file format:

  • Lightweight and Efficient: Protobuf is a binary format, making it more efficient than JSON or XML. This compact format is particularly useful for Seigr’s fixed-size capsules, where space efficiency is paramount.
  • Schema Evolution: Protocol Buffers allow fields to be added, renamed, or deprecated over time. Seigr leverages this feature to expand the metadata schema while maintaining backward compatibility with older .seigr files.
  • Cross-Language Compatibility: Seigr’s decentralized environment spans multiple systems and languages. Protobuf’s compatibility with many languages ensures metadata remains interpretable across the network.
  • Versioning: Seigr Protocol Buffers support versioning in both file-level and segment-level metadata, allowing different protocol versions to coexist within the Seigr ecosystem.

Metadata Schema in Protocol Buffers

Seigr's metadata schema is carefully structured in Protocol Buffers to define both file-level and segment-level metadata. Below is a high-level outline of Seigr's Protocol Buffers schema, which includes both essential metadata fields and adaptive fields for dynamic functionalities.

FileMetadata

The FileMetadata structure captures global information for each .seigr capsule. Key fields include:

  • version: Specifies the metadata schema version for backward compatibility.
  • creator_id: Unique identifier for the capsule's creator, supporting contributor accountability and traceability.
  • original_filename and original_extension: Records the original file name and extension, ensuring consistency during encoding and decoding.
  • file_hash: A unique hash of the entire file, generated by HyphaCrypt, supporting tamper detection and data integrity.
  • total_segments: Indicates the total number of segments in the capsule, helping ensure that each segment is reassembled in the correct order.

Example of FileMetadata in Protocol Buffers:

message FileMetadata {  
   string version = 1;  
   string creator_id = 2;  
   string original_filename = 3;  
   string original_extension = 4;  
   string file_hash = 5;  
   int32 total_segments = 6;  
   AccessContext access_context = 7;  
}

SegmentMetadata

Each capsule is divided into segments, with individual attributes defined in the SegmentMetadata structure. Fields in this structure facilitate multidimensional data indexing, adaptive retrieval, and integrity verification:

  • segment_index: Specifies the position of the segment in the capsule, allowing accurate reassembly.
  • segment_hash: A hash unique to the segment, providing a layer of data verification and network referencing.
  • timestamp: Creation timestamp in ISO format, which helps maintain historical data records.
  • primary_link and secondary_links: The primary link supports direct retrieval, while secondary links provide alternative paths for adaptive access and redundancy.
  • coordinate_index: A 3D spatial reference (x, y, z) used in Seigr’s four-dimensional indexing system.

Example of SegmentMetadata in Protocol Buffers:

message SegmentMetadata {  
   int32 segment_index = 1;  
   string segment_hash = 2;  
   string timestamp = 3;  
   string primary_link = 4;  
   repeated string secondary_links = 5;  
   CoordinateIndex coordinate_index = 6;  
}

TemporalLayer

The TemporalLayer structure maintains time-stamped snapshots of a capsule's state, essential for Seigr’s historical integrity and rollback functionalities. Temporal layers provide a versioned view of each segment over time, allowing capsules to adapt while maintaining consistency.

  • timestamp: Timestamp for the layer snapshot.
  • layer_hash: Hash of the entire layer, validating the snapshot’s integrity.
  • segments: A list of segment snapshots at the point of the layer’s creation, allowing reconstruction of the capsule’s state at that time.

Example of TemporalLayer in Protocol Buffers:

message TemporalLayer {  
   string timestamp = 1;  
   string layer_hash = 2;  
   repeated SegmentMetadata segments = 3;  

}

Protocol Buffer Files in Seigr

Seigr organizes its Protocol Buffer files to promote modularity and maintainability. Each core component has its own .proto file within the Seigr ecosystem:

  • seed_dot_seigr.proto: Defines the metadata structure for the Seigr seed files and includes cluster management fields.
  • lineage.proto: Manages the lineage of contributors and actions, enabling historical and ethical traceability.
  • seigr_file.proto: Defines the basic structure of a .seigr file, incorporating file-level metadata, segment metadata, and temporal layer data.
  • access_context.proto: Manages access-related metadata, including access logs and demand-based replication metrics.

Each .proto file is compiled into language-specific classes (e.g., Python) that are used across Seigr’s codebase. The modularity of .proto files ensures that updates to one component do not disrupt the entire ecosystem.

Serialization and Deserialization

Serialization and deserialization are essential processes in the Seigr ecosystem, as they convert Protocol Buffer objects into compact, binary formats that can be easily stored, transmitted, and decoded. These processes allow Seigr nodes to interpret .seigr files without ambiguity or additional processing overhead.

  • Serialization: Converts metadata into a compact, binary format, reducing storage overhead and improving transfer speeds across nodes.
  • Deserialization: Interprets the binary-encoded metadata back into its structured form, allowing Seigr nodes to work with human-readable data.

Seigr’s Metadata Manager and Decoder classes handle serialization and deserialization, maintaining protocol compliance and version integrity.

Schema Evolution and Backward Compatibility

Protocol Buffers enable Seigr to evolve its metadata schema while preserving backward compatibility with older .seigr files. This adaptability is crucial for a decentralized ecosystem, where capsules may operate under different protocol versions. Key strategies include:

  • Field Numbering: Each field in a .proto file is assigned a unique number, allowing new fields to be added without affecting existing fields.
  • Field Options: Fields can be marked as optional, repeated, or required, allowing the schema to adapt based on specific requirements.
  • Reserved Fields: Fields that are no longer used can be reserved, ensuring they are not repurposed accidentally, preserving integrity across versions.

Security and Data Integrity

Seigr utilizes Protocol Buffers in conjunction with HyphaCrypt to secure .seigr files. Each .seigr capsule’s metadata contains cryptographic hashes and lineage information, which Protocol Buffers serialize efficiently:

  • Hash Verification: Each segment and file hash is serialized within the Protocol Buffer schema, allowing nodes to verify data integrity before use.
  • Access Logs: Access Context metadata is serialized, allowing decentralized tracking of node access patterns and aiding in anomaly detection.
  • Tamper-Resistant Lineage: Protocol Buffers store lineage entries securely, making it difficult for unauthorized modifications to go undetected.

Conclusion

Protocol Buffers are a foundational technology within the Seigr ecosystem, enabling efficient, scalable, and secure management of .seigr metadata. By defining robust, adaptable schemas for file-level, segment-level, and temporal metadata, Protocol Buffers allow Seigr to support a decentralized, versioned, and ethical data protocol.

For further reading, explore: