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Hardcore Project for Internships
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Module 9
Durability and Serialization
1
HNSW Graph and Vector Serialization Format Design
Design a binary serialization format to save the HNSW graph and vector data to a single file.
2
Serializing Graph State to Memory-Mapped Files
Implement a function to serialize the in-memory graph state to a memory-mapped file.
3
Deserializing Graphs from Files
Implement a function to load a serialized graph from a file back into memory, reconstructing the data structures.
4
Implementing a Write-Ahead Log (WAL)
Design and implement a Write-Ahead Log (WAL) to record operations like vector insertions before they are committed to the main graph structure.
5
WAL Recovery on Startup
Implement a recovery routine that replays the WAL upon startup to restore the database to a consistent state after a simulated crash.
6
Data Integrity Testing After Recovery
Write a test to verify the integrity of the restored data after a crash and recovery cycle.
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Concurrent Graph Operations
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API Design and Packaging