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Releases: gorgarp/Recommender

v1.2.0

01 Feb 03:08
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Added:

  • ModalityFusionWithAttention: New module to fuse text, numerical, categorical, temporal, metadata, and graph features using attention.
  • EmbeddingPrecomputeWorker: Background worker for periodic precomputation and caching of item embeddings.

Changed:

  • Updated ContentEncoder and _compute_embedding in the RecommendationEngine to work with the new fused modality features (input dimension reduced to 256).
  • Adjusted model initialization, training routines, and optimizer settings to reflect the new architecture.
  • Added minor clarification on Plex URL

v1.1.0

24 Jan 00:53
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New Features:

  • Added Plex integration with toggle-able features:

    • Watch History import option
    • Ratings import option
  • Database Changes:

    • Added plex_metadata table for storing:
      • Plex ratings (1-10 scale)
      • Watch progress
      • Last updated timestamps
        Note: This does not break v1.0.0 databases

Simply check whatever box you want and hit the import button. It will take care of the rest. Re-import anytime you want to feed it new data.

v1.0.0

23 Jan 00:43
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First major release!

Please note, this is a breaking release. This means, if you have a prior database, it is not compatible.

Added

  • Database connection pooling and write locking mechanisms
  • Asynchronous API clients for TVDB and TMDB with retry logic
  • Metadata scanner with multi-source fallback strategy
  • Genre preference tracking and user feedback system
  • Advanced database indices for performance optimization
  • Connection pooling in APIClient with HTTP adapter configuration
  • TVDB artwork and translation fetching capabilities
  • TMDB list management features (create/update/delete lists)
  • Database statistics tracking and maintenance utilities
  • Theme support with dark mode styling
  • Thread-safe database operations with context managers

Changed

  • Refactored database layer to singleton pattern
  • Improved error handling in database operations
  • Enhanced TVDB series data fetching with extended metadata
  • Updated TMDB client to use async/await pattern
  • Modified scanner to use Plex GUIDs for ID extraction
  • Improved database schema with additional media attributes
  • Optimized SQL queries with proper indexing
  • Restructured network layer for better async support
  • Enhanced metadata processing with sanitization methods

Fixed

  • TVDB ID extraction from Plex GUIDs
  • Connection leak in async sessions
  • Race conditions in database write operations
  • Memory management in embedding cache
  • Session cleanup during application shutdown
  • Error handling in metadata fallback logic
  • Date parsing inconsistencies across sources
  • Concurrent access issues in scanner thread
  • Database lock acquisition timeouts

Removed

  • Redundant synchronous API methods
  • Duplicate media item checks before insertion
  • Unused legacy configuration parameters
  • Deprecated XML-based API endpoints
  • Redundant genre normalization code

Security

  • Added request signing for TMDB API calls
  • Implemented proper token invalidation
  • Secured database connections with WAL mode
  • Added input sanitization for SQL queries
  • Implemented rate limiting in API clients

0.4.1

17 Jan 01:38
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Bugfixes:

  • Build fix for compiled versions where NLTK data was getting stuck
  • Fixed mismatched positional
  • Fixed init order for db getting hung on blocked items
  • Added weight decay for missing optimization
  • Duplicate catch in method
  • Various cleanup and stability improvements

0.4.0

16 Jan 18:29
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New Features:

  • Added add to collection functionality
    • Movies tab now has an add to collection button that will add the item to a collection.
    • You can configure the name of the collection in the config tab.

Note: The collection will be created and added to, in the library the item resides in. Due to how Plex works, I can't get items to go cross libraries into a single collection. So if you have items from 12 libraries and add movies to collections for 100 items, you may end up with a collection in each library. Annoying, but to my knowledge, nothing I can do. If you only have 1 movie library, you can ignore this note :)

0.3.0

16 Jan 02:46
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New Features:

  • Added watchlist functionality
    • Movies and Shows tabs now have an add to watchlist button that will add the item to your watchlist (whichever account the Plex Token belongs to, multi-user support is on the list, but has some complexities)
    • The config tab has a clear watchlist button, which obviously clears your watchlist on Plex.

0.2.0

15 Jan 22:11
45d34a6
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New Features:

  • Added skip and block functions.
    • Skip prevents the item from being shown for 2 hours.
    • Block prevents the item from being shown again, unless you select reset block items, which resets all blocked item flags.
  • Created various functions to make sure that recommendations are shown without having to reset the program
  • Added help links to config tab for where to get API keys and Token

Bugs:

  • Raw JSON leakage in genre tags for shows
  • Mismatch on input shapes when graph calculations completed
  • Reset where rankings buttons were situated
  • Various performance and tweaks.

v0.1.0

15 Jan 02:26
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Initial compile and release. Please post issues if you run into any!