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Copilot AI commented Aug 29, 2025

This PR implements the markov functionality from PR #36 and addresses the model file corruption concerns mentioned in the issue.

Changes Made

Markov Functionality Restored

  • Added !hydrate command: Provides wellness reminder message from the original PR
  • Verified existing functionality: Most markov features from PR Markov #36 were already implemented in main:
    • !advice command uses Markov chain text generation ✓
    • !np command and current_show API function ✓
    • Markov training on unrecognized commands ✓
    • Markov dependency in mix.exs ✓

Model Corruption Protection System

Created a comprehensive backup system to prevent model file corruption:

  • Fruitbot.MarkovBackup module: Handles all backup operations with automatic error recovery
  • Automatic backups: Created before every model load/save operation
  • Periodic backups: Scheduled every 30 minutes via worker process
  • Backup rotation: Maintains last 10 backups, automatically cleans up older ones
  • Error recovery: Automatically restores from backup if model operations fail
  • Manual restore: Added !restore-model command for manual recovery

Implementation Details

Protected Model Operations:

# Before: Direct model access
{:ok, model} = Markov.load("./coach_model", ...)

# After: Protected with backup/recovery
Fruitbot.MarkovBackup.safe_model_operation(fn ->
  {:ok, model} = Markov.load("./coach_model", ...)
  # ... model operations
end)

Backup Storage:

  • Backups stored in ./model_backups/ directory
  • Timestamped filenames: coach_model_<unix_timestamp>
  • Added to .gitignore to prevent committing large model files

Error Handling:

  • Comprehensive logging of backup operations
  • Automatic restoration on model corruption
  • Graceful degradation if backups fail

Files Changed

  • lib/fruitbot/commands.ex - Added hydrate command and backup protection
  • lib/fruitbot/worker.ex - Added periodic backups and protected training
  • lib/fruitbot/markov_backup.ex - New backup system module
  • .gitignore - Exclude model files from repository
  • MARKOV_BACKUP.md - Documentation for backup system

This implementation ensures the bot's markov functionality is both restored and protected against the corruption issues that were a concern with the original PR.


💡 You can make Copilot smarter by setting up custom instructions, customizing its development environment and configuring Model Context Protocol (MCP) servers. Learn more Copilot coding agent tips in the docs.

Copilot AI and others added 3 commits August 29, 2025 16:54
Co-authored-by: mcfiredrill <66243+mcfiredrill@users.noreply.github.com>
Co-authored-by: mcfiredrill <66243+mcfiredrill@users.noreply.github.com>
Co-authored-by: mcfiredrill <66243+mcfiredrill@users.noreply.github.com>
Copilot AI changed the title [WIP] add markov functionality from this PR back to the main branch. @datafruits/fruitbot/pull/36 we also need to think of a way to keep the model file from getting corrupted. periodic backups ? a different storage ? (db?) open to any ideas. Add markov functionality from PR #36 with model corruption protection Aug 29, 2025
Copilot AI requested a review from mcfiredrill August 29, 2025 16:59
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2 participants