🌟 Summary
The latest update in version 8.3.5 primarily improves image caching by making it more robust and efficient through disk space validation and write permissions checks.
📊 Key Changes
- ⚙️ Version updated from 8.3.4 to 8.3.5.
- 🛠️ New function for checking disk cache
check_cache_disk. - ⚠️ Caching process now includes checks for disk space and write permissions, providing improved warnings if issues are detected.
🎯 Purpose & Impact
- 🚀 Enhanced Reliability: By ensuring the system has adequate disk space and permissions before caching, it reduces the likelihood of failures, which allows for more stable training processes.
- 💾 Resource Efficiency: Users will experience smoother and more deterministic training runs when disk resources are managed correctly.
- 🔄 Deterministic Training: Provides options for using disk caching to maintain consistency during model training, given that the hardware resources meet the necessary prerequisites.
What's Changed
- Update Docs extra.js by @glenn-jocher in #16663
- Add combined model plot to Docs by @glenn-jocher in #16669
- Remove unused arguments in Ultralytics
heatmapsby @RizwanMunawar in #16667 - Add https://youtu.be/-JXwa-WlkU8 to docs by @RizwanMunawar in #16685
- Clarify
stream_bufferargument docs by @Y-T-G in #16686 - Fix
NEWlabeling for more consistency in docs by @jk4e in #16674 - Update MkDocs extra.js by @glenn-jocher in #16691
- Zero mAP warning on YAML val by @glenn-jocher in #16698
- Introduced
BaseSolutionclass for Ultralytics solutions by @RizwanMunawar in #16671 - Fix and add missing infos about available CLI
TASKcommands in docs and code comments by @jk4e in #16697 - Fix validator model=None by @glenn-jocher in #16699
- Update docker.yaml to notify on failure once by @glenn-jocher in #16700
- Fix UINT8 overflow for >255 segmentation masks by @rajeshtims in #16690
ultralytics 8.3.5addcache=diskspace and writable checks by @glenn-jocher in #16696
New Contributors
- @rajeshtims made their first contribution in #16690
Full Changelog: v8.3.4...v8.3.5