v0.5.5

New Features

• Add RestoreKVPress — learned, budget-matched restoration on top of KVzip using restore tokens and LoRA adapters, #259 by @higokri
• Add EntropyGatedChunkKVPress — entropy-aware chunk compression that rescues important tokens from spiky chunks, #263 by @ShaharBenIshay
• Add KVgradPress — gradient-based KV importance scoring built on KVzip replay, #279 by @joshua840

Bug Fixes

• Fix cache-position phase detection by adding a shared is_prefilling helper, #243 by @fallintoplace
• Harden checkpoint loading and unsafe deserialization paths, #260 by @SimJeg
• Fix PyramidKVPress budget underflow and division by zero, #266 by @AmirF194
• Fix silently ignored num_logits_to_keep in the pipeline and KVzipPress, #269 by @emecii
• Fix KVzap checkpoint loading with Transformers 5, #270 by @SimJeg
• Fix nested boxed-answer parsing, #271 by @alessiodevoto
• Harden evaluation against remote code execution, #272 by @SimJeg
• Prevent scorer presses from producing empty caches on short contexts and complete minimum-budget handling, #264 and #277 by @SuperMarioYL
• Fix random scoring device and dtype mismatches, #273 by @emecii
• Compute KnormPress scores in float32 to avoid low-precision ties, #280 by @jg-codes
• Fix fp16 attention patch overflow and DuoAttention QK normalization, #283 by @SimJeg

Documentation

• Warn about unsafe eval() usage in LooGLE evaluation, #248 by @fallintoplace
• Fix DecodingPress README examples, #249 by @fallintoplace
• Fix the KVzapPress source link, #255 by @latent-9