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8 Commits (0bdbf300ac347640e5b81dff2fa187bcfe05574c)

Author SHA1 Message Date
CalamitousFelicitousness 2f30e466e1 fix(caption): tagger batch only processes first uploaded file 
Align tagger batch file collection with the working VQA/OpenCLIP
pattern. The previous implementation used Path wrapping and resolve()
deduplication which broke multi-file uploads from the Gradio File
component. Now all four batch modes (VQA, OpenCLIP, WaifuDiffusion,
DeepBooru) use the same f.name file collection approach.
 2026-03-07 02:26:48 +00:00
Vladimir Mandic d65a2d1ebc ruff lint 2026-02-19 11:13:44 +01:00
Vladimir Mandic e5c494f999 cleanup logger 2026-02-19 11:09:13 +01:00
Vladimir Mandic a3074baf8b unified logger 2026-02-19 09:46:42 +01:00
Vladimir Mandic bfe014f5da modernize typing 2026-02-19 09:15:37 +01:00
CalamitousFelicitousness 139e331d80 style(caption): fix lint warnings across caption module 
- Rename shadowing import in waifudiffusion batch to avoid F823/E0606
- Fix import order in cli/api-caption.py (stdlib before third-party)
- Rename local variable shadowing function name in cli/api-caption.py
- Remove unnecessary global statement in devices.bypass_sdpa_hijacks
 2026-02-11 02:50:06 +00:00
CalamitousFelicitousness 443a73b740 refactor(caption): code review fixes for offload, inference, and maintainability 
Comprehensive review of modules/caption/ addressing memory management,
consistency, and code quality:

Inference correctness:
- Add devices.inference_context() to _qwen(), _smol(), _sa2() handlers
- Remove redundant @torch.no_grad() decorator from joycaption predict()
- Remove dead dtype=torch.bfloat16 kwarg from Florence loader

Memory management:
- Bound moondream3 image cache with LRU eviction (max 8 entries)
- Replace fragile id(image) cache keys with content-based md5 hash
- Add devices.torch_gc() after model loading in deepseek
- Move deepbooru model to CPU before dropping reference on unload
- Add external handler delegation to VQA.unload() (moondream3,
  joycaption, joytag, deepseek)
- Protect batch offload mutation with try/finally

Code deduplication:
- Extract strip_think_xml_tags() shared helper for Qwen/Gemma/SmolVLM
- Extract save_tags_to_file() into tagger.py from deepbooru and
  waifudiffusion

Documentation and clarity:
- Document deepseek global monkey-patches (LlamaFlashAttention2, attrdict)
- Document Florence task="task" as intentional design choice
- Add vendored-code comment to joytag.py
- Document openclip direct .to() usage vs sd_models.move_model
- Comment model.eval() calls that are required (trust_remote_code,
  custom loaders) vs removed where redundant (standard from_pretrained)

API robustness:
- Add HTTP 422 error response for VQA caption error strings in API
  endpoints (post_vqa, _dispatch_vlm)
 2026-02-11 02:48:11 +00:00
CalamitousFelicitousness 5183ebec58 refactor: rename interrogate module to caption 
Move all caption-related modules from modules/interrogate/ to modules/caption/
for better naming consistency:
- Rename deepbooru, deepseek, joycaption, joytag, moondream3, openclip, tagger,
  vqa, vqa_detection, waifudiffusion modules
- Add new caption.py dispatcher module
- Remove old interrogate.py (functionality moved to caption.py)
 2026-02-11 02:47:41 +00:00