unsloth/studio/backend/utils/datasets
Daniel Han-Chen 6c528fb013 Fix/adjust diffusion: round 27 P1 + P2 batch for PR #5754
Round 27 findings (Opus parallel concurrency + frontend reviews).

Backend P1 fixes:

1. utils/datasets/llm_assist.py: the round 26 helper/advisor active
   registry used a plain set, so two concurrent helper / advisor
   loads of the same DEFAULT_HELPER_MODEL_REPO would both
   set.add() (no-op the second time) and then the first finally
   set.discard() would underflow the registration while the second
   call was still mmap'ing the GGUF. Switch to a Counter with
   proper refcount increment/decrement so the repo stays registered
   until the last user releases it.

2. routes/inference.py _release_chat_for and
   core/inference/diffusion.py _release_chat_backend_for_diffusion:
   helper/advisor GGUF runs on a PRIVATE LlamaCppBackend (round 26
   P1 #1), so the global llama checks below could not see them.
   A user-driven /training/start, /export/load-checkpoint, or
   /images/load would skip the unload and allocate FLUX VRAM on top
   of the helper's resident weights, OOMing on 16-24 GB consumer
   GPUs. Both release paths now consult helper_advisor_busy() and
   fail 503 (or RuntimeError for the in-backend path) so the user
   retries instead of double-owning VRAM.

Frontend P2 fixes:

3. studio/frontend/src/features/images/images-page.tsx: handleUnload
   now calls refreshStatus() in the catch path so a partial unload
   (503 from the backend) does not leave the UI showing a stale
   "Loaded:" label. Matches the handleLoad pattern.

4. images-page.tsx: when status.is_loading is true, auto-poll
   refreshStatus every 2 s so the user sees real progress instead
   of a frozen "Loading..." label until they manually click Refresh.

5. images-page.tsx: aria-label="Inference steps" / "Guidance scale"
   on the two sliders so screen readers can announce them.

6. images-page.tsx: defensive (r.guidance_scale ?? 0).toFixed(1)
   in the results caption so a future backend that serialises
   NaN/None for guidance does not throw at render.

Tests: 105 targeted (diffusion + cached_gguf + inference_validation)
and 1768 broader backend tests pass locally. Frontend
`npm run typecheck` passes.
2026-05-25 13:39:40 +00:00
..
__init__.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
chat_templates.py MLX training support for Studio on Apple Silicon (#5340) 2026-05-14 05:24:20 -07:00
data_collators.py fix: install.sh Mac Intel compatibility + Studio no-torch support (#4624) 2026-03-27 02:09:21 -07:00
dataset_utils.py feat(studio): add Continued Pretraining (CPT) as a training method (#4677) 2026-05-06 13:38:35 +04:00
format_conversion.py fix(studio): avoid UnicodeEncodeError on Windows cp1252 consoles (#4699) 2026-03-30 06:40:47 -07:00
format_detection.py Final cleanup 2026-03-12 18:28:04 +00:00
llm_assist.py Fix/adjust diffusion: round 27 P1 + P2 batch for PR #5754 2026-05-25 13:39:40 +00:00
model_mappings.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
raw_text.py feat(studio): add Continued Pretraining (CPT) as a training method (#4677) 2026-05-06 13:38:35 +04:00
vlm_processing.py Final cleanup 2026-03-12 18:28:04 +00:00