unsloth/studio/backend/core/inference
Daniel Han-Chen 1193c8144a Fix/adjust diffusion: round 9 shared release helpers + export-active guard for PR #5754
Round 9 reviewer flagged a pile of handoff asymmetries: every
GPU-owning lifecycle change (training, export, chat, images) needed
its own bespoke unload sequence and they had drifted out of sync.
Some skipped llama-server is_active; some missed safetensors
loading_models; export and training did not check is_export_active.

Backend handoff (P1)
  * routes/inference.py: new _release_chat_for / _release_export_for
    helpers. Both treat llama-server as held when is_loaded OR
    is_active, safetensors as held when active_model_name OR
    loading_models is non-empty, and export as held when
    current_checkpoint OR is_export_active. Both helpers run their
    unloads in worker threads so async routes do not block the
    event loop.
  * routes/training.py: replaces its bespoke inline llama / safe /
    export unload sequence with await _release_chat_for / _release_
    export_for.
  * routes/export.py: same swap for the chat unload chain (export
    still does NOT call _release_export_for on itself).
  * routes/inference.py GGUF + standard chat-load paths: now use
    _release_export_for to drop a settled export, and the standard
    path's llama unload now also handles is_active=True (round 9
    review #8).

Backend reject-on-active export (P1 #5)
  * routes/inference.py: new _raise_if_export_active. Symmetric
    with _raise_if_training_active: a long-running export is
    refused with HTTP 409 instead of being silently killed when
    /images/load or /load arrives. Diffusion / images load and
    both chat-load paths call it.
  * core/inference/diffusion.py _release_other_gpu_owners_for_
    diffusion: no longer tears down an in-flight export job. Only
    drops a SETTLED export checkpoint (current_checkpoint
    populated, is_export_active False). Round 9 review #5 -- the
    previous behavior could terminate an in-flight export and
    leave a partial output artifact.

Token leak via logger.exception (P1 #6)
  * core/inference/diffusion.py: load-failure logging now uses
    logger.error(..., exc_msg) with the already-scrubbed string
    and exc_info=False. logger.exception() with the raw Exception
    would expose any hf_... token that diffusers / huggingface_hub
    embedded in the message or traceback locals, defeating the
    earlier in-flight scrub.

Dependency pinning (P1 #11)
  * pyproject.toml: huggingfacenotorch optional extra now pins
    diffusers>=0.37.0. Previously the floor was only set in
    studio/backend/requirements/no-torch-runtime.txt, so a normal
    pip install would resolve diffusers 0.36.0 (no
    Flux2KleinPipeline) and the default curated FLUX.2 klein
    Images model would fail at runtime.

Cache-delete exact match (P1 #14)
  * routes/models.py /delete-cached: llama.cpp and safetensors
    guards now match on exact repo-id (case-insensitive) instead
    of prefix. Diffusion guard already does this; the chat guards
    were the remaining surface where loading org/model-v2
    blocked deleting org/model.
2026-05-25 03:20:59 +00:00
..
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
_html_to_md.py fix: studio web search SSL failures and empty page content (#4754) 2026-04-01 06:12:02 -07:00
anthropic_compat.py Studio: Claude Code Anthropic API tool compatibility (#5390) 2026-05-21 16:45:05 +04:00
audio_codecs.py Add native GGUF intake to Studio (#5246) 2026-05-04 11:46:18 +02:00
chat_template_helpers.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
defaults.py studio: engage draft-mtp on vision MTP GGUFs (drop incorrect vision gate) (#5560) 2026-05-18 08:42:55 -07:00
diffusion.py Fix/adjust diffusion: round 9 shared release helpers + export-active guard for PR #5754 2026-05-25 03:20:59 +00:00
external_provider.py Studio: PDF / document attachments for Anthropic + OpenAI (#5689) 2026-05-22 06:22:57 -07:00
inference.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
key_exchange.py studio: API external provider support for chat (OpenAI, Mistral, Gemini, Cohere, Anthropic, OpenRouter, DeepSeek, custom providers) (#4706) 2026-05-14 16:13:59 +04:00
llama_cpp.py studio: settle GPU VRAM after killing llama-server before the next reload (#5693) 2026-05-22 05:50:39 -07:00
llama_server_args.py studio: add --spec-draft-n-max toggle for MTP speculative decoding (#5582) 2026-05-19 06:17:04 -07:00
mlx_inference.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
orchestrator.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
pricing.py Studio: per-session cost calculator + /api/providers/pricing endpoint (#5690) 2026-05-22 06:03:43 -07:00
providers.py Studio: expand Connections model picker for local inference server (#5643) 2026-05-20 15:06:06 +04:00
safetensors_agentic.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00
tool_call_parser.py Revert "studio: tool calling for Llama-3, Mistral, Gemma 4 on safetensors + MLX (#5615)" (#5619) 2026-05-19 07:26:39 -07:00
tools.py studio: tighten sandbox blocklist precision (bash, hf upload, NOFILE) (#5487) 2026-05-18 00:01:17 -07:00
worker.py Studio: tools, thinking blocks, code execution and web search for safetensors (#5520) 2026-05-19 06:30:17 -07:00