unsloth/studio/backend/core/inference
Daniel Han-Chen 04bd9b2da5 Fix/adjust diffusion: round 21 P1+P2 batch for PR #5754
P1 #1 + #2: ``LoadRequest._no_embedded_hf_tokens`` and
``ValidateModelRequest._no_embedded_hf_tokens`` now cover
``gguf_variant`` in addition to ``model_path``. A caller could
pass a variant like ``Q4_K_M-hf_xxxxxxxx`` that flowed into
structured log sinks via the GGUF resolver path; the matching
``DiffusionLoadRequest`` validator already covered every string
field, so this restores parity.

P1 #3: ``/api/inference/unload`` now also matches the llama
``loading_model_identifier`` when picking the GGUF branch. A
pending GGUF download (``is_active`` still False,
``loading_model_identifier`` populated) used to fall through to
the safetensors branch and respond ``status="unloaded"`` while
llama-server kept downloading.

P1 #4 + #5: the final safetensors-handoff sweeps (route-level
``_release_safetensors_chat_for`` and backend
``_release_chat_backend_for_diffusion``) now check ``active_model_name``
and ``loading_models`` WITHOUT the initial ``owned_names`` filter.
A concurrent ``/load`` that landed AFTER the snapshot was
previously ignored, so a chat model that began loading during the
unload window let training / export / GGUF chat / diffusion start
anyway and race the new chat for VRAM.

P2 #6: added ``_preflight_diffusers_subfolder_config`` and
invoked it for GGUF loads with a transformer class
(``effective_base``, ``"transformer"``). A custom base companion
that had ``model_index.json`` but lacked
``transformer/config.json`` previously passed the round 19
preflight, unloaded chat, then failed inside
``from_single_file``.

P2 #7: ``_scrub_validation_obj`` in main.py also scrubs string
dict KEYS. Pydantic ``string_type`` errors surface ``input``
verbatim, and a malformed payload like
``{"repo_id": {"hf_xxxxx": "owner/repo"}}`` would otherwise leak
the token through the 422 response body.

All 85 diffusion-relevant + 35 model-validation tests pass
locally. Existing fakes for ``hf_hub_download`` updated to
accept the new ``subfolder=`` kwarg the round 21 preflight uses.

(P1 #3 cross-workload GPU handoff lock from round 20 is still
deferred; round 21's P1 #4 / #5 raised the sweep-level guarantee,
which closes the most common race without the deadlock risk of
holding a process-wide lock across the entire load.)
2026-05-25 10:32:43 +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 21 P1+P2 batch for PR #5754 2026-05-25 10:32:43 +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 Fix/adjust diffusion: round 15 P1+P2+P3 batch for PR #5754 2026-05-25 07:00:29 +00:00
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