unsloth/studio/backend/core/inference
Daniel Han cd270e2878
Studio: keep llama-server discovery from crashing on an access-denied candidate (#6268)
* Studio: keep llama-server discovery from crashing on an access-denied candidate

_find_llama_server_binary probed candidates with Path.is_file(), which raises
PermissionError (WinError 5) when a path exists but is momentarily inaccessible
(antivirus lock, an install replace in flight, an elevated-install ACL),
aborting model validation. Treat a denied-but-present path as the real binary
so discovery returns it; absent paths still skip.

* Retry a transiently locked binary instead of returning a denied path

Returning a still-denied path only moved the PermissionError to the next
is_file() (probe_server_capabilities). Retry briefly so a transient lock
clears and discovery returns an accessible path; on a persistent lock return
nothing rather than a path downstream cannot stat.

* Studio: do not fall back to another llama-server when a pinned one is locked

A denied LLAMA_SERVER_PATH made discovery skip the explicit pin and run a
lower-priority managed or PATH binary, so a load could silently use a stale or
incompatible server. Split the probe into a file/absent/denied status: when the
pinned path exists but stays access-denied, warn and stop rather than falling
back to a different executable.

* Studio: never downgrade past a denied pinned or managed llama-server

Extend the no-fallback rule beyond LLAMA_SERVER_PATH: a present-but-denied
UNSLOTH_LLAMA_CPP_PATH or managed ($STUDIO_HOME/llama.cpp, ~/.unsloth/llama.cpp)
binary now reports temporarily-unavailable instead of silently launching a
lower-priority legacy or PATH server. Shared _scan_pinned/_unavailable helpers;
legacy in-tree and PATH stay genuine fallbacks (a denied candidate there just
continues).

* Studio: let diffusion asset lookup use a locked llama-server path for its dir

DiffusionGemma does not run llama-server; _find_diffusion_assets only needs the
install dir to find the adjacent llama-diffusion-gemma-visual-server. The
no-fallback rule returning None on a transiently locked llama-server therefore
hid an available visual-server and raised 'runner not found'. Add an
include_denied option so diffusion lookup gets the locked path (its dir is all
it needs), while inference keeps the no-denied-path, no-downgrade behavior.

* Studio: report a locked llama-server as temporarily unavailable, not missing

When the pinned/managed binary stays access-denied through the retries, discovery
returns None and load_model raised 'binary not found', a terminal error that
points users at reinstalling rather than retrying a transient AV/install lock.
Reuse include_denied to detect the locked path and raise a distinct
temporarily-unavailable, retry message instead.

* Studio: GGUF preflight treats a locked llama-server as present

The pre-download preflight (and so /api/inference/validate) used the default
discovery, which returns None for a transiently access-denied binary, so it
raised 'binary not found' for a binary that merely needs the lock to clear. Use
include_denied so the existence check counts a locked binary as present; the
load itself still reports a still-locked binary as temporarily unavailable.
2026-06-12 11:20:07 -07:00
..
__init__.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
_html_to_md.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
anthropic_compat.py Studio: improve OpenAI- and Anthropic-compatible API spec compliance (#6010) 2026-06-09 17:13:25 +02:00
audio_codecs.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
chat_template_helpers.py Studio: make code comments and docstrings more succinct (#6029) 2026-06-08 23:07:28 -07:00
chat_templates.py Studio: bundle Gemma 4 chat templates (E2B/E4B + larger) and auto-apply to unsloth/gemma-4-*-GGUF (#6245) 2026-06-12 05:49:39 -07:00
defaults.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
external_provider.py Studio: ignore unsupported env proxy during Studio startup (#6102) 2026-06-11 05:13:27 -07:00
inference.py Expose runtime context length for hub models (#6154) 2026-06-11 22:13:53 +03:00
key_exchange.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
llama_cpp.py Studio: keep llama-server discovery from crashing on an access-denied candidate (#6268) 2026-06-12 11:20:07 -07:00
llama_server_args.py Studio: Add Tensor-Parallel llama.cpp support (#6040) 2026-06-12 04:00:52 -07:00
mcp_client.py Studio: cache MCP tool discovery instead of re-probing every chat send (#5828) 2026-06-12 14:18:06 +01:00
mcp_config_import.py studio: show MCP "Import config" on the add-server form (#6030) 2026-06-11 16:17:22 +01:00
mlx_inference.py Expose runtime context length for hub models (#6154) 2026-06-11 22:13:53 +03:00
orchestrator.py Studio: Add inline confirmation (Allow/Always allow/Deny) for tool calls (#5869) 2026-06-12 10:55:26 +02:00
pricing.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
providers.py Studio: Add custom provider option to Connections (#6112) 2026-06-12 13:09:35 +02:00
runtime_context.py Expose runtime context length for hub models (#6154) 2026-06-11 22:13:53 +03:00
safetensors_agentic.py Studio: Add inline confirmation (Allow/Always allow/Deny) for tool calls (#5869) 2026-06-12 10:55:26 +02:00
tensor_fallback.py Studio: Add Tensor-Parallel llama.cpp support (#6040) 2026-06-12 04:00:52 -07:00
tool_call_parser.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
tool_loop_controller.py Studio: clean-room compact RAG (knowledge bases, hybrid search, fast indexing) (#5910) 2026-06-09 21:17:04 -07:00
tools.py Studio: project sources backed by RAG (#6205) 2026-06-12 15:42:51 +02:00
worker.py Expose runtime context length for hub models (#6154) 2026-06-11 22:13:53 +03:00