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98 commits

Author SHA1 Message Date
Souravrajvi0
7917c7828c
Installer: opt-in Vulkan llama.cpp backend (and fallback when no AMD card is HIP-supported) (#7373)
* feat(install): opt-in Vulkan llama.cpp backend and HIP gfx fallback (#7357)

Add UNSLOTH_LLAMA_BACKEND=vulkan and --llama-backend vulkan to force the
upstream Vulkan prebuilt on any host, persist llama_backend in the install
marker, and re-assert it during Studio updates.

On Windows AMD, auto-fallback to Vulkan when no detected gfx arch is in the
upstream win-hip-radeon GPU_TARGETS set (e.g. gfx803 / RX 480). Mixed setups
where at least one card is HIP-supported still default to HIP unless opted in.

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* fix(install): address Codex P2s on Vulkan gfx routing (#7357)

Honor ROCm family tokens (gfx110X), include fork-supported gfx1103, require
a known active gfx before auto-Vulkan, and base the HIP floor check on the
visible-device target instead of every physical GPU in hipinfo.

* Address Codex review: env namespace, physical-NVIDIA guard, test kwarg

- llama_backend_from_env: stop reading UNSLOTH_LLAMA_CPP_BACKEND. That is a
  separate pre-existing setup variable meaning auto/cpu; setup.sh/setup.ps1
  warn and ignore other values, so reading it here forced Vulkan behind that
  warning. Vulkan opt-in stays on UNSLOTH_LLAMA_BACKEND / UNSLOTH_FORCE_VULKAN.
- _should_auto_vulkan_for_amd_windows: gate on not has_physical_nvidia (not
  merely has_usable_nvidia). A CUDA-masked NVIDIA card keeps has_physical_nvidia
  while has_usable_nvidia goes False; Vulkan ignores CUDA_VISIBLE_DEVICES and
  could enumerate the reserved card. Mirrors the Intel auto path. Explicit
  opt-in still overrides.
- test fakes: validate_prebuilt_attempts/validate_prebuilt_choice gained a
  llama_backend kwarg; the four fake signatures in the fallback tests now
  accept it, clearing the TypeError that reddened Backend CI / Repo tests (CPU).

Tests: UNSLOTH_LLAMA_CPP_BACKEND=vulkan no longer triggers Vulkan; hidden
physical NVIDIA suppresses AMD auto-Vulkan while explicit opt-in overrides.

* Keep gfx1034 on the ROCm path (fork gfx103X bundle covers it)

The WINDOWS_HIP_PREBUILT_GFX_TARGETS allow-list omitted gfx1034, so
_route_to_vulkan_prebuilt downgraded RX 6500/6400-class hosts to the upstream
Vulkan prebuilt before published_rocm_choice_for_host could match the fork
windows-rocm gfx103X bundle (whose members include gfx1034). Add gfx1034 to the
allow-list and a regression test asserting it stays on the fork ROCm asset.

* Fix auto-Vulkan stealing fork windows-rocm gfx908/gfx90a hosts for PR #7373

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* Fix Vulkan marker claiming a backend that was never installed for PR #7373

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* Tighten the Vulkan backend routing comments for PR #7373

* Keep the visible-device-aware gfx when setup forwards --rocm-gfx

setup.ps1 resolves the gfx arch from its own probe, and that pick is not
fully visible-device aware: neither the hipinfo nor the amd-smi branch
reads CUDA_VISIBLE_DEVICES, and the amd-smi branch matches a bare integer
only, so a comma-separated HIP/ROCR mask such as 1,0 also falls back to
GPU 0. The resulting arch was then forwarded through --rocm-gfx and
replaced the arch detect_host() had already resolved for the
runtime-visible GPU.

On a mixed-AMD Windows host that flipped the auto-Vulkan decision: with
GPU 0 gfx1100 and a masked-in gfx1010, the forward reinstated gfx1100,
_should_auto_vulkan_for_amd_windows() saw a HIP-supported arch and the
HIP bundle was installed for a GPU that cannot run it.

Fold the forward in as a fill rather than a replacement: it still supplies
the arch on amd-smi-only, driver-only and name-inferred hosts where the
probe reports none, which is what --rocm-gfx exists for, but no longer
overwrites a successfully detected active arch. An explicit
UNSLOTH_ROCM_GFX_ARCH stays authoritative, since it is the documented
manual override for hosts whose arch the probes get wrong.

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* Scope the Windows AMD Vulkan fallback per device and per repo

Three follow-ups on the auto-Vulkan routing for #7357.

Keep an explicit --rocm-gfx authoritative. The previous round stopped a
forwarded gfx from replacing an arch detect_host() had already resolved,
but --rocm-gfx is also the documented operator override for hosts whose
probe is wrong or stale, and both arrive as the same argv. Narrow the
advisory case to the two shapes setup can actually be describing: an arch
the probe saw on this host (setup picked a different physical GPU of the
same box), or a family label such as gfx110X, which is a bundle name the
update path derives from the marker asset rather than a real GPU arch.
Any other value is an override for an arch no probe reported and stays
authoritative. Keeping family labels advisory also preserves the rule that
an in-generation-but-unbuilt arch (gfx1033) is never upgraded into the
gfx103X bundle.

Do not auto-route to Vulkan from a HIP-only device mask. HIP_VISIBLE_DEVICES,
ROCR_VISIBLE_DEVICES and CUDA_VISIBLE_DEVICES select the active arch, but the
Vulkan runtime honours none of them: it enumerates through
GGML_VK_VISIBLE_DEVICES and Vulkan ordinals in
LlamaCppBackend._get_gpu_free_memory_vulkan. Masking down to a below-floor
card therefore used to install a backend that could still enumerate the
HIP-capable card the user deliberately hid, possibly one reserved for another
workload. Require every physical AMD gfx to be below the floor, matching the
has_physical_nvidia gate right above it. So the per-GPU list survives to that
check, a forward that agrees with the probe no longer collapses
rocm_gfx_targets to a single entry.

Make the HIP support predicate repository-specific. The floor constant is a
union of ggml-org's windows-hip gpu_targets and the fork's windows-rocm
bundles, so it only answers "is this arch served" for the fork. With
--published-repo ggml-org/llama.cpp, direct_upstream_release_plan() offers
win-hip-radeon then CPU and never Vulkan, so the four fork-only archs
(gfx908, gfx90a, gfx1034, gfx1103) were declared supported and fell through
to CPU instead of the Vulkan bundle that would actually run. Add
UPSTREAM_WINDOWS_HIP_GFX_TARGETS and select the set from the planned repo.

* Keep probe-confirmed AMD GPUs in the physical list when a gfx is forwarded

rocm_gfx_targets is the physical inventory _should_auto_vulkan_for_amd_windows()
reads, so a forwarded --rocm-gfx that the probe never reported was deleting cards
the probe had confirmed. On a mixed Windows AMD box whose active device is masked
down to a below-floor card, a stale UNSLOTH_ROCM_GFX_ARCH or a name-inferred arch
for the other GPU collapsed the list to that one arch, the floor check concluded no
AMD GPU on the host reaches the Windows HIP prebuilt, and the install auto-fell back
to Vulkan, which honours no HIP mask and would enumerate the reserved HIP-capable
card. Add the forwarded arch to the list instead of replacing it: it selects the HIP
target, it does not redefine what hardware is present.

An empty probe still yields a single-entry list, so the driver-only Windows AMD host
the forward exists for keeps its automatic Vulkan fallback, and an explicit
--llama-backend vulkan is unaffected.

* Do not auto-fall back to Vulkan when a HIP device mask filtered the probe

hipinfo is itself a HIP application, and AMD documents HIP_VISIBLE_DEVICES as
"only devices whose index is present in the sequence are visible to HIP", with
that spelling recommended on Windows. Under a mask the Windows probe therefore
enumerates the visible devices, so rocm_gfx_targets is what survived the mask
rather than the physical inventory the auto-Vulkan floor check assumes. A
masked-out gfx1100 next to a visible gfx803 made the check conclude that no AMD
GPU on the box reaches the Windows HIP prebuilt and route the install to Vulkan,
which honours none of these masks and would enumerate the reserved card.

Decline to guess when a mask is set: the physical inventory is unknowable from a
masked probe, so keep the HIP / fork / source path. This only ever turns the
automatic fallback off, never on. The driver-only single-GPU host the fallback
exists for sets no mask, an all-hiding "" / -1 mask is still handled as no active
target rather than a partial view, and an explicit --llama-backend vulkan or
UNSLOTH_LLAMA_BACKEND=vulkan is unaffected.

Reading the physical inventory through an unmasked re-probe would also correct
_pick_rocm_gfx_target, which indexes the token list by the mask value and so
already assumes an unmasked probe. That is pre-existing behaviour on main and is
left alone here.

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* Treat an all-hiding HIP device mask as suppressing the Vulkan fallback too

The mask guard exempted an empty or -1 value on the grounds that the probe reports
no active target under it, but that only holds for the probe: a forwarded
--rocm-gfx still reconstructs an active arch, and setup infers that arch from the
display-adapter name, which no HIP mask touches. A user who hid every AMD GPU from
HIP could therefore still be auto-routed to Vulkan, which honours none of these
masks and would then use all of them. That is the strongest form of the hazard the
guard exists for, not an exemption from it.

Presence of any of the three variables is now the whole test, which also removes
the value parsing. An explicit --llama-backend vulkan or UNSLOTH_LLAMA_BACKEND is
still unaffected.

* Grant the fork-only Windows HIP coverage to the fork, not to every mirror

The floor set is a union of the fork's windows-rocm bundles and only the fork is
planned from its manifest: resolve_simple_install_release_plans() compares
== DEFAULT_PUBLISHED_REPO and sends every other --published-repo through
direct_upstream_release_plan(), whose AMD branch offers win-hip-radeon then CPU
and never Vulkan. Exempting only the exact ggml-org spelling therefore told a
mirror carrying upstream-standard assets that fork-only archs such as gfx1034,
gfx1103 and gfx908 were HIP-served, landing them on HIP or CPU instead of the
Vulkan bundle that would actually run. Gate on the fork instead.

Matching the dispatch exactly, spelling included, also fixes a differently cased
repo: that really does take the upstream path, so it must be answered with
upstream coverage rather than the fork superset. An empty repo still defaults to
the fork, as the resolver does.

* Derive the Windows HIP gfx floor guard from the published manifest

The guard compared WINDOWS_HIP_PREBUILT_GFX_TARGETS against a second hardcoded
tuple in the same test file, so a windows-rocm arch newly published by the fork
passed both. Affected hosts would then be routed off the hash-approved fork ROCm
bundle onto an unhashed upstream Vulkan build with nothing failing.

Read the fork's llama-prebuilt-manifest.json through the installer's own
resolver instead, and assert the floor, the family labels, and the routing
tuple all still cover what it publishes. The manifest ships only as a release
asset, so an unreachable release skips with an explicit reason rather than
flaking. Both literals match the manifest as published today.

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* Compress the Vulkan backend routing comments and docstrings for PR #7373

* Correct the family-label rationale in the Windows HIP coverage check

The comment justified serving gfx103X / gfx110X against any repository by
claiming upstream's windows-hip targets build every member of those families.
The fork manifest maps gfx103X to gfx1030..1032 plus gfx1034 and gfx110X to
gfx1100..1102 plus gfx1103, and UPSTREAM_WINDOWS_HIP_GFX_TARGETS carries
neither gfx1034 nor gfx1103, so the stated reason is wrong even though the
answer is right.

State the real reason instead. A family label is a bundle name, not an arch,
so the concrete GPU is unknown at this point; answering unsupported to cover
the two uncovered members would move gfx1030..1032 and gfx1100..1102 off a
working HIP build onto Vulkan for a card the label cannot identify. Those two
archs still reach Vulkan through the concrete-arch branch below, which does
answer per repository.

Comment only. No behaviour change: the 5850-combination override sweep still
reports 0 rocm_gfx_target changes, 0 auto_vulkan False to True flips and 680
True to False flips all backed by a probe-confirmed HIP GPU, and both the
feature and override profile matrices are byte-identical.

* Pin that a deliberate CPU install outranks Vulkan for PR #7373

UNSLOTH_LLAMA_CPP_BACKEND (setup.sh / setup.ps1, "auto" or "cpu") and
UNSLOTH_LLAMA_BACKEND (this module, a backend name) are separate variables at
separate layers, and both accept "cpu". setup translates its own =cpu into
--force-cpu, which is what pins the CPU-only bundle on a GPU host and keeps
Intel iGPU Vulkan crashes away (#7213), so no trigger this PR adds may
outrank it.

_route_to_vulkan_prebuilt already gets this right, since force_cpu
short-circuits ahead of the forced, auto-Intel and auto-no-HIP triggers.
Cover it so it stays that way: the matrix runs [Linux, Windows, macOS] x
[NVIDIA, AMD, Intel, CPU only] x [unset, vulkan, hip, rocm, cpu] with the
legacy UNSLOTH_FORCE_VULKAN set as well, and asserts the published bundle
survives every one. WSL presents as Linux to this resolver, so it rides the
Linux row.

Also assert the guard is not vacuous: the same host still takes Vulkan once
the CPU pin is gone, so the matrix cannot pass on a resolver that had simply
stopped routing to Vulkan.

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2026-07-27 06:57:19 -07:00
Leo Borcherding
f03e669442
AMD: enable ROCm torch on gfx906 (MI50 / Radeon VII) on Linux (#7354)
* Add community-maintained legacy support path for gfx906 (MI50 / Radeon VII)

rocm6.4+/7.x torch wheels bundle ROCm libraries whose Tensile kernels
dropped gfx906 (rocBLAS 'TensileLibrary.dat ... not read for gfx906',
ROCm/TheRock#1844), so on MI50/Vega 20 hosts with newer ROCm the
installer picked wheels that fail at the first BLAS call. The rocm6.3
index is the last one whose wheels run on gfx906 (torch 2.7.0 verified
on MI50 32GB, up to 2.9 in community use). Dynamo/Inductor codegen is
also broken on this arch, crashing compiled graphs that train fine in
eager mode.

- install.sh: when the runtime GPU is gfx906 and the picked index is
  newer than rocm6.3, reroute torch to the rocm6.3 index and reset the
  constraint trio to the default <2.11 window (a rocm7.2 pick raises
  the floor to 2.11, which rocm6.3 cannot satisfy), with a legacy-path
  warning.
- install_python_stack.py: mirror the reroute in _ensure_rocm_torch
  using the _default pkg specs, including repairing an existing
  +rocm7.x torch and leaving a working rocm6.3 install alone.
- device_type.py: default TORCHDYNAMO_DISABLE / TORCH_COMPILE_DISABLE /
  UNSLOTH_COMPILE_DISABLE on gfx906 (setdefault, user override wins).

Windows allowlists are untouched: repo.amd.com publishes no gfx906
wheel family (verified in the RDNA2 enablement PR). 16-bit LoRA and
full finetuning work out of the box; 4-bit QLoRA needs a source-built
bitsandbytes for gfx906. Based on the verified MI50 32GB setup in
namnguyen0503/mi50-gfx906-unsloth-bnb4bit-lab.

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* gfx906: second Codex pass (bnb skip under pin, override beats Strix)

- Compute the gfx906 runtime-target flag independently of any torch-index
  pin or Strix override, so the bitsandbytes skip still applies when a user
  pins the ROCm index and sets UNSLOTH_ROCM_GFX_ARCH=gfx906 (the pin
  suppresses the torch reroute, not the bnb skip). Probe only when no pin
  is set (an explicit pin means don't second-guess it, matching the Strix
  path's asserted no-probe invariant); an explicit gfx906 override needs
  no probe.
- Let UNSLOTH_ROCM_GFX_ARCH=gfx906 suppress the Strix reroute (both
  install.sh and install_python_stack.py) so a mixed Strix + MI50 host
  routes to rocm6.3 instead of the gfx1151 wheels probe order would pick.
- Fix test_hardcoded_torch_constraint: the default <2.11 window literal now
  legitimately appears on two TORCH_CONSTRAINT= assignments (default + the
  gfx906 reroute reset after the rocm7.2 floor bump); assert it only ever
  appears on assignment lines, never on a pip install line (its real intent).

New tests: bnb skipped under an explicit pin, gfx906 override wins over
Strix, install.sh suppresses Strix on the override. rocm_support +
selection + cross-platform parity: 667 passed; structural constraint 9/9.

* gfx906: collapse single-line asserts to match pre-commit formatting

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* gfx906: keep bnb skip + rocm6.3 routing correct under pins and suffixed overrides

Address the four Codex P2 findings on #7354:

- bnb skip under a pinned index (install.sh + install_python_stack.py):
  a real gfx906 host that pins UNSLOTH_TORCH_INDEX_URL to rocm6.3 without also
  setting UNSLOTH_ROCM_GFX_ARCH no longer reinstalls the generic bitsandbytes
  wheel over a source-built gfx906 bnb. A pin now suppresses only the torch
  reroute, not the gfx906 detection used for the bnb skip (Python drops the pin
  gate on _runtime_is_gfx906; bash _is_gfx906_bnb_skip probes via
  _probe_amd_gfx_arch when the index is pinned).

- clear the Radeon marketing-name flag for every gfx906 target, not only when
  the >=6.4 reroute fires, so a Radeon VII already on rocm6.3 does not divert to
  the repo.radeon.com branch (whose wheels lack gfx906 kernels).

- normalize a copied HIP gcnArchName (gfx906:sramecc-:xnack- -> gfx906) before
  the exact comparisons in install.sh and install_python_stack.py, mirroring
  device_type.py.

Tests: relax the three Strix-pin tests (the gfx probe may now run for the bnb
flag but must not reroute the pinned index) and add coverage for the pinned
bnb skip, the suffixed override, and the bash Radeon-clear / pinned-probe paths.

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* gfx906: log skipped vLLM aimv2 fix + robust source-scan test bounds

Follow-up review polish:
- import_fixes: log at info level when the vLLM aimv2 fix is skipped because
  the dist metadata is unreadable, so the skip is diagnosable instead of silent.
- test_rocm_support: bound the gfx906 install.sh source-scan on the ';;' that
  closes its case arm via a shared _gfx906_reroute_block helper, replacing the
  brittle fixed-length (3200/3800) slices that shift when the block grows.

* gfx906: trim whitespace on UNSLOTH_ROCM_GFX_ARCH in install.sh (py parity)

The bash gfx906 comparisons lowercased and stripped the gfx906:… feature
suffix but not surrounding whitespace, while the Python paths do .strip().
A stray newline (e.g. export UNSLOTH_ROCM_GFX_ARCH=$(cmd)) would make bash
miss gfx906 while Python catches it. Trim with `tr -d '[:space:]'` at both
comparison sites so the reroute target and bnb-skip agree across bash/Python.

* gfx906: remove generic bitsandbytes pulled in transitively after the skip

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2026-07-27 05:22:19 -07:00
Daniel Han
ef97f3c961
tests: record the gfx1152 llama.cpp bundle gap so the next one is not silent (#7491)
* tests: record the gfx1152 llama.cpp bundle gap so the next one is not silent

#7431 made gfx1152 (Krackan Point, Radeon 860M/840M) a first-class arch, which
fixed torch wheel selection: those laptops were pulling gfx1150 wheels built for
a different LLVM target. It also changed llama.cpp prebuilt selection, because
no gfx1152 bundle is published. published_rocm_choice_for_host deliberately
refuses to serve a sibling-family bundle, so those hosts now fall back to a HIP
source build.

That is the right outcome, a wrong-ISA binary fails at the first BLAS call
rather than merely installing slowly, but nothing recorded it and nothing would
have caught it. TestPublishedRocmGfxSelection builds its release from a
hardcoded family list, so it can only assert about arches someone already
thought to add.

Adds TestPublishedRocmBundleCoverage:

- PUBLISHED mirrors the mapped_targets in llama-prebuilt-manifest.json.
- KNOWN_GAPS lists arches _GFX_TO_AMD_INDEX_ARCH routes torch for that no bundle
  covers: gfx1033/1035/1036 (RDNA 2, never built) and gfx1152.
- test_known_gaps_fall_back_to_source_build pins each to None.
- test_every_torch_routed_arch_is_covered_or_a_known_gap compares the routed set
  against bundle coverage, so adding an arch for torch without a bundle has to
  be a deliberate KNOWN_GAPS entry.

The invariant fires both ways. Simulating a new routed arch fails with
"coverage drifted: ['gfx1153'] newly uncovered"; simulating a published gfx1152
bundle fails with "gfx1152 is in KNOWN_GAPS but a bundle now matches it; drop it
from the set", so closing the gap cannot leave the list stale.

Reads _GFX_TO_AMD_INDEX_ARCH from source instead of importing
install_python_stack, which this suite does not otherwise depend on.

No production code changes. Install suite 1355 passed, no new failures.

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2026-07-27 03:46:38 -07:00
Leo Borcherding
1dd2fc4583
tests: read checked-in files as UTF-8 instead of the platform default (#7438)
* tests: read checked-in files as UTF-8 instead of the platform default

Path.read_text() with no encoding uses locale.getpreferredencoding(), which
is UTF-8 on the Linux runners and cp1252 on a stock Windows install. Nine
module-level reads of checked-in source files were relying on that default.

studio/backend/routes/inference.py carries the DeepSeek tool-call token
regexes, so it holds U+FF5C and U+2581. Under cp1252 that read raised
UnicodeDecodeError on byte 0x81 at position 97806, and because the reads run
at import time it took test_cancel_atomicity.py and test_cancel_id_wiring.py
out at collection, not as failures. Green on CI, permanently broken for a
Windows contributor running the suite locally.

Adds a guard: at module scope there is no tmp_path fixture, so a bare
read_text()/write_text()/open() there is always touching a checked-in file.
That makes the rule mechanical enough to enforce with no allowlist, while
staying quiet about temp-dir I/O inside test bodies where the platform
default is harmless.

The repo already spells this correctly in 464 other places; this only stops
the stragglers coming back.

* tests: cover import-time helper reads and keep the guard py3.9-safe

Follows up on the Codex review:

- add `from __future__ import annotations`, since `str | None` in
  `_offender` is evaluated at import on Python 3.9 and pyproject declares
  requires-python ">=3.9,<3.15".
- widen the guard from module scope to import time. Class bodies and the
  bodies of module-level helpers called from an executing statement run
  during collection too, so `CODE = _extract_mixed_precision_code()` was
  the same hazard as an inline read. `if __name__ == "__main__":` blocks
  are skipped: pytest never executes them.
- scan studio/backend/tests/ as well as tests/. Both trees are collected
  on Windows by separate CI jobs, and the offender that started this,
  test_tool_xml_strip.py reading routes/inference.py, lives there.

Widening it surfaced seven more import-time reads of checked-in sources;
all now name utf-8.

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* Harden the import-time encoding guard for PR #7438

Close the detector gaps raised in review, all of which I reproduced against
the actual AST before changing anything.

False negatives (the guard let a real hazard through):
- _is_main_guard ignored the comparison operator, so if __name__ != "__main__"
  counted as script-only even though its body runs at import.
- The else arm of a main guard was discarded with the rest of the If node.
- Decorators and argument defaults on a module-level def were skipped with the
  body, though both are evaluated when the def executes.
- Path.open() in text mode was invisible; only builtin open() was matched.
- encoding = None and encoding = "locale" both re-select the platform default,
  but the keyword merely being present counted as pinned.

False positives (the guard would have blocked a compliant contributor):
- A non-literal mode fell through to the "r" default, so open(p, mode) was
  flagged even when mode is "rb", where adding encoding= is a ValueError and
  there is no edit that satisfies the rule.
- Same for open(*args) and a **kwargs splat, which hide the mode and can hide
  an encoding.
- Lambda bodies and comprehension elements were walked even though neither runs
  at definition.

Verified: still reports the same 22 offenders on unpatched main, green on this
branch and on the tree merged with latest main (557 files), and an adversarial
corpus of 33 cases now scores zero false positives and zero false negatives.
Also corrected two docstring claims: neither collecting job runs on Windows,
and the read is governed by locale.getencoding().

* Walk eager comprehensions and treat io.open as the builtin

Two regressions from the previous commit, both reproduced against the AST
before changing anything.

Lumping list, set and dict comprehensions in with generator expressions was
wrong. Only a genexp is lazy; the other three run their element expression,
their filters and their nested iterators immediately, so
CONTENTS = [p.read_text() for p in PATHS] at module scope is an import-time
read the guard was silently missing. Comprehensions are now walked in full and
only the genexp keeps the outermost-iterable-only treatment.

io was also in the not-a-path-opener list, but io.open is the builtin, with the
same mode position and the same platform default. io.open(CHECKED_IN_FILE) is
exactly the hazard this guard exists for, so it is matched now, with binary
modes and a pinned encoding still exempt. tarfile.open and fitz.open stay
exempt since neither has an encoding to name.

Verified: 13 targeted cases covering all five eager comprehension forms and
io.open in text, binary and pinned shapes all classify correctly; still 22
offenders on unpatched main; green on this branch and on the tree merged with
latest main.

* Close three more walker gaps in the import-time guard

All three reproduced against the AST first.

A generator expression handed straight to a call is consumed there, so
DATA = "".join(p.read_text() for p in paths) runs its element at import. Only
an unconsumed genexp bound to a name stays lazy, so the walker now follows the
consumed ones in full and keeps the outermost-iterable-only treatment for the
rest.

if "__main__" == __name__ is an equivalent and accepted spelling of the main
guard, but requiring __name__ on the left meant its body was treated as
import-time code. That is a false positive on a block pytest never runs, so
both operand orders are recognised now.

The helper table was built from module-level defs only, so a def in a class
body invoked while the class is constructed was never followed, contradicting
the walker's stated coverage of class bodies. Helpers are now collected from
the module body and from class bodies at any nesting.

Verified: 15 targeted cases including all three fixes and the earlier ones
still classify correctly; still 22 offenders on unpatched main; green on this
branch and on the tree merged with latest main.

* Handle positional read_text encodings, lazy generators and nested helpers

* Guard reads reached from test bodies, unbound Path calls and __file__ paths

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Follow derived paths, skip lazy generator helpers, cover compressed openers

* Guard the CLI tests, helper parameters and unbound Path arguments

* Discover test roots and follow literal, in-place and tuple-derived paths

* Identify module openers by import, unwrap starred paths, pin subprocess snippets

* Resolve import origins, seed helper locals, follow named generators and parametrize

* Scope imports lexically, list tracked test files, bind unpacked names

* Resolve aliased openers, keyword-only params, destructured targets, next()

* Pin the encoding on subprocess snippets, workflow lint and CLI output for PR #7438

* Harden the CLI encoding guard against detached streams for PR #7438

* Tighten the encoding guard's path and scope analysis for PR #7438

* Resolve path provenance more precisely and keep POSIX stream encodings for PR #7438

* Resolve qualified path classes and scope conditional imports for PR #7438

* Scope CLI stream setup to the entry point and align two encoding pairs for PR #7438

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: danielhanchen <danielhanchen@gmail.com>
2026-07-26 23:31:56 -07:00
Daniel Han
170b412c1d
Fix the CPU-only ROCm routing errors and two font-scale UI flakes (#7469)
* Fix the CPU-only ROCm routing errors and two font-scale UI flakes

Two unrelated causes of red CI on every PR, both reproduced before fixing.

ROCm routing: 12 errors on Repo tests (CPU). The spoof reports an AMD GPU, and
unsloth_zoo pulls in bitsandbytes, which picks a compute backend at import. Once
torch looks like a GPU is present, bnb loads its ROCm/CUDA ops, which a CPU-only
torch cannot satisfy (no libhipblas.so.2, no torch._C._cuda_getCurrentRawStream),
so the child died before printing RESULT. Nothing here tests bitsandbytes, so
import it first, under the honest hardware. Reproduced in a CPU-only torch venv:
11 passed with 12 errors before, 23 passed after. Still 23 passed on a CUDA build.

Font-scale UI: the select-viewport step pressed ArrowDown six times behind fixed
sleeps, but Radix moves focus into the listbox after the content opens, so on a
loaded runner the keys landed on the trigger and nothing scrolled. Wait on the
overflow and press until it moves, bounded at 40. The same fixed-sleep pattern
made open_appearance miss the dialog when the shortcut fired before the app wired
its handler; alternate both chords on a bounded retry and wait for the control the
caller is about to drive.

Both were reproduced locally by running the suite against a real Studio under full
CPU load. Original: 2 of 10 passed, with the exact CI signature 'keyboard did not
scroll the select viewport: 0' five times. Fixed: 10 of 10.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Keep the ROCm routing assertion live on Apple Silicon for PR #7469

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: danielhanchen <unslothai@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-07-26 04:48:49 -07:00
Nilay
ae6b96ba93
Studio: fail fast on out-of-disk instead of a doomed llama.cpp source build (#7420)
* guard llama.cpp prebuilt against out-of-disk instead of doomed source build

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* address review comments on out-of-disk guard

* keep reusable installs and Windows parity in the out-of-disk guard

* preserve the ENOSPC cause when re-raising fallback errors

* catch out-of-disk before the attempt loop and accept all llama-server layouts

* Fix out-of-disk detection gaps and false positives for PR #7420

Follow-ups found while testing the guard against a real ENOSPC (LD_PRELOAD
shim returning errno 28 under a path prefix, real network, real release):

- hydrate_source_tree retried the next mirror after an ENOSPC and only raised
  on the last URL. Both source fallbacks 404 for the published mix commit, so
  the reported cause was HTTP 404 and the run fell through to the source build
  exactly like before the guard. Stop at the first environment-fatal error.
- The 5 GB preflight rejected hosts that install fine. A full CUDA install
  peaks at 0.87 GB, the largest published bundle is 0.77 GB and macOS is
  0.01 GB, so at 3 GB free the install succeeded before and exited 4 after,
  with the source-build fallback suppressed too. It is now advisory, and a
  real ENOSPC still exits 4. This also drops the case where an install
  matching an older release plan was rejected before its reuse check.
- ENOSPC raised inside shutil.copytree arrives as shutil.Error with errno
  None and no __cause__ or __context__, so it was never classified. That path
  covers the hydrated source tree, the runtime overlay and the activation
  fallback copy.
- _causal_chain followed __context__ even when __suppress_context__ was set,
  so `raise ... from None` over an unrelated ENOSPC reported disk full and
  wrongly suppressed the source build.
- TemporaryDirectory now ignores cleanup errors: an rmtree failure on the way
  out replaced the in-flight SystemExit and lost EXIT_NO_SPACE.
- setup.sh skips the arm64 CPU last resort after exit 4; it re-ran the same
  disk-rejected installer and buried the hint under a second error dump.
- The in-app updater turns exit 4 into a readable message instead of
  "installer exited 4" plus a log tail.

Adds tests/studio/install/test_llama_prebuilt_no_space.py covering the
classifier, the advisory warning and the exit codes.

* Fix Python 3.9 breakage and Windows disk-full detection in the out-of-disk guard

Found by running the guard across the whole supported interpreter range
(requires-python is >=3.9,<3.15) and a spoofed [Linux, WSL, macOS, Windows] x
[NVIDIA, AMD, CPU] host matrix.

- TemporaryDirectory(ignore_cleanup_errors = True) is 3.10+, so the previous
  commit raised TypeError at install time on 3.9 and turned a working install
  into a hard failure. Replaced with a scratch_dir() contextmanager built on
  mkdtemp plus rmtree(ignore_errors = True), which behaves the same on every
  supported version.
- getattr(exc, "winerror", None) crashed on 3.9. urllib's HTTPError is an
  OSError that proxies unknown attributes to a wrapped file object and raises
  KeyError, which getattr does not swallow, so any mirror 404 during an install
  would have blown up inside the classifier. Read it defensively instead.
- Classify Windows disk-full by winerror as well as errno. CPython's
  PC/errmap.h maps ERROR_DISK_FULL (112) to ENOSPC but has no case for
  ERROR_HANDLE_DISK_FULL (39), which arrives as EINVAL, so a Windows
  os.replace() onto a full disk read as an ordinary failure and fell through to
  the source build.

Tests cover both winerror codes, a non-disk winerror, and HTTPError alone and
wrapped in a PrebuiltFallback. 116 simulation cases pass on 3.9 through 3.14.

* Classify quota, flattened Windows and validate-install out-of-disk for PR #7420

- EDQUOT counts as out of space: a quota'd home has free blocks this user
  cannot have, so the source build is just as doomed. Reported separately so
  df does not mislead. Confirmed end to end with a real kernel EDQUOT: the
  installer went from 6 retries then a source build (exit 2) to exit 4.
- Match the flattened Windows disk-full text. copytree stringifies each
  per-file OSError, and OSError.__str__ returns early on winerror, so the
  text reads [WinError 112] and never [Errno 28]. Captured on a real NTFS
  volume. Markers are bracketed so WinError 112 does not match WinError 1120.
- --validate-install now exits 4 on a full disk. It caught PrebuiltFallback
  and exited 2 before the classifier ran, and setup.sh answered 2 by deleting
  the GPU build that had just succeeded and starting a CPU rebuild that needs
  more of the space that ran out. Both halves are needed: the call site only
  tested nonzero.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Tighten comments in the llama.cpp out-of-disk guard

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: danielhanchen <danielhanchen@gmail.com>
2026-07-26 00:11:38 -07:00
Leo Borcherding
3ea6d14c39
AMD: CI coverage for recent fixes, plus three wrong gfx ids (#7431)
* ROCm/AMD CI coverage: arch-table parity, native-Linux lib prepend, RDNA4 grouped_mm, discovery-based shell suite

Three merged ROCm fixes shipped without tests, and the CI wiring that
would have run them was gated on files the fixes do not touch.

Tests added (113):
  tests/studio/install/test_rocm_arch_table_parity.py (27)
    diffs the four duplicated gfx -> AMD pip-index tables across
    install.sh, install.ps1, studio/setup.ps1 and install_python_stack.py,
    plus the GPU-name -> arch tables and the torch 2.11 pin allowlist.
  tests/studio/install/test_rocm_native_linux_lib_dirs.py (26)
    covers #7233: system-ROCm lib dirs prepended ahead of bundled
    libggml-hip, the /dev/kfd + not-WSL + libhsa gate, the opt-out env
    var, root resolution order, and source parity between the two copies.
  studio/backend/tests/test_grouped_mm_rdna4_fallback.py (46)
    covers #7292: registration on the CUDA dispatch key, grouped and
    ungrouped numerics, bias/dtype promotion, and the Linux HIP<7.13 +
    RDNA4 name gate, executed from the shipped source rather than a copy.
  tests/studio/test_ci_shell_suite_coverage.py (14)
    fails if either shell runner goes back to a hardcoded list or skips
    a file without a recorded reason.

CI wiring:
  studio-backend-ci.yml: add install.sh / install.ps1 to the path filter
    (the suites it runs assert against those two files, so install-only
    changes -- the shape most AMD/ROCm routing fixes take -- skipped it),
    and replace the 13-file hardcoded shell list with directory
    discovery. That list had fallen seven files behind, including
    test_strixhalo_wsl_reroute.sh, the only shell coverage of the ROCm
    WSL reroute, which had never run on a PR.
  tests/run_all.sh: same discovery loop so local and CI agree.

* Test review fixes: assert on outcomes, not on the code under test

Self-review of the previous commit found four tests that passed for the
wrong reason.

1. The arch-table parity test pinned expected gfx ids copied out of the
   shipped tables, which enshrined three upstream inaccuracies as
   correct: RX 9070 (non-XT) is gfx1201 not gfx1200, RX 7800 XT is
   gfx1101 not gfx1100, and PRO V710 is gfx1101 not gfx1102 per AMD's
   ROCm compatibility matrix. The expectation is now the AMD pip index
   leaf -- the thing the tables exist to produce, and what a wrong
   answer costs the user. The three known drifts are listed explicitly
   with a test asserting they stay cosmetic, i.e. that the wrong and
   right ids still map to the same wheel index. That test turns red the
   day one of them starts routing users to the wrong wheel.

2. The RDNA4 device-name test extracted the regex from worker.py and
   then matched with it, so it could not fail. Widening the pattern --
   the dangerous edit, since it forces the slow Python mm fallback onto
   RDNA3 users -- would have been silently accepted. It now reads the
   live pattern and checks it against fixed cases, plus asserts the
   name match stays guarded by `not _lin_arch` and that the name is
   lowercased before matching.

3. The CI-coverage test matched a verbatim line of studio-backend-ci.yml,
   so reindenting the step would fail the build while a real regression
   to a hardcoded list could slip past a reformat. It now parses the
   YAML, finds the step by name, and asserts on the glob plus the
   absence of individual filenames. The path-filter test likewise reads
   the parsed trigger instead of scanning raw text.

4. A set comprehension in the parity helper had a ternary whose branches
   were identical.

Mutation-tested: widening the RDNA4 regex, desyncing one copy of the
name table, dropping install.sh from the path filter, and re-skipping
the ROCm WSL shell suite each fail at least two tests. Verified on
Linux (WSL Ubuntu 24.04) with CI's torch pin: 86 + 48 pass.

* Fix three wrong gfx ids in the GPU-name arch tables

The name -> gfx tables disagreed with AMD's ROCm compatibility matrix on
three entries. Corrected against the "Radeon GPU" list at
rocm.docs.amd.com/en/latest/compatibility/compatibility-matrix.html:

  RX 9070, RX 9070 GRE   gfx1200 -> gfx1201   (Navi 48, same die as the XT)
  RX 7800 XT, RX 7700 XT gfx1100 -> gfx1101   (Navi 32, not Navi 31)
  PRO W7700              gfx1100 -> gfx1101
  PRO V710               gfx1102 -> gfx1101   (Navi 32, not Navi 33)

No wheel changes for anyone: gfx1200/gfx1201 both resolve to gfx120X-all
and gfx1100/gfx1101/gfx1102 all resolve to gfx110X-all, in all four copies
of the index-family map. That collapse is why the errors survived being
copied into six places -- the leaf-level tests could not see them.

It was not purely cosmetic, though. install.sh's second copy feeds
"Tip: set UNSLOTH_ROCM_GFX_ARCH=<arch>", so a 7800 XT user following the
printed advice exported gfx1100 and made a wrong id authoritative for
every later run. It would also have become a real misroute the moment AMD
split a family across index leaves, as they already do for gfx1151/gfx1150.

Fixed in all six places, which is two more than the table's own "kept in
sync with" comments claim exist:

  install.sh   _infer_amd_gfx_arch_from_gpu_name
  install.sh   case "$_gpu_disp_mkt"          (banner + env tip; undocumented)
  studio/setup.sh
  install.ps1
  studio/setup.ps1
  studio/install_python_stack.py

Ordering is preserved: the gfx1102 arm still precedes gfx1101 in the shell
copies so "RX 7700S" cannot fall onto the "RX 7700" glob, and the
PowerShell copies keep the (?!S) lookahead.

Test changes:
  - test_rocm_arch_table_parity.py gains _AMD_DOCUMENTED_ARCH, exact gfx
    ids transcribed from AMD rather than from the tables. Agreement between
    six copies proves nothing when all six were transcribed from the same
    mistake, so the ground truth has to come from outside. Verified it
    catches the bug: against the pre-fix tables it fails 6 tests.
  - The parity check now covers all six copies. It had four; the two
    install.sh copies were being treated as one, and
    _WIN_GPU_NAME_ARCH_TABLE was not checked at all.
  - test_rocm_support.py's TestGfxArchNameFallback pinned two of the wrong
    ids as expected values; updated, and extended with a 9060 XT and a
    7900 XTX case so each RDNA3/4 die is represented.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Guard against unregistered copies of the GPU-name arch table

Counting the copies by hand is what let them drift: the in-code "kept in
sync with" comments claimed four, the arch-id fix found six, and scanning
the tree turns up a seventh.

TestNoUnregisteredArchTable rediscovers the copies from the source tree
instead of trusting a hand-maintained list. A table line is one that names
a card and gives its arch; real tables score 9-17 such lines and the only
other hits in the repo are two single-line prose comments, so the
three-line threshold is not load-bearing. A companion test asserts the
scan still finds the known copies, so the heuristic cannot go blind and
pass by finding nothing.

The seventh copy is tests/_zoo_rocm_spoof.py, the fixture other ROCm tests
build their fake AMD host from. It states the mapping backwards (gfx ->
the name torch should report), which makes it an independent witness: it
had gfx1101 -> RX 7800 XT and gfx1201 -> RX 9070 XT right while all six
installer copies were wrong, and nothing compared the two. Now they are
round-tripped against each other.

RX 6700 XT is pinned as a known divergence rather than normalised. AMD's
compatibility matrix documents no consumer RX 6000 card and no gfx1031 at
all, the installer arm is commented "gfx103X family", and gfx1031 appears
only as an index-family key, never as a value a name table emits. With no
external source to correct against, changing shipped behaviour would be
guesswork. A test fails if the divergence ever disappears, so the
exemption cannot go stale.

Also adds the reverse of the AMD-matrix check: a documented card that
matches no arm anywhere is a silent CPU fallback rather than a wrong id.
This cannot detect hardware nobody transcribed, which would need a live
fetch of AMD's matrix and a non-hermetic suite; the docstring says so
rather than implying coverage that is not there.

Verified on Linux: 478 passed, plus all five new guards mutation-tested
to confirm each fails when its invariant is broken.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Docstring said six copies; the list under it now has seven

* tests: run discovered shell tests with bash, not sh

tests/run_all.sh discovered tests/sh/ instead of listing files, but still
invoked each one with sh. Every file there declares a bash shebang, and on
Debian/Ubuntu /bin/sh is dash: test_apt_distro_prompt.sh,
test_studio_home_node_dir.sh and test_with_llama_cpp_dir_link_behavior.sh
fail on bashisms under dash and pass under bash. The old hand-written list
happened to name only dash-clean files, so switching to discovery is what
surfaced it. Backend CI already used bash, so this was a local-only break.

Guarded by a new test asserting both runners invoke tests/sh/ with bash.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix Krackan Point (Radeon 860M/840M) routed to the gfx1150 wheel index

The GPU-name tables map 860M/840M and the Ryzen AI 7 350 / AI 5 340 CPU
strings to gfx1150, but Krackan Point is gfx1152. AMD's own lemonade table
(src/cpp/server/system_info.cpp) maps both Krackan iGPUs to gfx1152.

Unlike the three ids already fixed here, this one is not wheel-neutral:
repo.amd.com publishes gfx1150 and gfx1152 as separate index leaves with
separately built torch wheels, so these laptops were installing wheels
built for a different LLVM target. gfx1152 was absent from the codebase
entirely, so it needed the index-family maps, the torch 2.11 floor lists
(same _grouped_mm bug as gfx1150/1151), the Strix reroute set and the
Windows arch allowlist as well as the seven name tables.

The parity test added in this PR did not catch it because its AMD-matrix
expectations stopped at 890M/880M. Added the APU rows, so the case that
actually changes a wheel is now covered: reverting the tables fails 9
tests naming 860M, 840M and Krackan.

gfx1153 (Ryzen AI 5 430 era) is left alone; AMD publishes no gfx1153
wheel family, so there is nothing to route it to.

Verified: bash -n on both shell installers, PowerShell AST parse on both
.ps1 files, python ast.parse on all touched modules, install suite 1334
passed with no new failures against main, shell suite 20 files.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Add gfx1152 to unified-memory classifiers, make parity allowlist set-based

Krackan Point (gfx1152, Radeon 860M/840M) is the third RDNA 3.5 APU and
shares one GPU/system-RAM pool exactly like Strix Point (gfx1150) and
Strix Halo (gfx1151), but only the installers knew about it. The two
runtime classifiers still had two-element arch sets, so a Krackan laptop
got the 0.90 discrete headroom factor on a shared pool and ran llama.cpp
without GGML_CUDA_ENABLE_UNIFIED_MEMORY.

- worker.py _rocm_classify_unified_memory: add gfx1152 to the arch set,
  and 860m/840m to the device-name fallback. The NVIDIA GeForce 840M
  cannot collide there: the function is only reached under _hw.IS_ROCM.
- llama_cpp.py _amd_apu_wants_unified_memory: add gfx1152 to the arch set.
- Tests for both, including the :sramecc-:xnack- suffix form.

TestGfx211AllowlistParity compared four hardcoded allowlist strings, so
adding gfx1152 to all four installers correctly turned three assertions
red without any installer actually disagreeing with another. Each test
now extracts the set its installer holds and compares it to one EXPECTED
constant. Order and spacing are free, membership is not, and the next
leaf is a one-line edit instead of four.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Daniel Han <danielhanchen@gmail.com>
2026-07-25 18:58:02 -05:00
Daniel Han
6f60bf4f82
Studio whisper: pair slim bundles on the ggml commit, not the full llama tag (#7381)
The slim whisper bundle is ggml-less and links the ggml runtime out of the
installed llama.cpp prebuilt, so each whisper release pins a paired llama tag.
The gate required an exact tag match, but llama fork tags are
b<upstream_build>-mix-<ggml_commit> and the build number tracks upstream llama
and fork PRs that live outside ggml. When llama republishes a newer build with
the same ggml commit (a frequent event), the installed llama advances past the
whisper pin and curated dictation goes unavailable until whisper is republished,
even though the ggml runtime is ABI-identical.

Key the pairing gate on the ggml commit after -mix- instead of the full tag, in
all three comparison sites (slim_pairing_for_artifact,
_slim_release_incompatibility, resolve_selection). requires_ggml_sonames stays
the real per-file ABI gate, and a genuine ggml skew still fails closed. Tags
without a -mix- marker fall back to exact matching.
2026-07-23 20:18:36 -07:00
Souravrajvi0
09b6bf6c39
fix(studio): opt-in source-build GPU smoke validation (#7322)
* fix(studio): opt-in source-build GPU smoke validation (#5854)

Gap 1 (empty CUDA arch -> CPU) already landed in #6481. Wire gap 2: after a
GPU source build, optionally run the same staged llama-server smoke test as
the prebuilt path, then CPU-fallback on failure. Gated by
UNSLOTH_LLAMA_STAGED_VALIDATION (default off) to avoid Blackwell JIT stalls.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix(install): normalize staged validation env in setup.sh (#7322)

Strip and lowercase UNSLOTH_LLAMA_STAGED_VALIDATION before the shell
gate so values like True and surrounding whitespace match the Python
staged_validation_enabled() helper.

* Rebuild visual server after staged-validation CPU fallback (#5854)

Mirror the primary source-build path by best-effort building
llama-diffusion-gemma-visual-server after smoke-failure CPU fallback.

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-07-23 19:13:54 -07:00
Michael Han
d5cf96d628
Studio: add local speech-to-text dictation engine (#7095)
* Studio: add Voice settings tab (dictation, dictionary, read aloud)

New Voice tab in Settings, placed just before About:

- Dictation: microphone picker, browser STT engine, recognition language,
  and an inline mic test with a live transcript
- Dictation dictionary: entries rewrite matching speech to their exact
  spelling and casing, applied in both dictation paths
- Recent dictations: last 20 final transcripts with copy and clear, so
  text can be recovered if it lands in the wrong place
- Read aloud: optional button on assistant responses with two engines,
  curated system voices (novelty and legacy voices filtered, quality
  ranked, capped at 20) or the TTS audio model loaded in Unsloth via
  /audio/generate (e.g. Orpheus), plus speed, pitch, volume and preview

Settings persist in localStorage (unsloth_voice_settings) and are read
at call time so changes apply without reloading the runtime. Adds en
keys plus the tab label for ja, zh-CN and pt-BR.

* Studio: drop the single option STT engine select, rename TTS option

The STT engine dropdown only had one entry, so it added noise without
giving a real choice. The engine row can come back once local STT
models land. Also renames the TTS engine option Unsloth TTS model to
Load TTS model to make the action clearer.

* Studio: harden Voice settings against edge cases found in simulation

Simulated the feature across Chromium, Firefox and WebKit plus node
level unit runs and backend contract checks. Fixes from the findings:

- Dictionary rewrite used a replacement string, so entries containing
  dollar patterns corrupted transcripts (A$$AP became A$AP, $& injected
  the match). Switched to the callback form of String.replace
- Persisted voice settings now validate types on hydration: non string
  micDeviceId, dictationLanguage and ttsVoiceURI, and non boolean
  ttsEnabled fall back to defaults instead of flowing into the UI
- Dictionary entries are trimmed, capped at 120 chars and re-sanitized
  on hydration
- The Test dictation panel now falls back to the default microphone
  when the saved device is unplugged, matching the composer adapter

Test coverage: 46 unit assertions (dictionary regex edge cases across
unicode, word boundaries and injection, voice curation for simulated
macOS, Windows and Linux voice inventories, corrupt storage merge),
13 backend contract checks against /audio/generate on an isolated
instance, and 60 browser assertions across the three engines covering
rendering, degradation without SpeechRecognition, curation in a real
DOM, dictionary persistence with unicode and dollar entries, the
no-model preview error path and corrupt localStorage recovery.

* Studio: address Voice settings review feedback

Verified each review comment before acting. Confirmed and fixed:

- Editing a dictionary entry was broken in two ways: the store trimmed
  on every keystroke so spaces could not be typed, and clearing the
  field deleted the entry and unmounted the input mid edit. Updates now
  keep the raw value and a blur commit trims or removes the entry
- The unplugged mic fallback checked instanceof DOMException, but a
  cross browser probe showed Firefox and WebKit throw
  OverconstrainedError objects that are not DOMExceptions, so the
  fallback never fired there. Matching on the error name now
- When the browser ended a dictation test on its own (silence timeout),
  the mic stream stayed open. All recognition end paths now stop the
  tracks and save the transcript through a single finalize path
- The studio TTS audio element now releases its WAV data URL as soon as
  playback ends, fails or is cancelled
- Allow microphone now reports insecure contexts (no mediaDevices)
  accurately instead of claiming access was blocked
- Voice tab copy moved into i18n keys per src/i18n/AGENTS.md, so locale
  overlays can translate it; en is the baseline and parity passes
- unsloth_voice_settings added to the Reset all local preferences key
  list so voice preferences obey the reset
- Non default microphones note that the system default is used when the
  browser speech engine cannot bind a specific device, since browsers
  without the start(track) overload ignore the argument silently

Re-ran the full simulation set after the changes: 46 unit assertions,
13 backend contract checks and 60 browser assertions across Chromium,
Firefox and WebKit all pass, plus a dedicated browser probe for the
dictionary editing behavior.

* Studio: use the chat mic icon in Voice settings for consistency

The Voice tab and its buttons used the hugeicons Mic02 glyph while the
chat composer uses a custom filled mic. Extract that composer icon into
a shared lib/mic-icon component, drop the duplicate inline copies in
thread.tsx and shared-composer.tsx, and use it for the Voice tab icon
and the tab's mic buttons so the microphone looks the same everywhere.

* Studio: address second round of Voice settings review feedback

Verified each new comment against the current code first. One item was
already fixed in the previous round (recording transcripts when the
browser ends a dictation test on its own). Confirmed and fixed:

- The microphone row showed a picker with generic names when browsers
  enumerate unlabeled devices before permission, leaving no way to
  grant access from the row. It now branches on whether labels are
  visible and shows Allow microphone otherwise
- Compare chat dictation ignored the selected microphone. It now opens
  the chosen device with the same fallback rules as the main adapter,
  passes the track to recognition where supported and releases the
  stream when recognition ends
- Closing the Voice tab cancelled the shared speechSynthesis even when
  read aloud was playing a chat message. Cleanup now only cancels when
  the tab owns an active preview
- Double clicking Start test could race two recognizers and leak the
  first stream. A starting flag set before the getUserMedia await makes
  start reentrancy safe
- Turning off the read aloud setting mid playback removed the only stop
  control. The stop button now renders whenever a message is speaking
- When an engine lacks the start(track) overload, both dictation paths
  now release the selected device stream before retrying with the
  default microphone instead of holding it open
- Read aloud support no longer requires Web Speech synthesis: the
  Unsloth TTS engine only needs audio playback, so it stays available
  in WebViews without speechSynthesis, with a clear error if the system
  engine is chosen there

Not addressed here: cancelling in flight backend TTS generation on
stop. The route runs generation in a worker thread without a
cancellation path, which is shared pre existing behavior with audio
chat generation and belongs in a backend change.

All suites re-run green: 46 unit, 13 backend contract and 60 browser
matrix assertions across Chromium, Firefox and WebKit, plus probes for
the unlabeled device branch and the double click race.

* Studio: drop empty and duplicate voiceURIs so the Voice tab never renders a crashing Select item

* Studio: guard dictation mic lifecycle in Voice test and Compare composer

Release a microphone opened after the component unmounts, and stop Compare
dictation on a permission or security failure instead of silently recording
from the default device, matching the main chat adapter.

* Studio: fix dictation and read-aloud lifecycle edge cases in Voice settings

- Join final dictation chunks with a space so recorded transcripts do not merge words
- Ignore a stale recognizer onend so a quick stop then restart is not torn down
- Use previewingRef so a double click on TTS preview does not orphan the first request
- Keep the read-aloud stop control visible when a new run starts while a message is spoken
- Stop the dictionary remove button from deleting an adjacent entry on a blur then click race

* Studio: trim redundant Voice settings comments

* Studio: fix Voice preview and Compare dictation edge cases

- Only cancel the shared speechSynthesis for a system-voice preview, so stopping
  a Studio preview no longer stops an unrelated chat read-aloud
- Release the Studio preview audio and its WAV data URL on normal completion
- Iterate every finalized result in Compare dictation so batched phrases are kept
- Cap persisted recent dictations to the last 20 on hydration

* Studio: use clipboard fallback for recents and release failed preview audio

- Copy recent dictations via the copyToClipboard helper so the execCommand
  fallback works in Safari and insecure http LAN contexts
- Release the Studio preview audio when play() rejects, not just on ended/error

* Studio: add local speech-to-text dictation engine

Add an offline dictation engine that transcribes with a local faster-whisper
model, alongside the existing browser (Web Speech) engine. The browser engine
streams audio to Apple or Google speech services and needs internet; the new
engine runs on the server, works offline, and drives any chat model without
evicting it (it loads in the backend process, separate from the model
subprocess). It also gives Firefox dictation, which has no Web Speech support.

Backend: a lazily-loaded, kept-warm faster-whisper sidecar and three routes
under /api/inference/audio (stt/status, stt/load, transcribe). faster-whisper
is torch-free, so this does not disturb the existing model stack.

Frontend: a Dictation engine setting (browser or local model), a curated model
picker with sizes, and MediaRecorder capture posted to the transcribe route.
The model warms automatically when the engine is selected, with live status.

* Studio: stream local STT transcription as you speak

Local dictation showed nothing until you stopped, because the whole clip was
transcribed once on stop. Now the growing recording is re-transcribed on a
fast pass every second and emitted as live interim text, with an accurate
final pass on stop. Partial recordings decode fine, and the model refines
earlier words as more audio arrives.

Adds an interim flag to the transcribe route (beam 1, no VAD) for the fast
preview pass; the final stop uses the accurate path.

* Studio: make local dictation stop instant and reliable

Stopping local dictation waited for a final network transcription before the
session ended, so the stop button did not flip and a second click ended the
session early and dropped the text. Now stop commits the live transcript
immediately, releases the mic at once, and ignores a second stop while
finalizing. Previews run more often so the committed text is current.

* Studio: record local dictation in short clips for reliable streaming

Re-transcribing a growing buffer every second got slower as it grew, flooded
the backend, showed stale words, and could leave the stop button stuck waiting
on a backlog. Record short independent clips instead and transcribe each once,
appending the text as you speak. Work per clip is bounded, so stopping is
prompt (with a hard timeout as a safety net) and long dictations stay smooth.

* Studio: dictate then transcribe once on stop, ChatGPT style

Local STT dictation streamed by re-transcribing the growing clip, which
was quadratic and saturated the backend (multi-second lag), and stop only
halted the recorder without releasing the mic, so it kept recording. Record
the microphone continuously, release it the instant the user stops, and
transcribe the whole clip once. Stopping is immediate and the transcript
lands in about a second. Also add the tiny model for the fastest option.

* Studio: surface dictation and read-aloud failures instead of failing silently

- Compare dictation reports microphone and speech-recognition errors via toast,
  reusing the main chat adapter's describeMediaError and describeSpeechError
- Read-aloud toasts genuine model or synthesis failures while ignoring cancellations

* Studio: ChatGPT-style recording bar for dictation

Clicking the mic now drops the composer into a dedicated recording bar
with a live waveform, a discard (X) and a confirm (tick), instead of a
plain stop button. The tick stops recording and transcribes the clip;
the X throws the recording away and keeps whatever text was already in
the composer. The model adapter taps the mic with an analyser to drive
the waveform, and the router tracks the live session so the X can cancel
it without transcribing.

* Studio: transcribe dictation while speaking, ChatGPT layout

Match ChatGPT's recording layout: the bar now renders in place of the
input with the left plus button kept, the waveform in the middle, and
the discard and confirm buttons together on the right.

Cut the post-confirm delay by transcribing in the background as the user
talks. The audio is split at natural pauses (voice-activity detection off
the same analyser that drives the waveform) and each clip is transcribed
as it is cut, so confirming only has to finish the short final tail. The
model is also warmed when recording starts so the first run never pays a
cold load.

* Studio: ChatGPT waveform, hide tools while dictating, faster STT

Make the recording UI read like ChatGPT: the waveform is now a dense row
of round dots that rise into thin centered bars, and while dictating only
the plus button shows, with the mode badge and tool toggles hidden so the
bar is just the waveform and controls.

Speed up transcription: decode greedily (beam_size=1), which is several
times faster on CPU with negligible accuracy loss on short dictation
clips, and cap background segments at 6s so the final tail after confirm
stays short.

* Studio: finish ChatGPT voice bar and low-latency STT

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Studio: full-width waveform with a timer that freezes on stop

Use the full-width waveform for the recording bar: brighter, bigger bars
that advance on a fixed cadence (keeping peaks between advances) so they
glide instead of racing by, inset from the composer edges. Keep a visible
timer and the green confirm button, matching the ChatGPT reference, and
freeze the timer and waveform the moment the user confirms.

* Studio: fix multilingual local dictation

* Studio: speed up dictation and release local STT

* Studio: harden dictation finalization and STT decoding

* Studio: restore Firefox dictation fallback

* Studio: add dictation history manager

* Studio: manage speech model downloads

* Studio: remove em dash from voice model label

* Studio: move dictation history into Voice

* Studio: source local STT from Unsloth Whisper models

Point the dictation STT sidecar and its Model Hub download entries at
Unsloth's Hugging Face Whisper repos (small, large-v3-turbo, large-v3)
and run them through Transformers, so Studio only ever downloads
Unsloth-uploaded weights. Drop faster-whisper and the Systran/mobiuslabs
repos; keep the Model Hub as the only download path via local_files_only,
and keep PyAV for audio decoding.

Device selection uses float16 on CUDA and float32 on MPS and CPU, since
Whisper's decoder is unstable in float16 on MPS and repeats tokens.

Shorten the model picker labels to name plus download size and update the
STT tests for the new backend.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Studio: smooth dictation waveform and keep pill height

* Studio: align STT model dropdown width and tidy voice copy

* Studio: guide to local engine when browser dictation is offline

* Studio: clarify voice section and STT model copy

* Studio: keep STT warm with training-aware eviction

* Harden STT lifecycle and browser compatibility

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix model discovery test lint

* Harden cross-browser microphone errors

* Harden cross-browser microphone errors

* Surface voice test recognition errors and fall back to Studio TTS

- Voice test now toasts non-abort speech-recognition failures instead of
  ending silently, matching the main and Compare dictation paths.
- Read-aloud routes to the backend model when the runtime lacks Web Speech
  synthesis (audio-only WebView), so it no longer errors immediately.

* Fix reviewed STT lifecycle races

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Fix read-aloud fallback controls

* Guard read-aloud stop when deleting a non-speaking message

aui.message().stopSpeaking() throws unless this message is the one being
read aloud, so calling it unconditionally rejected the delete handler before
the message was removed. Only stop speech when this message is speaking.

* Cap recent dictation transcript length before persisting

Recent dictations only limited entry count, so a long transcript stored the
full text in the persisted voice settings and a few could exceed the
localStorage quota, throwing synchronously from the uncaught dictation cleanup
path. Truncate each entry on save and on hydration, matching the dictionary cap.

* Studio: keep dictation mic clickable and guide to local model

Register the dictation adapter unconditionally so the mic stays enabled
for any engine and starts working right after switching to the local
model on an already-open thread.

When the browser engine cannot run (Firefox, Brave, non-secure origins),
clicking the mic shows a toast that points to the local speech-to-text
model instead of leaving a disabled button. The toast stacks its action
below the text with a fully rounded button.

* Studio: add bottom padding below the dictation guidance toast button

* Studio: increase bottom padding under the dictation toast button

* Studio: add bottom padding inside the dictation toast button

* Studio: add five Whisper defaults and custom model search

Add private UnslothAI Tiny and Base mirrors to the curated local STT choices while keeping Small as the default. Let users search or paste a Transformers-compatible Whisper repository and validate it end to end.

Keep short dictations in one clip to avoid repeated padded encoder work, then split longer recordings near Whisper's 30-second boundary.

Update hidden model filters and tests, including the CPU-only CI runtime stub for PyAV.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Studio: use public Unsloth Whisper repositories

Point the Tiny and Base dictation defaults to the public unsloth repositories and remove the private mirror references from model filtering and tests.

* Studio: update Whisper download sizes

Reflect the cleaned public Tiny and Base repositories in the curated model labels.

* Studio: right-align STT model size, fix dropdown wheel scroll, refresh sizes

- Show the download size on the right of each model row so long names
  like Whisper Large v3 Turbo no longer hide it
- Update curated Whisper sizes to the safetensors weights actually
  downloaded: Tiny 151 MB, Base 290 MB, Small 967 MB
- Drive the model list scroll from a wheel handler so the mouse wheel
  scrolls it inside the Settings dialog, not just the scrollbar
- Add a search icon and shorten the placeholder to Search model

* Studio: do not search when a dictation model is picked, shrink repo label

- Treat the filled-in model text as a selection, not a query, so choosing
  a model no longer kicks off a Hugging Face search
- Make the repository line under each model name smaller

* Studio: tighten dictation model and local engine descriptions

* Studio: keep model display on pick instead of the query, shrink row text

- Guard the combobox input so selecting a model shows its name and does
  not echo the typed query back or start a search
- Map the item label to the friendly display so picks fill the field
- Reduce the model name and size text in each row

* Studio: show only the model name in the dictation field, shrink size label

- Drop the download size from the search field; the name alone is shown
  once a model is selected, with sizes kept in the dropdown list
- Reduce the size label text in each row

* Studio: clarify the dictation model description

* Studio: drop Hugging Face from the dictation model description

* Studio: move the dictation dictionary to its own Manage subpage

- Replace the inline entry list with a Manage row, matching Dictation
  history, so a long dictionary no longer crowds Voice settings
- Add a DictationDictionaryView subpage that holds the entry editor

* Studio: match STT field font, use best voice for System default

- Bump the dictation model field text to text-sm so it matches the
  engine dropdown next to it
- Resolve the System default read-aloud voice to the top curated voice
  instead of the browser default, which is a robotic legacy voice on macOS

* Studio: rerank read-aloud voices and drop duplicate voice entries

- Rank by vendor quality, then the user's locale, then a preferred list of
  natural voices, so the best voice leads instead of the first alphabetically
- Collapse voices that macOS reports twice under one name and language

* Studio: fold dictionary and recents into the dictation section

- Drop the separate Dictation dictionary and Recent dictations headings;
  their Manage rows now sit under Dictation, split by the row divider
- Shorten the custom spellings description

* Studio: add search and sort to dictation history

- Filter saved dictations by text with a search field
- Sort by newest, oldest, or A to Z; show a no-matches message
- Keep Clear all available regardless of the current filter

* Studio: settle cancelled STT loads before training and fix dictation review items

Wait for a cancelled STT load to exit and release its memory before
reporting it freed for training, so the loader cannot still be inside
from_pretrained()/.to(device) holding VRAM when the training subprocess
starts. A load that finishes before observing the cancel now gets
unloaded so the memory is actually reclaimed.

Clear the accelerator cache before the CPU fallback in load() so a failed
CUDA/MPS load does not strand reserved VRAM once the sidecar is marked
CPU-resident.

Send the saved Hugging Face token when polling STT download progress so a
gated or private repo resolves and shows the correct Load/Downloaded
state instead of reporting missing.

Mark the composer Dictate button as type="button" so clicking it does not
also submit the draft when the composer already has text or attachments.

* Studio: pin dictation settings per session and close STT startup races

Capture the STT model and language when a dictation session starts and
pass them to every queued segment and the warm-up load, so changing the
model or language mid-recording no longer transcribes the same clip with
the wrong model or a model that is not downloaded.

Check the local runtime at the top of transcribe(), before the model
cache lookup and the bounded audio decode, so a server missing PyTorch or
Transformers returns 501 up front instead of decoding a long clip first.

Treat the training startup window as active for STT device selection.
start_training frees VRAM in before_spawn but only assigns _proc later, so
a concurrent STT load could take the GPU that was just cleared. A startup
flag now reports training active from the free until the process is live,
forcing those loads to CPU; a finally clears it on every exit.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Studio: stub the STT runtime check in transcribe orchestration tests

transcribe() now verifies the local runtime up front, so the unit tests
that exercise transcription orchestration must treat the runtime as
present to keep passing where PyTorch, Transformers, and PyAV are not
installed. Stub ensure_stt_available in the shared fixture and restore
the real check in the availability and load-rejection tests.

* Harden custom Whisper dictation models

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Add whisper.cpp dictation engine with per-engine downloads and history rework

Engines
- New GGML STT sidecar that runs a managed whisper-server subprocess with
  idle unload, plus a pinned static build script (scripts/build_whisper_cpp.sh)
- Dictation engine picker now offers Browser, Local transcription
  (whisper.cpp), and Local transcription (Transformers)
- Both local engines serve the same five curated Whisper models and download
  them directly with byte-level progress reported by /audio/stt/status
- Models auto load on selection and when their download finishes
- Unload and training admission account for both engines

Benchmarks (Apple Silicon, greedy, warm, same checkpoints)
- whisper.cpp transcribes 2.4x to 5x faster than Transformers and loads in
  about 0.45s vs 0.86s for Whisper Small
- whisper.cpp GGUF path is unchanged by the Transformers addition
  (load 0.445s -> 0.444s, short clip 0.391s -> 0.347s, long 1.197s -> 1.129s)

Voice settings UI
- Plain curated model select replaces the searchable combobox
- Single download progress bar with transfer rate for both engines
- Dictation history now stores every dictation with Show more pagination,
  a top Clear history action, and links back to the chat it was spoken into
- Archived chats dialog gets the same pagination
- Delete dialog offers deleting a dictation together with its chat

Tests: 88 backend STT tests pass, including new snapshot download coverage.
Frontend typecheck, lint, i18n parity, and production build pass.

* Merge local engines into one option and source GGML models from unslothai

Engine selection
- The dictation engine dropdown is back to two choices: Browser and Local
  transcription. The selected model decides the backend: curated ids run
  GGML checkpoints through whisper.cpp, searched Hugging Face repositories
  run safetensors through Transformers
- Model picker lists the curated models and searches Hugging Face for other
  Whisper repositories, validating them before selection. The trigger is a
  plain button so the selection never renders inside a text input
- /audio/stt/status accepts a model query param so downloaded state works
  for custom repositories; the engine param on load, transcribe, and
  download routes is derived from the model everywhere

Model source
- Curated GGML checkpoints now download from the Unsloth-hosted
  unslothai/whisper-*-GGUF repositories (one repo per model) instead of
  ggerganov/whisper.cpp; cache lookups, progress totals, and in-flight blob
  tracking are per-model

Fixes
- Voice settings and dictation history were not persisting: the quota-safe
  localStorage wrapper was declared after the store that uses it, so the
  persist storage factory failed silently. Every settings write also threw
  mid-click, which kept the model picker popover from closing on selection
- is_model_downloaded now verifies config, preprocessor config, and real
  weight files instead of trusting an offline snapshot lookup, so a partial
  download left by an aborted fetch shows the Download button instead of
  failing to load
- Removed whisper.cpp mentions from user-facing text: the ready status
  shows Loaded instead of the runtime name, picker rows show the source
  repository, and runtime error messages say local transcription runtime

Verified with automated browser sessions and live API checks: selection
closes the picker with no page errors, persisted settings hydrate on
reload, a stale partial snapshot triggers download then loads on MPS and
transcribes, and curated models download from the unslothai repos. 88
backend STT tests, typecheck, lint, i18n parity, and build pass.

* Skip the duplicate source line for custom models in the STT picker

A custom repository's display name is its id, so search results and the
appended current selection rendered the same string twice. The source
line now only renders when it differs from the name; curated rows keep
their name, unslothai source repository, and download size.

* Verify every shard of a sharded checkpoint in the downloaded check

A snapshot holding one of N shards (or a corrupt shard index) passed the
downloaded check and then failed at load. When model.safetensors.index.json
exists, every shard in its weight map must now be present. Found by
simulation; covered by a regression test.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Rename stale _starting references in the pump resilience tests

The startup flag on TrainingBackend was renamed to _spawn_in_progress but
two tests added alongside it still asserted on the old name, failing the
Python 3.11 to 3.13 CI jobs.

* Make the selected model row clearly highlighted in the STT picker

The current selection was a faint background tint. It now uses the accent
background with a medium weight name. Two line rows use a small corner
radius; single line custom repo rows keep the pill shape.

* Address review feedback on STT snapshot checks, VRAM release, and dictation UX

Verify snapshot completeness in the load preflight so a partial download
fails before the audio is decoded, for curated and custom repos alike.
Drop the failed accelerator traceback before the CPU retry so the cache
clear can actually release that memory. Keep unloading the GGUF sidecar
after cancelling an in-flight Transformers load; both engines can hold
memory at once. Allow Auto language with English-only .en checkpoints,
matching the backend which sends no forced language. Keep the discard
button usable while a transcription is pending so a slow or hung request
cannot trap the composer in dictation mode. Stop linking Compare and
settings test dictations to the unrelated active single chat thread.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Move the CPU retry out of the exception handler

On Python 3.10 the interpreter exception state keeps its own reference
to the traceback, so dropping it from the caught exception was not
enough to release the failed accelerator load during the retry. Leaving
the handler before clearing the cache works on every supported version.

* Address review feedback on session handoff, chat pinning, and server lifetime

Starting a dictation from a second entry point now cancels the session
it replaces, so the old recording cannot keep the microphone open or
save a transcript with no discard button pointing at it. The linked
chat is pinned when recording starts, so switching threads while a
transcription finalizes cannot relink the transcript to the newly
opened chat. whisper-server is now bound to Studio's lifetime like the
other long-lived children: PDEATHSIG on Linux, the parent job object on
Windows, and pid adoption so the shutdown sweep reaps it; before this
it survived a Ctrl+C exit as an orphan still holding the model.

* Remove the dictation mic test from Voice settings

The composer dictate button covers the same check, so the test row, its
transcript panel, the unsupported fallback row, and their strings and
search entry are gone.

* Studio STT: gate GGUF whisper-server on training and fix dictation retry and dictionary edits

GGUF (whisper.cpp) sidecar:
- Launch whisper-server with --no-gpu while training is active, mirroring the Transformers sidecar's CPU device choice, so a mid-training dictation cannot reclaim the VRAM training just freed.
- Report is_loading() during whisper-server startup so training VRAM admission accounts for the accelerator memory it is about to bind.
- Require PyAV in is_available() so /audio/stt/status reports the engine unavailable when uploads cannot be decoded, instead of loading fine and then 501ing at transcription.
- Reject a missing model before decoding audio, matching the Transformers download preflight.

Voice settings:
- The download Retry button now restarts the download; the sidecar error is sticky until a new start(), so re-polling alone never cleared it.

Dictation dictionary:
- Tabbing from an emptied entry to its remove button no longer commit-splices the row first, which shifted indices and deleted the wrong entry.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Studio STT: fix curated GGUF whisper filenames to match hosted repos

The unslothai/whisper-*-GGUF repos host the checkpoint as whisper-<id>.bin,
not ggml-<id>.bin, so every curated dictation download and cached-path
lookup 404'd and the whisper.cpp engine could never load a model. Point
GGML_STT_MODELS at the real filenames and guard the naming with a test.

* Studio STT: validate a custom dictation repo before downloading it

The Transformers STT engine accepts an arbitrary owner/model repo, but the
download route handed it straight to snapshot_download, pulling a possibly large
non-Whisper repository into the shared HF cache. Confirm the repo is a Whisper
checkpoint first with the existing metadata-only validate_remote_model (no
weights); curated ids short-circuit and the GGUF engine (curated-only) is
unaffected. A non-Whisper repo now 422s before any download.

* Studio STT: preempt a still-loading GGUF server for training admission

A whisper-server still in its startup window binds accelerator memory but has no
loaded_model yet, so training admission could miss it and launch into an OOM.
Make the GGUF startup cancellable (cancel_pending_load signals an abort event and
terminates the starting process without the load lock; _wait_for_server observes
it and raises SttLoadCancelledError; wait_for_load_to_settle blocks on the lock
until the killed server is reaped), and always fold the GGUF sidecar into the
resident-STT summary so a resident Transformers model cannot mask a loading GGUF
server. free_stt_model_for_training now cancels an in-flight load and waits for it
to settle before training claims the memory.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Studio STT: fall back to Transformers when whisper-server is absent

A curated dictation model (including the default small) hard-pinned the GGUF
engine, but standard installs do not ship whisper-server, so every recording
501'd instead of using the Transformers engine that serves the same checkpoint
-- the GGUF sidecar's own documented contract. Add _resolve_serving_stt_engine:
a GGUF request for a curated id (the only ids GGUF accepts, all Transformers-
servable) downgrades to Transformers when whisper-server is unavailable, applied
consistently to download, load and transcribe (not unload, which targets a
specific engine). The Voice tab likewise falls back to the Transformers status so
the model is not shown unavailable and download is not blocked.

* Studio STT: hide custom Whisper caches from the legacy model pickers

The legacy /cached-models (and /cached-gguf) routes called is_hidden_model with
only the owner/model id, which cannot reach the config-based Whisper check, so a
downloaded custom (non-curated) Whisper checkpoint was still offered as a chat
model. Pass the cached snapshot path so _path_is_whisper_model inspects the repo
config and hides it, matching the discovery route.

* Studio STT: hide GGUF dictation repos, lock-free status, unload fallback, split training eviction

- Hide the curated GGUF dictation repos (unslothai/whisper-*-GGUF) from the chat
  model inventory and pickers, backend and frontend. Only their Transformers
  safetensors companions were hidden; the GGUF repos use a different org and a
  -GGUF suffix and carry a raw .bin with no whisper config.json, so they leaked
  into chat pickers.
- Make the GGUF sidecar loaded_model/device accessors lock-free, mirroring the
  Transformers sidecar. transcribe() holds self._lock across the whole inference
  call, so /audio/stt status polls and training admission previously blocked
  behind an in-flight transcription.
- stt_unload resolves through the serving resolver: a "gguf" pick on a host
  without whisper-server is served by the Transformers fallback, so unload must
  target that engine or the resident model is never freed. Unload also attempts
  every engine even if one raises, so a failure freeing one backend no longer
  skips the other.
- free_stt_model_for_training frees the Transformers and GGUF sidecars under
  independent exception boundaries so a failure unloading one no longer skips
  the other before training claims the memory.

Adds tests/test_stt_review_fixes.py covering all four.

* Studio STT: resolve Auto dictation language for the model engine + snapshot process liveness

- The model dictation adapter sent the raw setting (the literal "auto") to the
  backend, while the browser engine resolves Auto via resolveDictationLanguage.
  A batch of non-English voice notes came back mostly English on Auto. Add
  resolveModelDictationLanguage: only the literal "auto" is resolved to a
  concrete locale, gated so it becomes a language the model AND Whisper can
  honor (mirroring the backend's known-whisper-languages set); an explicit
  language, or a locale Whisper cannot honor, stays unchanged/auto-detect. Wire
  it into both adapter call sites.
- GgmlSttSidecar._process_alive() read self._process twice; a concurrent
  unload() nulls it under the lock while loaded_model/device read lock-free, so
  a null between the two reads called None.poll(). Snapshot once. Adds a
  deterministic regression test.

* studio: tighten comments and docstrings in the dictation modules

* studio: harden dictation model downloads, GGML readiness, and recording paths

Address review findings on the STT dictation feature:

- build_whisper_cpp.sh refuses to delete a whisper.cpp tree under a custom
  Studio home unless it carries the Studio ownership marker, matching the
  setup.sh policy, and marks trees it creates
- _snapshot_is_complete validates every shard of a sharded PyTorch
  (pytorch_model.bin.index.json) checkpoint like the safetensors path, and
  requires tokenizer assets (tokenizer.json or vocab.json + merges.txt)
- custom-repo downloads pin the revision resolved at validation time and
  restrict snapshot_download to the model/tokenizer/config/preprocessor file
  classes Studio loads
- the GGML sidecar holds its port reservation until just before spawning
  whisper-server and only accepts readiness from a responder that both looks
  like whisper.cpp's server and belongs to the still-running managed child,
  probing twice, so mic audio cannot be posted to a foreign local process
- the recording adapter transcribes every non-empty segment; the RMS meter
  only shapes segment boundaries and can no longer discard quiet speech
- Compare-pane dictation can cancel a pending transcription on second click,
  with the button relabeled while finalizing
- localStorage quota recovery halves the dictation history until the save
  fits, so small histories shrink too
- the System default TTS voice resolves to the platform default voice
- new dictation UI imports go through the chat and hub feature barrels

Regression tests cover the build-script gate, sharded PyTorch and tokenizer
completeness, revision pinning and allow patterns, and the whisper-server
readiness probe.

* Fix STT download and voice picker follow-ups

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Add dictation button regression coverage

* Studio: prebuilt whisper.cpp via the shared llama.cpp install core, slim bundles paired to the llama prebuilt (#7294)

* Studio STT: add prebuilt whisper.cpp (whisper-server) installer

New install_whisper_prebuilt.py downloads a per-platform whisper-server
bundle published by the unslothai/whisper.cpp prebuilt CI into the managed
whisper.cpp dir (build/bin/whisper-server) so local dictation needs no
compiler. Mirrors install_node_prebuilt.py / install_llama_prebuilt.py:
host + backend detection, sha256 pins (whisper_prebuilt_pins.json) as the
trust anchor, staging + install lock + atomic swap, traversal-safe extract,
co-located shared libs (RUNPATH=$ORIGIN), an UNSLOTH_WHISPER_PREBUILT_INFO.json
marker with idempotent "already matches", and exit codes 0/1/2/3. Not wired
into setup yet; the pins ship empty so every asset fails closed until the
first fork release is published and its digests are reviewed in.

* Studio STT: install prebuilt whisper.cpp during setup and update

Add a fail-open whisper.cpp block to setup.sh after the llama.cpp section so
`unsloth studio update` (and a fresh install) fetch the prebuilt whisper-server
into the managed whisper.cpp dir the sidecar discovers. It skips a user-set
WHISPER_SERVER_PATH/UNSLOTH_WHISPER_CPP_PATH, honors UNSLOTH_SKIP_WHISPER_INSTALL,
forwards the resolved ROCm gfx, and never aborts setup: a busy install keeps the
existing runtime, and an unavailable prebuilt stays quiet (source build is opt-in
via UNSLOTH_WHISPER_FORCE_COMPILE) since Transformers STT and browser dictation
remain. Register UNSLOTH_WHISPER_PREBUILT_INFO.json as Studio-owned evidence.

* Studio STT: harden whisper-server child env + WSL ROCm detection

- Sidecar spawns whisper-server with a scrubbed child env that prepends the
  binary dir (co-located GPU libs) to the loader path, and on WSL2 ROCm loads
  the system HIP first (HSA_ENABLE_DXG_DETECTION=1) so a bundle's bare-metal HIP
  does not segfault on /dev/dxg. Secret-bearing vars are dropped from the child.
- find_whisper_server_binary now requires an executable, not just a file.
- Installer rocm probe passes HSA_ENABLE_DXG_DETECTION and falls back to
  /opt/rocm/bin/rocminfo so a WSL ROCm host is not misdetected as CPU-only;
  gfx parsing skips the gfx000 CPU agent and generic ISA lines.
- Tests for the child env (secret scrub, lib dir, WSL HIP precedence), the
  executable check, and the WSL rocm detection.

* Studio STT: in-app whisper.cpp prebuilt update stack + ship pins in the wheel

Mirror the llama.cpp update stack for the whisper.cpp prebuilt so Studio can
detect and install a newer whisper-server release from inside the app:
- backend/utils/whisper_cpp_freshness.py: read UNSLOTH_WHISPER_PREBUILT_INFO.json
  and compare the installed release against the newest unslothai/whisper.cpp
  release. Whisper tags are v<upstream>-unsloth.<N>, so is_behind compares a
  (major, minor, patch, serial) key with a strict downgrade guard; 24h cache;
  fail-open.
- backend/utils/whisper_cpp_update.py: run install_whisper_prebuilt.py to fetch
  and atomically swap the newest bundle, unloading the warm GGUF sidecar first.
- backend/routes/whisper.py mounted at /api/whisper (update-status + update).
- pyproject: add whisper_prebuilt_pins.json to studio package-data so the
  installer's trust anchor ships in the wheel (it is a data file, not a .py
  module, so package discovery alone does not include it; node_prebuilt_pins.json
  is listed for the same reason). Without this a pip-installed wheel had no pins
  and the prebuilt install aborted to Transformers STT.
Adds test_whisper_cpp_freshness.py (version parser, is_behind matrix + downgrade
guard, marker layouts, stale decision, fail-open).

* Studio STT: verify whisper prebuilts via the release checksum index, like llama.cpp

Re-align the whisper.cpp prebuilt installer to install_llama_prebuilt.py's trust
model: instead of a committed whisper_prebuilt_pins.json, verify every download
against the release's own whisper-prebuilt-sha256.json checksum index, fetched
from the same GitHub release.

- parse_release_checksums / fetch_release_checksums / expected_sha256_for replace
  the pins layer. The index is validated for schema/component and that its
  release_tag matches the resolved release; an asset absent from it, a release
  that does not publish it, or a manifest sha256 that disagrees with it all fail
  closed to a source build.
- resolve_release_tag now resolves the newest published release at runtime (or an
  explicit --published-release-tag), matching llama and the freshness check;
  removed the pinned-default and the UNSLOTH_WHISPER_ALLOW_UNVERIFIED opt-in.
- Delete studio/whisper_prebuilt_pins.json and drop its pyproject package-data
  entry (nothing to ship now, same as llama which has no committed pins).
- Adds test_install_whisper_prebuilt_checksums.py (index parser, fail-closed on
  uncovered asset, tampered-manifest guard, newest-release resolution).

This is a same-origin checksum (integrity, not authenticity), identical to the
llama.cpp installer; pair releases with GitHub artifact attestations for provenance.

* Resolve whisper prebuilt release via the download host (no GitHub API)

Mirror install_llama_prebuilt.py's fast path: resolve the release tag from
the releases/latest redirect and fetch the manifest + checksum index from
constructed releases/download URLs, so the common install path makes zero
api.github.com calls (unauthenticated api.github.com is capped at 60 req/hour
per IP; the download host is not). Fall back to the GitHub API only on a 404,
malformed asset, or tag mismatch.

* Studio STT: coverage-aware whisper prebuilt selection via a shared core

whisper's select_artifact returned the first os/arch/backend manifest match and
ignored the SM-coverage fields the release manifest already carries, so a
Blackwell B200 (sm_100) was served cuda12-legacy (sms 50-61) -- runnable only via
forward PTX JIT. install_llama_prebuilt.py on the same host correctly picks
cuda13-newer.

Extract the coverage-aware selection into a shared, component-agnostic core under
studio/backend/utils/prebuilt/ (selection + GPU host-capability detection), lifted
from llama's linux_cuda_choice_from_release / _artifact_covers_sms / _sm_range and
generalised over a normalised artifact. whisper's HostInfo now records the GPU
compute caps + driver CUDA version (honoring CUDA_VISIBLE_DEVICES), and
select_artifact routes CUDA/ROCm through the shared selector: every visible SM
must be covered, the tightest-covering profile wins (Blackwell-aware runtime-line
ordering), ROCm matches the gfx target exactly, and an uncovered GPU falls back to
the CPU bundle. CPU/Metal/Vulkan keep first-match. The resolver JSON, exit codes,
and "already matches" contract are unchanged.

On the B200 the installer now resolves cuda13-newer, matching llama.

* Studio STT: gate whisper CUDA selection on the on-disk runtime, like llama

The prebuilt CUDA bundles are dynamically linked and intentionally do NOT ship
libcudart/libcublas -- they load the same runtime the host already has. So the
driver's advertised CUDA version is only an upper bound: a cuda13 bundle still
needs cuda13 runtime libraries present on disk. Port llama's on-disk runtime
scan (detected_linux_runtime_lines / detected_windows_runtime_lines) into the
shared core and intersect it with the driver-compatible lines in
select_cuda_attempts. A host with a cuda13 driver but only cuda12 runtime (e.g.
torch-cuda12) now correctly gets a cuda12 bundle instead of an unloadable cuda13
one; a host with no CUDA runtime at all falls back to CPU.

Fixes a glob bug in the port (any(Path(d).glob(p) for d in dirs) tests generator
truthiness, not a match) that made every major report present; add a real
filesystem test that exercises the scan.

* studio: harden shared prebuilt core to full llama parity

Apply the review findings on the shared coverage-aware prebuilt-consumer
core so whisper.cpp selection is exactly equivalent to the llama.cpp path.

hosts.py: port llama's CUDA_VISIBLE_DEVICES handling. A GPU hidden by an
index/UUID selector now reports has_usable_nvidia False instead of staying
usable, via supports_explicit_visible_device_matching plus the physical /
explicit-match branches, and _select_visible_rows now matches rows the way
llama does (index or UUID, gpu- prefix optional) and skips unmatched tokens
rather than keeping all rows. Adds the Linux /proc/driver/nvidia/gpus
fallback and has_physical_nvidia. Adds parse_macos_version.

runtime_libs.py: the Linux on-disk scan now requires the exact libcudart /
libcublas SONAME (libcudart.so.13), not a libcudart.so.13* glob, so a bare
versioned file without the SONAME symlink no longer counts as loadable.
Hardens the ldconfig parse against an empty left-hand side.

selection.py: fix the Blackwell/torch reordering so it keys on the covering
runtime lines (falls through to the torch preference when the covering lines
were filtered out), matching linux_cuda_choice_from_release. Corrects the
compatible_runtime_lines_for_driver docstring: the bundles do not ship the
CUDA runtime, so the driver version is only an upper bound and the caller
must intersect with the on-disk scan.

install_whisper_prebuilt.py: enforce a macOS artifact's min_os (new
HostInfo.macos_version) so a bundle that cannot load on the host OS version
is dropped. Keep resolver stdout to only the JSON line by leaving logs on
stderr in --resolve-prebuilt mode, and map an unexpected probe failure to
prebuilt_available False instead of a traceback.

Tests: new host-probe suite for the visible-device logic, exact-SONAME
runtime-scan cases, macOS min_os filtering, resolver stdout-only-JSON,
exit-code mapping, and the repo key.

* studio: fix whisper prebuilt selection + launch parity gaps from review

A parallel review surfaced integration defects where the whisper path could
select or launch a bundle that cannot run on a concrete host. Each is fixed to
match install_llama_prebuilt.py.

macOS min_os: the manifest labels macOS requirements as macos-<version>
(e.g. macos-14.0), which the version parser could not read, so the guard was a
no-op and a macOS-13 host would install the macos-14 Metal bundle. Strip the
platform prefix before parsing.

ROCm gfx detection: _detect_rocm_gfx returned the first gfx token and ignored
HIP_VISIBLE_DEVICES / ROCR_VISIBLE_DEVICES / CUDA_VISIBLE_DEVICES. Since exact
ROCm matching treats that token as the active GPU, a mixed APU + dGPU host
(gfx1151 + gfx1100) with HIP_VISIBLE_DEVICES=1 installed the wrong archive. Route
through a shared pick_rocm_gfx_target (lifted from llama) that parses per-GPU
sections and honors the visibility vars (empty / -1 -> no AMD GPU).

--rocm-gfx override: recording the arch without setting has_rocm left the host on
its CUDA/CPU path so the ROCm bundle was never picked. --rocm-gfx now implies
has_rocm and clears NVIDIA state, like llama's _apply_host_overrides.

CUDA launch env: a CUDA bundle ships the ggml CUDA backend but not
libcudart/libcublas, and the sidecar launch env exposed only the bundle dir, so
on a host whose CUDA runtime lives only in the PyTorch wheels the selection would
gate cuda usable but the server could not load it. Add the CUDA-from-PyTorch
runtime dirs to the child loader path for CUDA bundles (bundle dir still first),
mirroring binary_env.

Also normalize a manifest artifact's supported_sms defensively (parity with
llama's parser) and document that blackwell_min_toolkit_for_caps is retained for
the Phase B llama Windows path.

Not changed (verified parity, not defects): Linux/Windows min_os is enforced
nowhere in llama (macOS only); the resolver is optimistic about the checksum
index and the install path verifies.

* studio: tighten prebuilt-core code comments

* studio: lift shared prebuilt installer core out of the whisper installer

* studio: reuse the llama.cpp prebuilt installer machinery for whisper

* studio: unify llama and whisper prebuilt installers on a shared descriptor core

* studio: consolidate prebuilt installer tests into the shared core suite

Grow tests/studio/install/test_prebuilt_core.py from 62 to 164 tests so every
component-agnostic behavior runs against both descriptors: the full seven
profile CUDA release matrix (multi-GPU, on-disk runtime gating, shuffle
stability, missing SM metadata, dotted SM normalization, no-driver fallback
policy), the ROCm gfx family matrix, macOS min_os gating and its helper,
backend resolution incl. cpu-fallback precedence and Intel-mac auto detect,
checksum-index non-object and plain-lookup cases, the tar symlink/hardlink
extraction guards moved from the llama suite, and the compute-cap, visible
device, runtime-line and Blackwell helper value tables moved verbatim from
the llama characterization suites.

Delete only tests whose exact behavior the master now asserts for the same
component: 40 pure-alias helper cases in test_selection_logic.py (replaced by
value-identical master tables plus an alias-identity pin), 6 extraction moves
and the master-absorbed zip-symlink case in the llama logic suite, 3 routing
twins in test_rocm_support.py already pinned byte-for-byte in
test_selection_logic.py, the 2 Blackwell helper tables in the backend resolve
suite, 28 whisper logic tests and 10 whisper checksum tests re-asserted by
the master whisper parameterization. Wrapper wiring pins, the llama release
plan dialect, fingerprints and every llama-only behavior stay untouched.

* studio: dedupe sidecar and update helpers into the backend prebuilt package

* studio: chain whisper.cpp prebuilt updates onto the llama.cpp update flow

* studio: consume paired slim whisper prebuilts via the llama ggml runtime

* studio: serve every whisper backend from slim prebuilts

* studio: drop the whisper fat per-accelerator selection chain

unslothai/whisper.cpp releases are slim-only from v1.9.1-unsloth.2: one
ggml-less bundle per os/arch, paired to the llama.cpp prebuilt that provides
every ggml backend. Delete the whisper-side fat CUDA/ROCm/metal/vulkan
selection glue; keep slim selection + pairing, link_ggml_runtime, and one
legacy shape, the published fat CPU bundle of an explicitly pinned pre-slim
release. Exit 2 now reads as prebuilt unavailable (whisper never source
builds); setup already treats it that way.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Wire libomp runtime DLL alongside ggml in slim whisper installs

llama's clang-built windows-arm64 ggml-base.dll imports
libomp140.aarch64.dll, shipped in the llama bundle but not a system DLL.
Without it next to whisper-server.exe the loader fails with
STATUS_DLL_NOT_FOUND before main. MSVC x64 links vcomp140.dll from
System32 and Linux ggml uses system libgomp.so.1, so only windows-arm64
was affected. The empty-runtime guard still requires a real ggml
library; libomp alone is not a pairing.

* studio: drop whisper-side fat-selection support structure

Slim whisper bundles are selected per os/arch only; all accelerator
capability comes from the installed llama.cpp prebuilt, whose installer
already did the coverage-aware selection. Remove the machinery that only
existed to pick among fat per-accelerator whisper bundles:

- prebuilt_core: delete the generic CUDA/ROCm coverage selection
  (select_cuda_artifact, select_rocm_artifact, ArtifactView adapters,
  detected_cuda_runtime_lines, the exact-SONAME linux probe) that no
  shipped component routes through; llama keeps its own selection chain
  and whisper shadows select_artifact with the slim-only version.
  select_artifact is now a plain os/arch/backend first-match.
- install_whisper_prebuilt: drop the HostInfo CUDA fields
  (compute_caps, driver_cuda_version, torch_runtime_line) and the torch
  runtime probe that populated them; nothing reachable reads them, and
  the resolver payload sources runtime_line from the artifact.
- whisper_cpp_update: delete the standalone start_update job worker;
  whisper applies only run as the chained phase of the combined
  llama+whisper update. The status payload keeps its job field (idle).
- routes/whisper: drop the progress logger that could never fire.
- tests: remove tests of the deleted paths and tests duplicating the
  descriptor-parameterized core suite or the llama freshness suite.

Contracts unchanged: resolver JSON keys, exit codes, marker fields,
pairing logs, and the pinned pre-slim fat CPU escape hatch.

* Address review feedback on the whisper prebuilt update and install paths

- Pin the chained whisper phase to the release the freshness check
  offered, so the download-host latest pointer cannot reinstall an
  older build in a loop
- Wire the whisper prebuilt install into setup.ps1 (Windows setup
  previously skipped it entirely)
- Treat a non-executable server or missing wired ggml libraries as a
  broken install instead of reporting already matches
- Keep whisper sidecar reloads out of the job-level reload flag and
  resync chat state after a partial chained update that unloaded llama
- Repoint home and profile vars for the whisper-server subprocess at a
  managed scratch dir and drop credential-store pointers
- Clear the prebuilt marker before the opt-in source build overwrite
- Write the prebuilt marker with explicit utf-8 encoding

* Tighten comments in the whisper prebuilt consumer

* Harden the Windows whisper setup phase and the chained update edges

- setup.ps1: honor WHISPER_SERVER_PATH / UNSLOTH_WHISPER_CPP_PATH /
  UNSLOTH_SKIP_WHISPER_INSTALL, run the custom-home ownership guard
  before the atomic install, and forward the release-tag pin and ROCm
  hints like setup.sh
- sidecar: a cpu-selected install launches whisper-server with --no-gpu
  (slim wiring links every llama backend, so the flag is what keeps a
  deliberate CPU choice off the GPU)
- chained update: leave whisper unpinned on macOS (the llama phase can
  walk back there, and a newest-tag pin could be an impossible pairing
  on every retry) and treat installer exit 2 as kept-existing-runtime
  instead of failing the combined job
- job.to_tag now comes only from the llama phase, so a whisper-only
  round cannot report a llama update that never ran

* Fix slim whisper runtime follow-ups

* Address remaining whisper update reviews

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address remaining prebuilt update reviews

* Fix remaining chained update reviews

* Fix remaining whisper runtime review edges

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: danielhanchen <unslothai@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: oobabooga <112222186+oobabooga@users.noreply.github.com>

---------

Co-authored-by: danielhanchen <danielhanchen@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Unsloth <michaelhan@Michaels-MacBook-Pro.local>
Co-authored-by: oobabooga <112222186+oobabooga@users.noreply.github.com>
2026-07-23 01:39:03 -07:00
Leo Borcherding
430ada617a
installer: fix false "no GPU detected" on AMD hosts (dead KFD check) + clearer ROCm-less warning (#7314)
* installer: fix Linux AMD GPU detection + actionable ROCm-less warning

The rocminfo/amd-smi-less fallback in _has_amd_rocm_gpu keyed on a
/gpu_id/ line inside each KFD node's properties file, but gpu_id is a
separate sibling sysfs file and never appears in properties. The guard
never matched, so the fallback missed every AMD host without ROCm
tooling (e.g. a fresh CachyOS/Arch box) and reported 'no GPU detected'
despite vendor_id 4098 being present in the KFD topology.

Detect via vendor_id == 4098 directly: the KFD CPU node reports
vendor_id 0, so any 4098 node is an AMD GPU, while NVIDIA's KFD nodes
report 4318 and stay excluded.

Also rework the 'ROCm version could not be determined' warning into an
actionable message (install the ROCm/HIP SDK; Arch/CachyOS:
rocm-hip-sdk) so ROCm-less users know the concrete next step instead of
silently landing on CPU-only PyTorch.

* tests: replace the FNR==1 KFD invariant with the per-line vendor_id check

The FNR==1 reset guarded the old paired gpu_id+vendor_id awk against
cross-node state leakage. The new detection is a single atomic
vendor_id==4098 line condition, so there is no per-node state to reset;
assert the new invariant instead (single-line vendor match, and no
/gpu_id/ pattern, which never matched inside properties).

tests/studio/install/test_rocm_support.py: 344 passed, 2 skipped.

* installer: mirror the KFD vendor_id fix in setup.sh + honest CPU-fallback summary

Codex P2 follow-ups:
- studio/setup.sh carried the same dead gpu_id-inside-properties awk, so a
  host install.sh now routes to ROCm still failed setup's independent AMD
  re-probe and got a CPU llama.cpp. Use the same per-line vendor_id 4098
  check.
- When the AMD GPU is detected but the torch index stays CPU, the summary
  printed the old false diagnosis (gpu none / "No GPU detected"). Gate both
  on _has_amd_rocm_gpu and say what actually happened: AMD GPU present, no
  usable ROCm, CPU fallback.
- Structure test asserting setup.sh's KFD awk stays in sync with install.sh.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Keep KFD-only AMD hosts on the CPU fallback (Codex P2s)

The KFD-topology fix makes _has_amd_rocm_gpu / _setup_amd_detected true on hosts that expose an AMD GPU to the kernel but ship no rocminfo/amd-smi. Detection alone does not mean ROCm is usable or that the gfx arch is known, and two downstream paths wrongly assumed it did:

- studio/setup.sh forwarded --has-rocm with no gfx, so install_llama_prebuilt found no per-gfx bundle and dropped to a HIP source build (slow, or a hard failure without build deps) instead of the CPU prebuilt these hosts used to get. Now --has-rocm is forwarded for a gfx-unknown host only when hipcc is present; otherwise it keeps the CPU prebuilt.

- install.sh get_torch_index_url selected a generic rocmX.Y index whenever the ROCm version was readable, but the Strix reroute only learns gfx from rocminfo/amd-smi, so a Strix KFD-only host landed on the broken _grouped_mm wheels. Now, when neither rocminfo nor amd-smi is present (gfx unknowable), it stays on CPU with a hint to install them.

Detection and the improved diagnostics are unchanged; only the routing for gfx-unknown KFD-only hosts is made safe. Adds tests for both gates.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Harden KFD-only fallback: probe gfx, accept versioned hipcc (Codex P2s)

Follow-up to the previous commit's two guards:

- install.sh: the KFD-only torch guard tested only 'command -v rocminfo/amd-smi', so a host where those binaries exist but do not enumerate the GPU (gfx unreadable) slipped through and, with hipconfig/rocm-core present, still got a generic rocm index -- breaking Strix. Now it actually reads the gfx (rocminfo, then amd-smi list / static --asic, the same probe the reroute uses) and falls back to CPU whenever the arch is unreadable, not just when the binaries are absent.

- studio/setup.sh: the hipcc gate missed a HIP toolchain installed only under a versioned prefix (/opt/rocm-*/bin/hipcc), which the source build at setup.sh:1663 does support, so such hosts were dropped to the CPU prebuilt unnecessarily. The gate now also accepts /opt/rocm-*/bin/hipcc.

Tests updated to assert the gfx-read (not binary-presence) gate and the versioned hipcc path; full test_rocm_support.py green (347 passed). Verified the gfx probe by execution: rocminfo-with-no-gfx now routes to CPU, amd-smi fallback still resolves gfx.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Honor UNSLOTH_ROCM_GFX_ARCH before the CPU fallback for PR #7314

Seed both the gfx-unknown guard in get_torch_index_url and the Strix reroute
from UNSLOTH_ROCM_GFX_ARCH before probing rocminfo/amd-smi, so a host that
names its arch reaches the correct rocm index instead of being forced to CPU
(or to the generic wheels) when the runtime probes can't enumerate the GPU.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Probe gfx with visibility masks cleared for PR #7314 (Codex P2)

rocminfo/amd-smi honor ROCR/HIP_VISIBLE_DEVICES, so a container that masks the
GPU (e.g. ROCR_VISIBLE_DEVICES=-1) would make the gfx probe read nothing and
force CPU torch, even though the KFD-based AMD detection is env-independent and
hipconfig can still supply the ROCm version. Clear the visibility masks for the
rocminfo/amd-smi arch probe only (the Strix reroute keeps them for per-GPU index
selection), so a masked/container host keeps its ROCm route.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Re-probe gfx unmasked in the Strix reroute when a mask hides all agents for PR #7314 (Codex P2)

* Remove leftover conflict marker from the test merge

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Report an explicit CPU pin instead of a ROCm misdiagnosis for PR #7314 (Codex P3)

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Trigger the reroute re-probe on a set-but-empty visibility mask for PR #7314 (subagent review)

* Guard the ROCm version chain against set -e when no source exists for PR #7314 (simulation find)

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* Preserve the inferred-gfx reroute for KFD-only hosts (Codex P2)

The gfx-unknown CPU guard in get_torch_index_url fired before the
runtime-less reroute could run: with the KFD topology fix,
_has_amd_rocm_gpu is true on KFD-only hosts, so the reroute's
'! _has_amd_rocm_gpu' gate never let _infer_linux_amd_gfx_arch route
them to AMD per-arch wheels, regressing inferable boxes (PCI/cpuinfo/
lspci) from arch-specific PyTorch to CPU-only.

- Factor the override->rocminfo->amd-smi gfx probe (masks cleared)
  into _probe_amd_gfx_arch, shared by the guard and the reroute gate
  so the two can't disagree on what 'readable' means.
- Reroute gate now also fires when the GPU is detected but the probe
  is empty (KFD-only). Deliberate CPU fallbacks (old/unreadable ROCm
  version) all had a readable gfx and stay excluded.
- The guard defers to the reroute (no false 'installing CPU-only
  PyTorch' promise) only when inference yields a supported family;
  otherwise the actionable CPU warning is unchanged.

Executed tests: KFD-only host reroutes to repo.amd.com per-arch wheels
and exports UNSLOTH_ROCM_GFX_ARCH for setup.sh; readable-gfx CPU
fallback stays un-rerouted; undetected-GPU reroute unchanged; the
guard's three inference outcomes covered. Suite: 375 passed, bash -n
clean on both scripts.

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* Fix two false diagnostics on the KFD-only paths (Codex P3s)

1. get_torch_index_url: with UNSLOTH_ROCM_GFX_ARCH set on a KFD-only
   host that has no ROCm version sources, the no-version endpoint
   printed 'falling back to CPU-only PyTorch' even though the reroute
   (gated on the override) then installs the per-arch wheels. When the
   override maps to a wheel family, defer with an accurate message;
   an unmappable override keeps the CPU warning since the reroute
   can't route it either.

2. Runtime-less reroute: the KFD-only branch reached the warning
   'ROCm runtime not visible (/dev/kfd, rocminfo, amd-smi)' although
   /dev/kfd is exactly what detected the GPU. The diagnostic now
   distinguishes KFD-visible/tooling-blind hosts from truly
   runtime-invisible ones.

Executed tests: supported override defers without the false CPU
warning, unsupported override and readable-gfx no-version hosts keep
it; KFD-only reroute emits the KFD wording, undetected-GPU reroute
keeps the original. Version sources are shimmed so the tests hold on
dev boxes with a real hipconfig. Suite: 376 passed, bash -n clean.

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---------

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Co-authored-by: Daniel Han <danielhanchen@gmail.com>
2026-07-23 00:42:03 -07:00
Souravrajvi0
978ae4745b
fix(install): infer Strix gfx when ROCm runtime is absent (#7305)
* fix(install): infer Strix gfx when ROCm runtime is absent

When /dev/kfd and rocminfo are missing on Linux (e.g. Arch/CachyOS Strix
Halo), route to AMD per-arch wheels via cpuinfo/lspci inference instead
of CPU-only PyTorch. Mirrors install.ps1 Windows behavior and fixes
studio update via install_python_stack.py (unslothai#7301).

* Map Radeon 8065S to gfx1151 in the Linux gfx inference (Codex P2)

install.sh _infer_amd_gfx_arch_from_gpu_name missed 8065S, so a Strix Halo host that only exposes 'AMD Radeon 8065S' via lspci (no Ryzen AI Max branding in /proc/cpuinfo) was left on CPU torch. setup.sh and setup.ps1 already list 8065S -> gfx1151. Added it, and widened the cpuinfo regexes (install.sh and install_python_stack.py) from Radeon 80[0-9]0S to 80[0-9][05]S to match the 80X5S naming, consistent with the display-side check already in install.sh. Tests cover the 8065S name and the cpuinfo-only case.

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* Gate the Linux gfx inference out of WSL without the ROCDXG runtime for PR #7305

On WSL /proc/cpuinfo and lspci still see the host APU, so a standalone
'unsloth studio update' could infer gfx1151 and install per-arch ROCm wheels
into a WSL env whose ROCDXG bridge (librocdxg) was never bootstrapped, i.e. one
that cannot expose the GPU. Skip the cpuinfo/lspci inference on WSL unless
librocdxg is present; an explicit UNSLOTH_ROCM_GFX_ARCH override still wins.

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* Address Codex review on PR #7305 (WSL runtime gate, Linux mirror, arch guard)

- install.sh _infer_linux_amd_gfx_arch: skip the cpuinfo/lspci inference on WSL
  unless librocdxg is present (the ROCDXG bridge), mirroring the Python fix, so a
  WSL box whose ROCm bootstrap was skipped keeps the CPU fallback instead of
  installing AMD wheels that cannot reach the GPU. The explicit UNSLOTH_ROCM_GFX_ARCH
  override still returns first, so it stays authoritative.
- install.sh: guard the inferred-gfx reroute on x86_64|amd64. ROCm torch wheels are
  not published for arm64, so an inferred/overridden gfx no longer pushes an arm64
  host to the AMD arch index (get_torch_index_url returns CPU there).
- install_python_stack.py _amd_arch_index_url: honour UNSLOTH_AMD_ROCM_MIRROR on
  Linux (the same var install.sh uses) instead of the Windows mirror var, so a
  mirrored/air-gapped Linux 'unsloth studio update' reaches the index install.sh
  chose. Windows still delegates unchanged; both default to repo.amd.com.

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* Scan all AMD display controllers in the lspci fallback for PR #7305 (Codex P2)

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* fix(studio): keep inferred AMD wheels from being overwritten

After a successful inferred-gfx install, skip the generic pytorch.org
ROCm reinstall so readable ROCm userland without /dev/kfd cannot undo
the per-arch repair (Codex P1 on #7305). Also merge latest main.

* Only take the inferred-gfx install when the runtime sees no GPU for PR #7305 (Codex P1)

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* Isolate three updater tests from the host cpuinfo for PR #7305 (Strix dev box leak)

* Gate the reroute on invisible ROCm and forward the inferred gfx to setup.sh for PR #7305 (Codex P2s)

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* Require AMD PCI display evidence for cpuinfo inference; honor gfx override with visible ROCm for PR #7305 (Codex P2s)

---------

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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: LeoBorcherding <borchborchmail@gmail.com>
2026-07-22 20:16:45 -05:00
Souravrajvi0
84b762228c
fix(install): route Strix to AMD gfx index on ROCm 7.14 (#7300)
* fix(install): route Strix to AMD gfx index on ROCm 7.14

When ROCm 7.3+ caps to the generic pytorch.org rocm7.2 index (or the
Radeon repo is unavailable), gfx1150/gfx1151 hosts were left on
torch 2.11+rocm7.2 instead of AMD's arch-specific wheels. Broaden the
Strix reroute in install.sh and studio/install_python_stack.py so
`studio update` repairs the same path as fresh installs (unslothai#7280).

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2026-07-22 05:03:51 -07:00
Daniel Han
4e1cb4affa
install.sh: route Strix to the AMD arch index on rocm7.2 (#7264) + PCI detection hint (#7293)
* install.sh: route Strix (gfx1151/gfx1150) to the AMD arch index on rocm7.2, add PCI hint

Two Linux install fixes for AMD Strix Halo / Strix Point:

1. #7264: Strix reverts to rocm7.2. Modern ROCm (7.3+) caps to the generic
   rocm7.2 index and the Radeon repo can be unavailable, so gfx1151/gfx1150
   landed on a non-arch-specific build (torch 2.11+rocm7.2) instead of
   repo.amd.com/rocm/whl/gfx<arch> (torch 2.11+rocm7.13, AMD's real Strix
   fixes). The reroute to that arch index only fired on rocm7.1; broaden it to
   rocm7.2 too. Only acts when a gfx1151/gfx1150 is actually detected, so other
   arches on rocm7.2 pass through unchanged.

2. Rows about Strix not detected -> CPU-only: when no GPU is detected but an AMD
   display GPU is on the PCI bus, print a targeted hint (ROCm kernel stack /
   /dev/kfd missing) instead of only the generic docs pointer. Purely
   additive diagnostic; does not change the torch index decision.

* Address review on PR #7293: gate PCI hint on ROCm-detection failure, fix test marker, use read builtin

- Only show the 'ROCm cannot see the GPU' hint when _has_amd_rocm_gpu fails;
  a detected-but-too-old ROCm (rocminfo works, wheels need 6.0+) has its own path.
- Update test_previous_torch_pin.sh to the stable 'Strix Halo / Strix Point:'
  marker after the heading reworded (the old grep broke the ordering assert).
- _amd_gpu_present_via_pci: read builtin instead of spawning cat twice per
  device, and guard /sys/bus/pci/devices existence.

* install.sh: reroute Strix on any generic index older than the arch build

Generalize the Strix reroute from the hardcoded rocm7.1/rocm7.2 match to a
version compare against the arch index's own build (rocm7.13):

- backwards: rocm6.0-6.4 and rocm7.0 now reroute (were silently missed)
- forwards: any future intermediate rocm7.x below 7.13 reroutes; rocm7.13+
  is left alone so a generic index that already carries the fix is not
  downgraded to the arch build

_rocm_index_below does an integer major.minor compare (so rocm7.2 < rocm7.13);
non-rocm, arch (gfx), and unparseable URLs return false, so NVIDIA/CPU and the
arch index itself are untouched. Reroute still fires only for gfx1150/gfx1151.

* install.sh: tighten _amd_gpu_present_via_pci comment (no code change)

* install.sh: match the index leaf in the Strix version reroute (#7293 review)

Address two review points on the rocm-version reroute:

- Parse the final path segment (_torch_index_leaf) instead of grepping the whole
  URL. A custom mirror whose base path holds its own rocm token (e.g.
  .../rocm7.13/cache/rocm7.2) previously matched the base and skipped the reroute;
  now it compares the leaf (rocm7.2) like the nearby index-family logic. Renamed
  the helper to _rocm_leaf_below and switched the case selector to $_torch_index_leaf.
- Replace the stale test_strix_override_only_fires_on_rocm71 (which passed by
  matching the new rocm7.13 comment) with an executed test that runs _rocm_leaf_below
  and asserts rocm6.0-7.12 reroute while rocm7.13+/gfx/cu leaves do not.

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* install.sh: keep gfx probes non-fatal under set -e (#7293 review)

The Strix reroute now matches every rocm* index, not just rocm7.1, so its gfx
detection runs on all AMD installs. Each `_gfx_all=$(rocminfo|amd-smi | grep -oE
gfx...)` returns 1 when grep finds no match, which under set -euo pipefail aborts
the installer before the next fallback runs (e.g. rocminfo present but emitting no
gfx token). Append `|| true` to the three probes, matching the display block that
already guards this. Add an executed regression test (shimmed rocminfo/amd-smi)
that fails if any probe becomes fatal again.

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2026-07-21 19:40:59 -07:00
Eyera
27b6d553fe
Feat/model picker per model config v2 (#7207)
* refactor(studio): move chat model picker into features/model-picker

Relocate model-selector + its support files from components/assistant-ui
into a self-contained features/model-picker feature (own barrel), mirroring
the modular Hub layout. Pure move + import repoint; no behaviour change.

* feat(model-picker): add per-model config persistence layer

Superset PerModelConfig (customContextLength, kvCacheDtype, speculativeType,
specDraftNMax, tensorParallel, chatTemplateOverride, trustRemoteCode) persisted
to localStorage (unsloth_model_configs) with schema versioning + LRU budget.
KV-dtype and speculative value sets match main's sidebar (no q4_0/ngram-simple).
Reuses features/hub/lib/model-identity for normalization; adds storage-key layer
and applyPerModelConfigToRuntime (sets tensorParallel, which the old PR omitted).

* feat(picker): modular backend for chat-template validate + default fetch

New studio/backend/picker package (schemas/service/routes) mounted at /api/picker:
- POST /api/picker/validate-chat-template (Jinja syntax validation, no false positives)
- GET  /api/picker/chat-template/{model_name} (default template from tokenizer_config.json,
  reusing get_cache_path/resolve_cached_repo_id_case; graceful null, no model-code exec)
Frontend api/templates.ts client + hooks/use-model-defaults lazy cache. No backend
changes to the existing inference load route (per-model load fields already supported).

* feat(model-picker): bind picker on-device list to shared hub inventory

Picker now sources cached + local models from useHubInventory (the Hub's shared
store) via a thin adapter, replacing its own /api/models/* fetchers + module
caches. Hub, download manager, and picker now share one source of truth, so
completed downloads reflect in the picker automatically. Partial/live-download
rows are filtered from the cached lists (unchanged rendering). Local naming/search
preserved via additive LocalInventoryRow modelId/displayName. Variant expander,
scan-folder management, recommended-fit, search, external providers untouched.

Known minor: cached 'Downloaded date' sort tiebreak degrades to alphabetical
(hub cached rows carry no mtime); default 'recent' (load-time) sort preserved.

* feat(model-picker): per-model config step inside the picker

Picking a (non-external) model now opens an in-picker config view built from
main's current load controls (context length, KV cache dtype, speculative
decoding, draft tokens, tensor parallel) plus a chat-template editor backed by
the picker validate/default endpoints. 'Remember for this model' persists the
config per model+variant; Run forwards the config to the existing load flow via
meta.config. External models bypass the step. Two-view orchestration lives in
model-selector (single interception point); pickers.tsx call sites untouched.
trustRemoteCode dropped from PerModelConfig to preserve main's per-load consent.

* feat(chat): apply/persist per-model config through the load flow

handleCheckpointChange threads meta.config into the selection; stageOrLoad and
the autoload/Hub-run paths now apply the picker config (explicit pick or saved
remembered config) via applyPerModelConfigToRuntime before staging/loading, with
keepSpeculative set so a remembered speculative mode survives the model switch.
Replaces the old remembered-load-settings seeding (resolveInitialConfig now the
single source). SelectedModelInput carries config.

* refactor(chat): remove per-model load config from the right sidebar

The load knobs (context, KV cache, speculative, draft tokens, tensor parallel)
and the chat-template editor now live only in the picker config step. The sheet's
Model section keeps the staged Load/Cancel flow (config is applied at pick time);
sampling params, system prompt, and RAG are unchanged. Deletes the superseded
remembered-load-settings module + the store's applyRememberedLoadSettings action,
removes the now-dead sheet state/imports, and points the settings reset at
unsloth_model_configs. Delete-cleanup deferred (stale config is LRU-capped).

* fix(model-picker): remove leftover sidebar-staging cogwheel + empty Model section

The downloaded-variant gear (ModelLoadSettingsAction) staged a model straight
into the right-sidebar Run-settings flow -- the old 'configure before load' path
now fully replaced by the in-picker config step. Removed the gear + its component.
Also gate the sheet's 'Model' section to staged picks only (pendingSelection):
after the load-knob strip its content is staged-only, so it was rendering an
empty section header whenever a model was merely loaded.

* chore(chat): remove dead per-model-config setters + modelControlsDisabled

After the load-config UI moved into the picker, the store's per-model setters
(setKvCacheDtype/setSpeculativeType/setSpecDraftNMax/setTensorParallel/
setCustomContextLength/setChatTemplateOverride) had zero callers
(applyPerModelConfigToRuntime writes via setState), and the sheet's
modelControlsDisabled was unreferenced. Verified dead across the whole tree.

* fix(chat): config-step Load actually loads (ignore Load-on-selection)

Root cause: with Settings > Chat > 'Load on selection' turned OFF, the config
step's load went down the deferred-staging path -- opening the right sidebar with
'<model> is staged, not loaded yet / Choose Load model'. The in-picker config step
IS the deliberate load action, so its Load now loads immediately (or downloads +
auto-loads when not cached) regardless of the toggle. Renamed the button
'Run model' -> 'Load model' to match. Native/dropped picks still honor the toggle.

* refactor(chat,hub): retire 'Load on selection' — config step is the only load flow

The in-picker config step (and the Hub Run button) now fully supersede the old
stage-to-sidebar flow, so the Load-on-selection toggle is removed everywhere:
- chat stageOrLoad: every pick loads immediately, or downloads + auto-loads when
  not cached (the previous default behaviour, now universal).
- hub Run: drops the stage branch; downloaded GGUFs load directly with their saved
  per-model config (no collision with the chat config step — both end at selectModel).
- store: removed loadOnSelection field/setter/key/default; Settings>Chat toggle and
  its settings-reset entry removed.
- staged sidebar section is now a download-progress view (auto-loads on completion).
No manual staging remains; stageModel is used only for background auto-load downloads.

* feat(model-picker): default chat template from GGUF + thread variant through config flow

Read the embedded tokenizer.chat_template from GGUF files (read_gguf_chat_template
in gguf_metadata) and use it as the per-model default. Plumb gguf_variant through
the picker service, /api/picker/chat-template route, frontend templates API, and
use-model-defaults so the right variant's template is fetched.

Also refine the picker config-page/model-selector wiring, drop the dead
ggufNativeContextLength runtime path, and add the per-model-config storage keys to
the settings prefs export.

* feat(model-picker): read safetensors chat template + hide editor where it has no effect

Resolve the default chat template for safetensors models: prefer the modern
chat_template.jinja, fall back to the tokenizer_config.json chat_template field,
then chat_template.json (multimodal processor), then the GGUF embedded template.
Applied to local dirs, the HF cache snapshot scan, and the HF remote fetch.

Hide the chat-template editor in the picker for safetensors models — the override
is only applied at load by the GGUF/llama.cpp backend, so editing it on safetensors
currently has no effect. GGUF keeps the editor. Nothing removed; the dialog stays
for when the safetensors apply path is wired up in a later branch.

* fix(model-picker): set legacy-migration flag only after the write succeeds

Set unsloth_model_configs_migrated only once writeMap confirms the migrated
map persisted, so a quota/storage failure no longer marks migration done and
silently drops the user's pre-existing remembered settings — the next load retries.

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* MVP model picker fixes

* MVP picker config fix

* MVP safetensors config

* MVP max seq config

* MVP max seq fix

* Fix static max tokens cap ignoring model context

* Fix picker GGUF scan parity

* fix(studio): harden model picker config loading

Apply remembered per-model configs consistently from picker and Hub loads, keep default configs from overriding standing speculative settings, add config access for direct local GGUF files, and support saving or forgetting active model settings without a reload.

* Fix model picker config flow

* Fix model picker config loads

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* Avoid recursive per-model config migration reads

* Apply the displayed context length when loading a GGUF

* Fix template validation, cached template lookup, and failed load rollback

- Validate chat templates with the loopcontrols extension so templates
  that use break or continue tags pass the picker validator, matching the
  inference renderer that already accepts them.
- Read the default chat template from the newest cache snapshot rather than
  an arbitrary iterdir order, so an older cached revision no longer prefills
  a stale template.
- Capture the runtime per-model config before a load and reapply it when the
  load fails, so a failed switch leaves the active model context, KV cache,
  template, and speculative settings as they were.

* Make chat template view only for safetensors models

Custom chat template overrides are applied at inference only for GGUF
models, which pass the template to llama-server. The safetensors backend
renders with the model built-in template and ignores the override, so
editing it would save a value that never loads. For safetensors the
config page now opens the template as a read-only preview with a note
that editing is not available yet. This can become editable once
inference support for custom safetensors templates lands in main.

* Fix model picker config edge cases

- Restore prior runtime config when a load no-ops for the active model
- Cap the picker validator request body via the protected prefixes
- Keep the GGUF context slider max above the loaded context
- Fetch subfolder chat templates for uncached Hub repos
- Show the compare side config when reopening the picker

* Keep saved GGUF context above the fallback ceiling

* Show the model config in the run settings sidebar

* Fix model config sidebar reset and context slider

- Stack the remember toggle and action buttons in the sidebar
- Reset the config to defaults instead of the loaded values
- Fetch the native context so the slider max is not the loaded value

* Fix model picker config and download regressions

- Run picker chat template routes off the event loop
- Depth and root guard local template directory scans
- Restore download manager flow for uncached hub picks
- Apply per model context length on reload
- Import model picker symbols from the feature barrel

* Fix model picker config and cached download sorting

- Restore load settings when a Hub run is rejected mid load
- Reuse one NumericValueInput instead of a duplicate copy
- Fix double decode of the model name in the template route
- Remove the unused reset-to-loaded settings action
- Fix cached model download sorting

* Fix model picker per-model config edge cases

Honor a saved or typed max seq length above the model's native context so
RoPE extended values are no longer clamped and silently overwritten. Allow
typing past native while the slider keeps native as a soft ceiling.

Guard the fetch success paths in use-model-defaults against an aborted
signal, and refetch when the HF token changes.

Hash the chat template content in the sidebar remount key instead of its
length. Enable reset for a GGUF whose native context is unknown, and floor
the context slider max so it can never fall below the min.

* Fix GGUF context auto-fit and gated model config token

Stop forcing a 32768 context when a GGUF native context is unknown so the backend auto-fits to VRAM again, while still honoring an explicit context edit.

Send the HF token as a query param so gated safetensors models resolve their max position embeddings.

Derive model default state during render to drop the set-state-in-effect calls.

* Fix native GGUF context ceiling and guard picker template reads

Restore the native context store field so the sidebar slider keeps the
full ceiling for drag and drop GGUFs. Limit local chat template reads to
the browse allowlist, skip malformed repo ids, and drop unused model
picker exports.

* Fix model picker lint boundaries

* Fix model picker review findings

Chat template editor never seeded its draft. Radix only calls onOpenChange
from internal events, so the seed in the nextOpen branch was dead and a model
with a saved override opened empty. Saving then cleared the override. Drop the
dead branch, treat draft as an untouched sentinel, and reset it on every close.

Uncached Hub picks could auto load a model after the user left the chat. Main
detached the staged pick on route exit and on chat context change. Carry the
context key on the pending pick and skip the load when it no longer matches.

Also clear configTarget when the picker closes, restore the onUpdated ref so
variant rows stop resubscribing on every parent render, skip the LRU write when
the entry is already most recent, import NumericValueInput relatively, and drop
the unused ModelUpdateAction barrel export.

* Preserve GGUF context on active reload

* Fix model picker per-model config regressions

- Stop reloading the already loaded model on re-pick
- Hide infra models from the chat picker
- Detect vision support on cached GGUF repos
- Honor saved maxSeqLength on auto load
- Restore default chat template for local GGUFs
- Warn on save failure and revert config on cancel
- Refetch picker inventory on open
- Persist read only per model config safely

* Fix stale model auto load

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* Fix model picker numeric input sizing and constraints

Size value inputs to their content so long context lengths are not clipped,
restrict them to numeric characters, and stop the speculative decoding label
from truncating in the sidebar.

* Fix picker CI tests and harden chat template resolution for PR #6647

- tests: point the descender guard at the moved model-selector.tsx path
- tests: exclude the disabled Reload model button from the regenerate locator so .first targets the real Regenerate
- picker/service.py: reject symlinked template/gguf leaves that resolve outside the browse allowlist (HF cache reads unchanged)
- compare mode: resolve each pane's own remembered chat template instead of inheriting the other pane's from the store

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* Protect future-schema per-model configs from deletion for PR #6647

savePerModelConfig already refuses to overwrite a stored config whose schema version is newer than this client understands, but deletePerModelConfig did not. Unchecking Remember on an older client therefore silently destroyed a newer client's saved config. Apply the same guard on delete and surface the blocked case through the existing saveFailed toast.

* Protect future-schema per-model configs from quota eviction for PR #6647

The save and delete guards already refuse to touch a stored config whose schema version is newer than this client understands, but the quota-eviction path did not, so a full store on an older client could still evict a newer client's config. Skip future-schema entries when evicting and fail the save if the budget cannot be met without them.

* Fix GGUF context persistence, compare context, and rollback settings for PR #6647

Persist a GGUF context override from the user's intent instead of collapsing it against the loaded context, which reintroduced the context-reset (f4838782cb reverted the native-baseline fix). model-config-page now collapses the saved value against native, and use-chat-model-runtime and chat-adapter retain the requested context on load so re-saving another setting keeps the override; a null request stays null so a VRAM auto-fit never becomes a stored override.

shared-composer: a compare pane with no explicit GGUF context now loads at native (0) like single-view, not the session maxSeqLength that silently shrank the shown context.

use-chat-model-runtime: restore the previous model's KV cache dtype and chat template on a failed-load rollback so it runs as it was, not with backend defaults.

* Preserve native path token when reloading the active model for PR #6647

handleReloadActiveModel rebuilt the selection without the store's activeNativePathToken, so reloading a file-picked GGUF after a settings change validated the display label as a repo/path and failed. Thread the active native token through the reload selection so native-loaded models reopen correctly.

* Make picker template validation resilient and accept HF generation tags for PR #6647

Import Jinja lazily inside validate_chat_template so a backend without the optional jinja2 package (GGUF-only installs) still starts instead of raising ModuleNotFoundError at import time. Register a no-op extension for the Transformers {% generation %} assistant-mask tag so pasting a valid HF chat template validates, matching the renderer, rather than being rejected as an unknown tag.

* Honor remembered compare config and parse processor chat_template.json for PR #6647

* Fix failed-load rollback context and processor template map fallback for PR #6647

* Restore speculative decoding config on failed-switch rollback

When a model switch fails after the previous model was unloaded, the
rollback reload restored tensor_parallel, KV cache dtype and the chat
template override, but omitted speculative_type and spec_draft_n_max and
cleared their loaded shadows to null. The previous model therefore came
back running at backend defaults (speculation off) while the UI still
showed it enabled, and the status resync confirmed the off state. Resend
the previous model's speculative settings in the rollback load and keep
the store's active and loaded speculative fields in sync with them.

* Reset max sequence length when a model has no saved config

applyPerModelConfigToRuntime reset every per-model field except
maxSeqLength, which it only wrote when the incoming config had one.
maxSeqLength is the sole field carried on store.params, so selecting a
model with no remembered config left the previous model's value in place
and later loaded the new model at that leaked length. Fall back to the
standing default so an unremembered model loads at its own default.

* Surface a message when a variant update cannot start

startManagedUpdate handled the conflict and error start outcomes but let
busy fall through as if the update began, so the confirm dialog closed
with no job created and the cached variant stayed stale. Show an info
message when the repo is busy with a sibling transfer so the click is
not silently dropped.

* Keep per-model speculative choices out of the global default

A staged load with a per-model or one-off config sets keepSpeculative,
which already skips reading the global speculative preference. The
matching save still ran unconditionally, so the model-specific choice was
written to the global unsloth_chat_speculative_type and a later model with
no saved config started from it instead of Auto. Skip saveSpeculativeType
when keepSpeculative so the per-model choice stays isolated.

* Seed non-active model settings from the app default max length

The Run settings page captured initialMaxSeqLength from the loaded
model's runtime params and fell back to it for a model with no saved
config. Opening settings for a different, unloaded model and clicking
Load then sent the active model's context (for example 64k) instead of
the 4096 default, risking validation failures or OOMs. Seed the default
for non-active models and keep the runtime value only for the active one.

* Prefer sidecar tokenizer chat template over the GGUF copy for variants

_chat_template_from_dir returned the embedded GGUF template first when a
variant was selected, reversing the tokenizer-first precedence of the
no-variant path. A model whose chat_template.jinja or tokenizer_config.json
supersedes a stale embedded template then got the wrong template on
variant selection. Keep tokenizer files first regardless of variant; the
variant only picks which GGUF is the fallback. Adds regression tests for
both the tokenizer-wins and gguf-fallback cases.

* Keep per-model speculative choices load-local in autoload and compare

The interactive load path treats a per-model speculative choice as
load-local and skips writing it to the global default. Autoload and
generalized compare still called saveSpeculativeType unconditionally, so a
remembered off or ngram setting leaked into unsloth_chat_speculative_type
and later models with no saved config inherited it. Persist the global
preference only when the value came from the global settings.

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* Studio: record the compare pane's loaded context in runtime state so the active model's settings and any reload or save use it, not the previous context

* Studio: notify the user when a Hub autoload can't start because another download for the model is already running, instead of silently dropping it

* Studio: drop the merge's orphaned staged-model store helpers and unused alert imports

The main merge left isPendingGguf and pendingSelectionMatches referencing the
removed PendingModelSelection type, and the alert-dialog/alert imports unused
after the permission-mode dropdown replaced the bypass dialog, so tsc -b failed.

* Studio: cache a null default chat template so the viewer stops re-fetching it

A model with no sidecar or embedded template resolves to a terminal null, but
that result was never cached, so reopening the template viewer re-ran the
backend and Hugging Face lookup every time.

* Studio: detect direct-file GGUFs in run settings so Max Tokens uses their context

A GGUF loaded from a local file or custom folder has no variant label, so the
run-settings panel treated it as non-GGUF and clamped Max Tokens to the session
max_seq_length instead of the loaded GGUF context. Detect it via the reported
GGUF context and the .gguf checkpoint suffix, matching the chat page.

* Studio: prompt to re-select a local model file when its lease expired before reload

A file-picked GGUF is reachable only through a native path token that the
desktop host prunes after a TTL. Reloading reused that token blindly, so a
reload long after the initial load failed with an opaque error. Track the
token's expiry and, when it has passed, ask the user to re-select the file
instead of attempting a doomed reload.

* Fix descender-clipping test to tolerate sidebar layout utilities

The sidebar account-block div carries layout utilities (min-w-0, flex-1)
between 'flex' and 'flex-col', so the descender-clipping guard's regex,
which required 'flex' immediately followed by 'flex-col', no longer matched
and the test failed to locate the account-block div. Generalize the prefix
to allow intervening flex utilities while still capturing the leading-*
class before the collapsible visibility utility and asserting leading-tight,
so the guard against clipped glyph descenders is fully preserved.

* Harden picker chat-template resolution

Enforce the 64 KiB chat-template contract at the validate endpoint's request
model so a direct caller cannot submit a template far larger than the frontend
allows (MaxBodyMiddleware only bounds the whole request body, not this field);
oversized templates now return a clean 422.

Apply sidecar-over-GGUF template precedence globally across cached snapshots
instead of per snapshot. A repo with multiple cached revisions previously
returned the first snapshot's template, so a newer GGUF-only revision could
win over an older revision's maintained chat_template.jinja sidecar, which
contradicted the documented intent that sidecars supersede the embedded copy.

* Guard per-model config against future-schema and lossy migration

Two forward-compatibility gaps in the versioned per-model config store:

- The load/apply path returned and normalized a stored record without checking
  its schema version, so a record written by a newer client was reinterpreted
  under the current schema and applied to a live model load, even though save,
  delete and eviction all refuse to touch future-schema records. Reject
  future-schema records on load too.
- The one-time legacy migration enforced the storage budget without protecting
  the entries it had just migrated and set the completion flag unconditionally.
  When storage was already full of future-schema records (which are unevictable
  by an older client), the migrated entries were the only evictable ones and
  could be dropped while migration was still marked complete. Protect the
  migrated keys during eviction and only mark migration complete when they
  survive, so it retries once space frees up.

* Discard chat-template validation results after the dialog closes

Server-side template validation is async, but closing or cancelling the editor
did not abort it, so a late-arriving valid response still called onSave and
applied a template the user had already dismissed. Track a validation token
that is bumped on close and ignore any validation result whose token is stale.

* Record native lease expiry when loading a picked GGUF from the chip

The pending-native-model chip loaded via stageOrLoad directly, bypassing
loadNativeModelIntent, so activeNativePathExpiresAtMs was never recorded for a
chip-loaded file. A later reload then either skipped the lease-expiry guard
entirely (expiry left null) or compared against a previously loaded file's
stale expiry, so reload could reuse an already-pruned token or wrongly block a
still-valid one. Route the chip through loadNativeModelIntent, which builds the
same selection and records the expiry.

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* Prefer sidecar template for a directly selected local GGUF file

A direct .gguf file path read its embedded chat template without checking the
parent directory for a maintained sidecar (chat_template.jinja /
tokenizer_config.json), while directory and variant selections already prefer
the sidecar. That let the config editor preview or save a stale embedded
template for the same model depending on how it was selected. Check the parent
directory sidecars first, then fall back to the embedded copy, and cover both
paths with tests.

* Resolve cached chat template per revision, newest first

The earlier change searched every cached snapshot for a sidecar before
considering any snapshot's embedded GGUF template, which let an obsolete sidecar
from an older revision override the newest revision's template. Restore
per-snapshot resolution (newest first): a revision's sidecar still supersedes
its own embedded GGUF copy, but a newer revision is no longer overridden by an
older revision's sidecar.

* Preserve autoload transport conflicts and surface background busy downloads

- When a Hub autoload hits a transport conflict, keep pendingHubAutoLoad bound
  instead of clearing it. Clearing it re-keyed the download surface and its
  cleanup cancelled the conflict the toast tells the user to resolve, so the
  Hub resume affordance was gone the moment it appeared. Return early on
  conflict, mirroring the started branch, so resolving it from the Hub still
  auto-loads on completion.
- The background-download branch handled started and conflict but silently
  dropped a busy outcome, leaving the user with no feedback when a peer variant
  of the same repo was already downloading. Surface the same busy toast the
  autoload path uses.

* Fix context length, GGUF template, fetch state and lease expiry bugs

Keep explicit context length values instead of collapsing to null at
native. The collapse made the slider jump back at the native maximum
and made Reload load the previous context instead of the chosen one.

Prefer the first split when resolving a GGUF without a variant. Later
splits carry no chat template metadata, so picking the largest file
could return no template for a sharded model.

Clear stale fetch state when template and metadata lookups retry, so
a previous terminal error is not shown while a new fetch is running.

Record native path lease expiry together with the token when a load
commits. The expiry was written by only one load path and even when
the load did not start, so a reload could be blocked with an expired
file message for a still valid token.

* fix(model-picker): resolve review findings across config, inventory, and templates

- Apply remembered per-model config in the training-compare chat handoff so a
  prior model's customContextLength no longer leaks into the next load
- Match GGUF variant labels with the inventory extractor too, so cached
  no-quant-token files resolve their default chat template
- Show "Auto" instead of a fabricated 32768 when native context is unknown
- Reuse the identical staged auto-load object on same-pick so a re-pick during
  download pre-flight no longer disarms auto-load via "busy"
- Union supports_vision when deduping cross-cache inventory rows
- Serve hidden-model needles from a new GET /api/hub/hidden-models endpoint and
  merge them client-side, covering runtime-configured RAG embedders
- Clamp GET chat templates to MAX_CHAT_TEMPLATE_BYTES (route + jinja sidecar),
  matching the validate endpoint's contract
- Lower-clamp stored customContextLength to shared CONTEXT_LENGTH_MIN
- Wipe unsloth_chat_load_on_selection in Settings "Reset all"
- Drop stale pendingHasContext comment describing deleted staging machinery

* Fix stale defaults cache, token in query string and rounded up context ceiling

Refresh cached chat template and max position data when a model update
completes. Send the HF token for model config requests in the dedicated
header instead of the URL. Snap the native sequence length ceiling down
to the nearest step so the slider cannot exceed the declared maximum.

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* Fix compare pane reverting active checkpoint on non-GGUF load

Re-read runtime params after setCheckpoint so the fresh checkpoint is
kept instead of being overwritten by the pre-setCheckpoint snapshot.

* Send the HF token via header for the vision and embedding checks

checkVisionModel and checkEmbeddingModel still passed the HuggingFace
token as a ?hf_token= query parameter, so it landed in server access
logs, proxy logs, and browser history. Move them to the
X-Unsloth-HF-Token header like getModelConfig already does, and accept
the header on the check-vision and check-embedding routes with the
existing query parameter kept as a fallback for older clients.

* Cap the chat template on the model load path

The load endpoint accepted an unbounded chat_template_override, so a
direct caller could hand llama.cpp an arbitrarily large Jinja template
even though the frontend, the validate endpoint, and the read paths all
enforce the 64 KiB limit. Reuse MAX_CHAT_TEMPLATE_BYTES in the
LoadRequest validator, rejecting oversized templates with a fast
character-count check before the exact UTF-8 byte check.

* Protect existing per-model configs during legacy migration

When the one-time legacy import pushes the store over budget, eviction
now protects the entries the user already has and drops only the
just-migrated legacy entries, so importing old load settings can never
discard a newer per-model config.

* Reset clears the context override instead of pinning the native value

Reset wrote the discovered native context into customContextLength for
GGUF models, but isDefaultConfig treats any non-null customContextLength
as an explicit pin, so Reset with Remember enabled persisted a fixed
context and future loads stopped using the native auto context. Reset
now restores the full default (customContextLength null); the native
value is still shown through the existing display fallback.

* Bound chat-template sidecar reads to a size limit

The chat_template.json, tokenizer_config.json, and Hub-downloaded sidecar
readers decoded and json-parsed the whole file before the extracted
template hit the 64 KiB response cap, so an oversized metadata file could
exhaust memory. Read them through a bounded reader (4 MiB envelope) that
returns None when the file is larger, matching the existing chat_template.jinja
size guard. Adds tests for oversized tokenizer_config.json and chat_template.json.

* Keep the native-path token and lease expiry in sync

Rollback after a failed reload restored the previous token but left the
failed load's expiry in the store, so a later reload could be falsely
blocked as expired (token A paired with load B's lease). Restore the
previous lease alongside the token, and clear the expiry wherever the
token is cleared on a non-GGUF transition, so the two never diverge.

* Clear the native file lease on compare-pane loads

* Studio: add regression tests for the model-picker per-model-config

Guard the specific regressions that reverted the predecessor change:
- backend pytest (studio/backend/tests/test_model_picker_regression.py):
  infra-model hiding, HF token via header with query fallback, and the
  chat-template byte caps.
- source contracts (tests/studio/test_model_picker_contracts.py): the token
  stays out of the URL, the context ceiling is floored, the native lease is
  cleared on compare-load and restored on rollback, the default caches key on
  the inventory version, and the hidden needles stay present.
- Playwright E2E (tests/studio/playwright_model_config.py) wired into
  studio-ui-smoke.yml on port 18898: Context Length persists across a reload,
  Reset clears the stored override, and infra models are absent from the picker.
- optional GPU-gated inference smoke (tests/studio/test_gpu_inference_smoke.py)
  that auto-skips on GPU-less CI and stays short on a GPU.

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* Studio: model pinning, row menus, hub inference settings, and inventory filters

Pinning
- Add a pinned models store (localStorage) with repo and per-quant pins
- Pinned section in the model selector's On Device list and the hub inventory,
  with newest pins first so Pin to top lands on top
- Deleting a repo drops its pins

Row menus
- Replace loose row icons with a shared 3-dots menu (pin, reveal in file
  manager, copy identifier, copy path, delete) on picker rows, hub quant rows,
  the hub run bar, and on-device inventory rows
- Menus only render for models actually on disk; platform-aware reveal labels
- Backend: cached-model-path and reveal-cached-model endpoints resolving
  managed HF-cache repos only

Hub inference settings
- Gear in the GGUF run bar opens an Inference settings dialog reusing the chat
  page's controls: model config (context length, KV cache, speculative
  decoding, chat template), system prompt, reasoning, sampling, tools and
  retrieval

Inventory
- Model-type filter (text, vision, embedding, STT, TTS, diffusion) beside the
  sort pill, both with a sort icon, capped widths and truncation so the
  On device heading never wraps
- Unsloth-owned repos without an upstream provider logo fall back to the
  Unsloth mascot avatar
- Discover / On Device tabs widened; hub search bar narrowed to match

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Studio: revert the Unsloth mascot avatar fallback

Unsloth-owned repos without an upstream provider match go back to the
colored-initial tile, and unslothai is no longer a relabeled owner.

* Studio: run-bar options on single models, and aligned type/capability filters

- Give single-model (non-GGUF) run bars the same 3-dots options menu and
  settings gear as GGUF, at repo level
- Drop Pin to top from the run-bar menus; pinning stays in the On Device list
- Add an Image to text (diffusion) capability with detection, and surface it
  in both the hub Discover capability filter and the On Device type filter
- Align the On Device type filter with the Discover capability options and
  share the same detection so both dropdowns match

* Studio: apply hub inference config on reload, eject action, and run-bar polish

- Fix inference settings not applying: the hub dialog now writes the config to
  the runtime before reload, matching the chat page (selectModel reads runtime
  state, not the selection)
- Order the settings gear before the 3-dots menu in the run bars
- Replace the loaded-model run-bar action (New Chat) with Eject, wired through
  the inspector to the hub's ejectModel
- Truncate the results heading so a long search query clips instead of
  overlapping the header pills in split view
- Use a plain magnifying-glass icon for the no-results empty state

* Studio: fix GPU settings loss, load guards, pins, filters, and cached paths

Reloading a model from the chat sidebar or the hub gear dialog rebuilt the
per-model config without the GPU memory fields, so manual GPU layers, MoE
placement, and the GPU pick were reset on every reload and could be saved
over a remembered config. The active config now comes from a shared
useActiveModelConfig hook that carries the GPU fields for GGUF models, and
the sidebar remount signature tracks them through a shared gpuFieldsSignature
helper.

The in-flight load guard lived in a ref inside each useChatModelRuntime
instance, so the chat page, hub page, and gear dialog could not see each
other's loads. A load started from the gear dialog left the hub page free to
eject the model mid-reload or start a second concurrent load. The runtime
store now records the loading pick, selectModel checks it across instances,
and ejectModel refuses with a toast while any load is in flight.

The cached-model-path endpoint matched GGUF files by basename and excluded
only mmproj, so Copy path and Reveal could return an MTP drafter for a quant
and returned 404 for directory layouts like BF16/model-00001.gguf. Variant
files are now resolved from snapshot-relative paths with the same drafter,
mmproj, and big-endian exclusions as the load path, shared through a new
_main_variant_gguf_label helper.

Hub and picker fixes:
- rename the diffusion capability label from "Image to text" to
  "Image generation", since it detects image generators
- validate pinned quants through the cached variant listing, keep the last
  verified set while revalidating, and drop deleted quants immediately
- pass a measured scroll margin to the on-device virtual list so rows past
  the overscan stay visible below the pinned block
- keep the delete menu for stopped partial safetensors downloads
- give the inventory type filter a reset in Clear filters, a truthful empty
  state with a Show all types action, and hide it on the datasets view
- order picker pinned rows by pin recency, include pinned matches in the
  empty-state check, and sync pins across browser tabs
- count only the visible rows in the On device list header

Tests: contract checks for each fix in test_model_picker_contracts.py and a
backend test for the variant label selection.

* Studio: reveal cached models in Windows Explorer under WSL

The reveal endpoint only branched on macOS, Windows, and generic Linux.
Under WSL the Linux branch spawned xdg-open, which is missing on a stock
distro without a Linux desktop, so the request failed with a 500 and the
UI showed a failed to open file manager error.

WSL is now detected with the existing helper and the path is converted
with wslpath before opening explorer.exe, selecting the file the same
way native Windows does. Directories open directly. When interop is
unavailable the old xdg-open fallback still runs. The macOS, native
Windows, and native Linux branches are unchanged, and the Tauri app is
covered since its hub reveal calls this same local endpoint.

Tests: platform guards for the WSL reveal, the interop fallback, and
the unchanged native Linux behavior in tests/studio/test_reveal_file_manager.py.

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* Adjust model picker row spacing and cogwheel hover consistency

* Studio: exact hidden model ids and newest revision cached paths

A custom RAG embedder repo was published to the frontend as a basename
substring needle, so a generic name like org/model could hide unrelated
models in the pickers. The hidden-models endpoint now sends full repo ids
that are matched exactly.

Copy path and Reveal picked a GGUF variant from an arbitrary cache
revision when the same file existed in more than one. The newest revision
now wins, matching the whole repo lookup.

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* Fix model picker GPU config, metadata, and cache selection

Load each compare model with its saved GPU memory mode, GPU layers, CPU MoE layers, and selected GPU IDs. Reconcile saved GPU IDs with the current hardware. Include the active native GGUF path token in metadata checks. Search all Hugging Face cache roots when resolving cached models and select the largest visible cache entry. Remove obsolete barrel exports and the staging-only GPU memory helper.

* Studio: hide hub inference settings gear for now

The cogwheel in the hub download cards is out of scope for this PR. The
dialog component stays in place and a TODO marks where the button
returns in a future PR.

* Refresh hidden model matchers

* Fix GGUF detection, compare context pin, and picker delete staleness

Treat any pick with a GGUF variant as GGUF in selectModel so the first
load after downloading an uncached quant validates and sizes with the
right GPU settings instead of unloading the current model on a wrong
preflight. Variant picks now also set isGguf on their selection meta.

Stop compare panes from inheriting the active model's context pin when
their own saved config says Auto. Null context in a remembered config
now means no pin, matching how the pane settings are shown.

Route picker deletes through the hub inventory client, which
invalidates the HF cache scan and the variants cache. The legacy
delete route left the scan cache warm, so deleted models reappeared
in the picker until the TTL expired. Removed the now unused legacy
delete client and updated the contract test to match.

* Studio: fix stale GGUF load-marker ordering test

The load-in-flight marker still precedes the hub-download guard and the
unload, but the llama_extra_args inheritance that used to sit between the
marker and the guard now runs ahead of the GGUF branch, so it is no
longer a landmark inside the sliced source. Drop it from the ordering
assertion and keep the marker -> guard -> unload invariant.

* Studio: fix per-model config edge cases in compare loads and saved defaults

- chat-settings-sheet: gate the MTP fallback note and context/VRAM warning on
  the broader isGguf (variant, loaded gguf context, or .gguf suffix) instead of
  isLoadedGguf, so direct-file and custom-folder GGUF loads still surface
  those diagnostics.
- shared-composer: a compare pane's context now comes from its own config only
  (a saved pin, else null for Auto/native). It no longer inherits the active
  model's shared snapshot, which resolveFitMaxSeqLength treated as an explicit
  pin and could load a pane at another model's context (VRAM/OOM), matching the
  single-model load path.
- model-config-page: when an auto-fit GGUF is saved with fixed GPU layers
  (Manual) and Remember, pin the displayed fitted context so a later fresh load
  keeps the placement instead of sending native/0 and recreating the OOM.
- per-model-config: treat Auto GPU memory mode and Auto/default speculative type
  as follow-global defaults; do not persist them as per-model overrides so later
  global preference changes keep applying.

* Studio: gate vision capability on GGUF projectors and bound remote template downloads

- cache_inventory: only mark a cached repo vision-capable when it holds an actual
  GGUF mmproj projector, not any file whose name merely contains "mmproj" (e.g.
  mmproj_config.json), matching the runtime's GGUF-only projector detection.
- picker/service: pre-check the remote file size before downloading an uncached
  repo's chat template / tokenizer config, so a maliciously large sidecar is
  skipped instead of fetched and retained in full, mirroring the size gate the
  local-file path already applies.

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* Studio: add source-contract guards for the per-model-config edge-case fixes

Guard the four per-model-config fixes against silent regression in CI:
- local GGUF diagnostics gate on the broad isGguf, not the variant-only isLoadedGguf
- fixed-layer GGUF saves pin the displayed context
- Auto GPU mode and Auto/default speculative are not persisted as per-model overrides
- a compare pane's context comes from its own config, not the active model's snapshot

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* Studio: clear manual GPU knobs on Default and resolve local embedders before repo-id

- model-config-page: switching GPU Memory back to Default now clears the Manual-only
  knobs (gpuLayers/nCpuMoe/selectedGpuIds); otherwise a remembered config kept stale
  pins that a later load re-applied when the global GPU preference was Manual, despite
  the page showing Default.
- routes/models hidden_model_matchers: resolve an existing local path before the repo-id
  regex, mirroring is_hidden_model, so a local embedder shaped like "models/embedder" is
  hidden by exact path instead of leaking as a chat model.

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* Studio: add _is_mtp_drafter to the model_config stub in the export-paths test

routes/models.py imports _is_mtp_drafter from utils.models.model_config at module
load, but the lightweight stub in test_export_absolute_paths.py did not provide it,
so loading the module under the stub raised ImportError on Backend CI. Add the stub.

* Studio: read a picked GGUF's chat template through the native path lease

The picker chat-template GET has no native-path-lease plumbing, so a
desktop-picked (drag-drop) GGUF could not show its default chat template
in Run Settings until the model was loaded: the endpoint only receives
the display label, not the leased file path.

Read the embedded template through the existing lease-aware
/api/inference/validate probe instead. A new include_chat_template flag
resolves the granted canonical path and returns the GGUF's own embedded
template, never a sibling sidecar (the grant authorizes just that one
file); it skips the training guard like include_context_length and is
bounded by MAX_CHAT_TEMPLATE_BYTES. The frontend fetch mints a one-shot
validate-model lease when a native token is present and keeps the plain
GET path for HF and allowlisted local models.

Adds backend and source-contract regression tests.

* Studio: call worker.direct_wheel_url in the ROCm wheel-url test

The ROCm Mamba/SSM test referenced worker.py's private _direct_wheel_url,
but the worker imports the wheel helper under its public name
direct_wheel_url (utils.wheel_utils). When the worker module loads (its
imports resolve in CI), worker_mod._direct_wheel_url raised AttributeError;
the test only masked it by skipping when the worker could not be imported.
Call the name that actually exists so the assertion runs; it still returns
None for an empty cuda_major (ROCm).

* Studio: reset max sequence length to the app default, not the loaded value

For a non-GGUF active model, the per-model config seeds maxSeqLength from
the loaded runtime value so the panel opens showing the running context.
Reset set config.maxSeqLength to null, but the null fallback resolved back
to that captured runtime value, so the field kept showing the old custom
length and the config saved/reloaded it again. A remembered or active
max-length override therefore could not be cleared from Run settings.

Fall the null/default case back to the app default (clamped to the model's
native ceiling) instead of the active runtime snapshot, so Reset actually
clears the override. The initial view is unaffected: an active model's
config.maxSeqLength is already non-null, so it still shows the loaded value.

Adds a source-contract regression guard.

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* Studio: persist default max length, refresh deleted quants, hide non-chat locals

Three follow-up fixes from review of the per-model-config picker:

- Max sequence length: the persisted per-model record now keeps config's
  maxSeqLength (null after Reset) so isDefaultConfig can clear a remembered
  override; the resolved app-default is substituted only into the load
  request, never the saved record. Previously Reset saved the concrete
  default and left the model pinned/remembered.
- GGUF variant expander: deleting a downloaded quant from a repo that still
  has other cached quants now bumps the expander refresh key, so the removed
  quant stops showing as downloaded and clickable (which would try to reload
  the deleted file) until the repo is collapsed and reopened.
- Local picker rows: require capabilities.canChat before listing a local
  models-folder / LM Studio row. A weightless folder (only config.json) is
  classified non-chat, and toLocalModelInfo drops capabilities, so selecting
  such a row would try to load a path the inventory already marked non-chat.

Adds source-contract regression guards for all three.

* Fix compare-pane and Reset context defaults in model picker

Two related per-model-config default regressions:

- A non-GGUF compare pane with no saved maxSeqLength fell back to the
  active model's shared runtime snapshot, so comparing a saved 128K model
  against an unconfigured pane loaded the latter at 128K and could OOM. It
  now falls back to the shared app default (DEFAULT_MAX_SEQ_LENGTH), the
  same fallback the single-model config path uses.

- contextAtDefault treated an explicit customContextLength equal to the
  native ceiling as a default, which wedged the Reset button disabled for
  a deliberate pin-to-native. It now counts as default only when there is
  no override at all.

DEFAULT_MAX_SEQ_LENGTH becomes a single exported constant in
per-model-config.ts so the single-model config and the compare path share
one source of truth. Adds source-contract guards for both fixes.

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* Skip over-cap remote Jinja templates so the tokenizer template wins

The remote chat-template resolver bounded raw chat_template.jinja downloads
only by MAX_TEMPLATE_METADATA_BYTES (4 MiB), then returned the first
non-empty Jinja unconditionally. The picker route drops any template larger
than MAX_CHAT_TEMPLATE_BYTES (64 KiB), so an uncached repo whose
chat_template.jinja sits between 64 KiB and 4 MiB returned no template at
all, even when a valid smaller tokenizer_config.json template existed. The
local path already skips oversized .jinja files and falls through.

Gate the extracted Jinja on MAX_CHAT_TEMPLATE_BYTES and continue searching
when it exceeds the cap, matching _chat_template_from_jinja_file. The 4 MiB
download bound stays for JSON files that merely embed a small template. Adds
a regression test that a big Jinja plus a valid tokenizer config resolves to
the tokenizer template.

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* Guard legacy per-model-config migration idempotency

The v1->v2 localStorage migration (unsloth_load_settings ->
unsloth_model_configs) runs on every store read, so it must migrate exactly
once and never re-run, duplicate, or clobber a newer per-model config on a
reload or restart. That was covered only by a manual proof, so add durable
guards:

- Source-contract test pinning the three idempotency layers (the in-memory
  legacyMigrationChecked guard, the persistent unsloth_model_configs_migrated
  flag set in every terminal branch, and the non-overwriting Object.hasOwn
  merge-skip) plus the readMap invocation. Reddens if any layer is dropped.

- Playwright model-config E2E: promote the legacy-migration step to a gating
  check (soft_fail, which gates under the CI STUDIO_UI_STRICT=1) that the
  migrated value is preserved and the flag is set, then reload again with a
  fresh legacy seed present and assert the stored key set is unchanged, so a
  second reload cannot re-migrate, duplicate, or clobber.

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* Note the migration E2E now gates idempotency under STUDIO_UI_STRICT

* Tighten model-picker per-model-config code comments

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Daniel Han <danielhanchen@gmail.com>
Co-authored-by: Lee Jackson <130007945+Imagineer99@users.noreply.github.com>
Co-authored-by: danielhanchen <michaelhan2050@gmail.com>
Co-authored-by: shimmyshimmer <shimmyshimmer@users.noreply.github.com>
Co-authored-by: Unsloth <michaelhan@Michaels-MacBook-Pro.local>
Co-authored-by: oobabooga <112222186+oobabooga@users.noreply.github.com>
2026-07-20 22:53:22 -07:00
Daniel Han
3ab8dce97a
install: let UNSLOTH_TORCH_INDEX_FAMILY / _URL override CUDA wheel detection (#6692)
* install: let UNSLOTH_TORCH_INDEX_FAMILY / _URL override CUDA wheel detection

get_torch_index_url (and the studio-update mirror _detect_cuda_torch_index_url)
chose the torch wheel family solely by probing the host GPU, with no override.
In a headless / container / CI build the host driver is visible via the
/proc/driver/nvidia/gpus fallback but nvidia-smi cannot report a CUDA version,
so the function fell back to its cu126 default and installed the wrong wheels
(e.g. a cu128 image got cu126 torch).

Add an explicit override checked before any probing, in both the shell installer
and the Python studio-update path:
  - UNSLOTH_TORCH_INDEX_URL   full index URL, used verbatim (wins)
  - UNSLOTH_TORCH_INDEX_FAMILY family (cpu, cu128, rocm6.4, ...) appended to the
                               mirror base (UNSLOTH_PYTORCH_MIRROR still honoured)

This matches how the published GPU images select CUDA -- vLLM and SGLang take the
CUDA version from an explicit build ARG rather than detecting it, and the Unsloth
Docker base image already pins the cu128 index directly. Desktop installs are
unchanged: with no override set, detection runs exactly as before.

Adds test_get_torch_index_url.sh cases for the override (family, full URL,
precedence, mirror base, trailing-slash strip, empty-ignored).

* install: make the torch-index override authoritative across ROCm paths

Address review feedback on the override added in this PR so a pinned index is
honoured everywhere, not just in get_torch_index_url:

- Skip the WSL ROCm bootstrap (root privilege + large downloads, probes
  /dev/dxg) when UNSLOTH_TORCH_INDEX_URL / _FAMILY is set; it previously ran
  before the override was consulted.
- Skip the Radeon/Strix rerouting (which re-probes the GPU and overwrites the
  resolved URL with repo.radeon.com / repo.amd.com) when the index is pinned, so
  an explicit ROCm override (e.g. UNSLOTH_TORCH_INDEX_FAMILY=rocm6.4) is kept.
- install_python_stack.py: derive _TORCH_BACKEND from the override when
  UNSLOTH_TORCH_BACKEND is unset (standalone studio update), so _ensure_rocm_torch
  / _ensure_cuda_torch repair to the requested family instead of re-detecting.
- Strip ALL leading/trailing slashes in the shell override to match the Python
  side (avoids 404s on strict pip proxies).

Adds test cases for double-slash and leading/trailing-slash overrides.

* install: honor pinned torch index in CUDA/ROCm repair paths

Follow-up to the override work in this PR: the get_torch_index_url / install.sh
reroute already respect a pinned UNSLOTH_TORCH_INDEX_URL / _FAMILY, but the
Python repair helpers in install_python_stack.py still re-probed the GPU and
could overwrite the pinned family. Make the pin authoritative there too:

- _ensure_cuda_torch: an explicit cu* pin commits to CUDA wheels, so repair a
  ROCm-poisoned venv even when no NVIDIA GPU is visible here (headless /
  container / CI cross-install), instead of bailing on the GPU-presence gate.
- _ensure_rocm_torch: skip the AMD per-gfx (Strix) reroute when a ROCm index is
  pinned, and in the generic reinstall path install from the pinned URL verbatim
  rather than re-detecting the host ROCm version. gfx*/rocm7.2 indexes serve
  torch 2.11+, so select the 2.11 package specs for a gfx leaf.
- install.sh: raise the torch constraint to 2.11 for */gfx* indexes too, matching
  rocm7.2, so a pinned full-URL/family override that returns early keeps a valid
  constraint.

Add _explicit_torch_index_url / _explicit_rocm_torch_index_url helpers and tests
covering the no-GPU CUDA pin repair and the explicit gfx index honored verbatim.

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* install: honor torch-index override on the Windows installers too

The pinned-index work landed for install.sh and install_python_stack.py, but the
Windows installers still picked the wheel index from GPU probing. Extend the same
UNSLOTH_TORCH_INDEX_URL / _FAMILY contract so a pinned index wins on every platform:

- install.ps1: Get-TorchIndexUrl returns the pinned URL/family before nvidia-smi
  probing; the AMD ROCm reroute is skipped when the index is pinned, so an explicit
  cpu/cu* pin on an AMD host is not overwritten.
- studio/setup.ps1: add shared Get-PinnedTorchIndexUrl / Get-TorchIndexLeaf helpers;
  the stale-venv check, the install selection and the AMD reroute all honor the pin,
  and the CPU/CUDA install pulls from the resolved index URL.
- tests: parity test that all four installers read both override vars and the two
  Windows installers gate the AMD reroute on the pinned flag.

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* install: complete pinned-index handling for ROCm/Windows edge cases

Follow-ups to the override work flagged in review:

- install.ps1: a pinned gfx*/rocm>=7.2 index previously skipped the AMD reroute
  that sets the torch>=2.11 floor, so the generic install used torch>=2.4,<2.11
  and could resolve the known-bad _grouped_mm wheel. Route a pinned ROCm index
  through the ROCm install path with the 2.11 floor + companions, and guard the
  companion-spec lookup so a skipped reroute block cannot null-deref.
- studio/setup.ps1: the stale-venv check compared the installed flavor (cuXXX/cpu,
  with +rocm misread as cpu) against the raw pinned leaf (gfx1151 / rocm6.4), so a
  correct pinned ROCm venv was always marked stale. Classify +rocm wheels as the
  generic 'rocm' flavor and normalize a pinned rocm*/gfx* leaf to 'rocm' before
  comparing (cu* stays specific so cu126-vs-cu128 still rebuilds).
- install_python_stack.py: _ensure_cuda_torch now also reinstalls from a pinned
  CUDA index when the venv carries a CPU wheel (headless CPU-venv-to-CUDA
  cross-install via 'studio update'), not only when it finds a ROCm build.
- tests: parity assertions already cover all four installers honoring the override.

* install: finish pinned ROCm/CUDA edge cases on Windows + repair path

Follow-ups to the previous round:

- studio/setup.ps1: a pinned gfx*/rocm>=7.2 index now routes through the ROCm
  install path with the 2.11 floor + companions (it previously fell through to the
  CUDA branch with bare torch/torchvision/torchaudio against the ROCm index). The
  CPU/CUDA fallback index is forced to the CPU wheel index when a ROCm index is
  active, so a failed pinned-ROCm install does not retry the ROCm mirror.
- studio/setup.ps1: the stale-venv check no longer treats an unrecognized pinned
  URL leaf (e.g. a PEP 503 mirror ending in /simple) as a torch flavor tag, which
  was marking a correct venv stale; cu*/cpu/rocm/gfx leaves are still compared.
- install.ps1: the post-failure CPU fallback uses an explicit CPU index instead of
  , which for a pinned ROCm index was the ROCm mirror itself (so the
  'fallback' just retried the failing index and aborted the installer).
- install_python_stack.py: _ensure_cuda_torch now also reinstalls when the venv's
  CUDA family differs from a pinned one (installed cu126 vs pinned cu128), not only
  CPU->CUDA; the probe reports the installed cuXXX tag for the comparison.

* install: keep the ROCm to CPU fallback install inside the retry-helper window

The pinned-ROCm CPU fallback computes an explicit CPU index, but the comment
explaining why it cannot reuse $TorchIndexUrl pushed the actual
Invoke-InstallCommandRetry / --force-reinstall call more than 600 chars past the
"ROCm PyTorch install failed" message, so test_pr5940_followups's window check
no longer saw the retry helper. Move the CPU-index computation and its comment
above the failure substep so the retrying force-reinstall stays adjacent to the
message. No behavior change: same explicit CPU index, same retry, same
--force-reinstall.

* install: address #6692 review round 5 (ROCm/CPU pin edge cases)

setup.ps1:
- Stale-venv check: treat an AMD/ROCm host (HasROCm or a resolved gfx arch) with
  no explicit pin as expecting "rocm", not "cpu", so a healthy +rocm venv is not
  flagged stale (which made installer-managed setup exit and direct update rebuild).
- Pinned-ROCm install failure now routes into the force-reinstall CPU branch:
  CuTag stays the rocm/gfx leaf on failure, so the condition also checks
  ROCmCpuFallback; otherwise the CUDA branch installed from the CPU index without
  --force-reinstall and kept the partial ROCm torch.
- Explicit ROCm pin compare no longer collapses gfx*/rocm* to a generic "rocm":
  it compares the +rocmX.Y version (and the torch 2.11 line for gfx pins) so
  changing the pinned family (e.g. rocm6.4 -> gfx1151) rebuilds and applies it.

install_python_stack.py:
- _ensure_rocm_torch: an explicit ROCm wheel-index pin now bypasses the
  NVIDIA-present / no-AMD-GPU / unreadable-ROCm gates (headless/container/CI
  cross-install), mirroring the explicit-CUDA-pin bypass in _ensure_cuda_torch.
- Add _ensure_cpu_torch: an explicit CPU pin (FAMILY=cpu or /cpu URL) now has a
  repair path that reinstalls CPU torch over an existing CUDA/ROCm build on a
  standalone update (which skips install.sh's flavor enforcement).

install.sh:
- Pin torchvision/torchaudio companions alongside torch for the rocm7.2 / per-gfx
  index and the Strix reroute (those AMD indexes publish companions independently
  and a bare name can resolve a torch-2.12-built wheel, an ABI mismatch).

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* torch-index override: classify CUDA pin by leaf; trim blank shell overrides

_ensure_cuda_torch only overrode the NVIDIA-presence gate for *any* pinned index,
so a non-CUDA mirror URL (or a ROCm/CPU pin) on a non-NVIDIA host with ROCm torch
could force a CUDA reinstall over a working ROCm venv. Add
_explicit_cuda_torch_index_url() (leaf cu*), matching the ROCm/CPU helpers, and
gate on it instead.

install.sh::get_torch_index_url treated a whitespace-only UNSLOTH_TORCH_INDEX_URL
/ _FAMILY as authoritative (yielding an invalid index), unlike the Python .strip()
and PowerShell IsNullOrWhiteSpace paths; trim leading/trailing whitespace first.

* install: honor pinned torch index over CVD/GPU gates and fix leaf-based ROCm classification

- install_python_stack.py: an explicit cu* pin now clears the CUDA_VISIBLE_DEVICES
  empty/-1 hide gate as well as the NVIDIA-presence gate, so
  CVD=-1 UNSLOTH_TORCH_INDEX_FAMILY=cu128 studio update repairs to CUDA wheels
  (parity with install.sh's get_torch_index_url override, which skips all GPU
  probing). Unpinned CVD=-1 still skips.
- install_python_stack.py: _ensure_cpu_torch installs the bounded _CPU_TORCH_PKG_SPEC
  instead of a bare torch/torchvision/torchaudio trio; the /cpu index now also
  serves torch 2.11+, which is outside the supported <2.11 range.
- install.sh: the torch>=2.11 constraint case matches the index leaf (rocm7.2|gfx*)
  instead of the whole URL, so a mirror base path containing a gfx/rocm7.2 segment
  with a cu*/cpu family is not false-matched onto the 2.11 line.
- setup.ps1: the stale-venv check expects rocm torch only for arches the install
  path maps to a repo.amd.com wheel index; an unmapped/unreadable arch installs
  CPU, so a correct CPU venv is no longer marked stale.
- Tests for each of the above.

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* install: tighten pinned torch-index override edge cases

- install.sh: trim whitespace-only UNSLOTH_TORCH_INDEX_URL/_FAMILY before the
  _torch_index_pinned guard, matching get_torch_index_url, so a blank override no
  longer skips the WSL bootstrap and Radeon/Strix reroutes while detection still
  picks the normal index.
- install.sh / install.ps1 / setup.ps1 / install_python_stack.py: force the torch
  2.11 floor only for the gfx families with the <2.11 _grouped_mm bug (gfx120X-all,
  gfx1151, gfx1150). A pinned override to gfx110X-all/gfx90a/gfx908 stays on the
  default range, matching the automatic AMD path.
- install_python_stack.py _ensure_cuda_torch: treat an untagged CUDA build under a
  CUDA pin as a family mismatch (reinstall), and match cuXXX pins narrowly (cu +
  digits) so a custom/current mirror leaf no longer forces CUDA over a CPU/ROCm venv.
- install_python_stack.py _ensure_rocm_torch: reinstall when an explicit ROCm pin
  names a different ROCm family than the already-installed ROCm torch (the ROCm
  analogue of the CUDA cuXXX mismatch repair).

Adds tests for each case.

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* install: fix second-order edge cases in pinned torch-index ROCm/CUDA handling

Parse the ROCm torch probe positionally so an empty HIP marker is kept:
CPU/CUDA torch no longer reads as HIP, so the ROCm reinstall is not skipped.
Emit one "<marker>|<version>" line (like the CUDA probe) for a robust parse.

Limit the gfx torch 2.11 expectation to the install allowlist
(gfx120X-all/gfx1151/gfx1150). A pinned gfx110X-all/gfx90a/gfx908 index stays
on the default <2.11 specs, so a correct 2.10+rocm wheel is no longer judged a
mismatch and force-reinstalled every update.

Distinguish an AMD per-arch wheel (three-part +rocmA.B.C) from a generic
pytorch.org wheel (two-part +rocmA.B): a gfx per-arch pin over a generic 2.11
wheel now reinstalls the per-arch wheel, while an already-installed per-arch
wheel is not re-flagged (no reinstall loop).

Mirror all of the above in setup.ps1 via new Test-RocmGfx211Leaf /
Test-CudaFamilyLeaf / Get-RocmPinStaleTags helpers, reused by both the
install-spec path and the stale-venv check so they cannot diverge again.
Require a digit after "cu" (^cu[0-9]) in setup.ps1, install.ps1 and install.sh
so a mirror leaf like /custom or /current is not branded CUDA and does not
rebuild the venv every run.

Add tests: CPU/CUDA probe -> has_hip_torch False; gfx110X-all pin + 2.10 wheel
not stale; gfx1151 pin + generic 2.11 wheel stale; gfx1151 pin + per-arch wheel
not stale; /custom and /current not CUDA; plus cross-language allowlist and
cu-digit parity guards, and a PowerShell unit test for the new setup.ps1 helpers.

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* Fix ROCm/gfx pin case normalization, ROCm-tag requirement, and CUDA-leaf classification

Normalize torch-index leaves to lowercase before the gfx*/rocm*/cu* allowlist
matches so the canonical gfx120X-all (capital X) gets the torch 2.11 floor in
install.sh (leaf, flavor and repairable helpers). Require an installed +rocm
local tag before a rocmX.Y or non-2.11 gfx pin is judged satisfied in
setup.ps1 Get-RocmPinStaleTags and the Python _rocm_pin_family_mismatch, so an
untagged CPU/CUDA wheel never leaves the pin unapplied. Classify a leaf as CUDA
only via ^cu[0-9]: the Python _TORCH_BACKEND derivation now uses
_is_cuda_family_leaf, and install.sh brands cuda only on cu[0-9]* (unset on an
unknown /current /custom mirror leaf) so the stack probes the GPU instead of
skipping ROCm repair. Add bash, Python and PowerShell tests for capital
gfx120X-all floor, current/custom not-cuda, and untagged-wheel ROCm pins.

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* install: converge torch-index pin detection via a per-venv marker

Introduce a torch-index MARKER that records the exact wheel --index-url used
after each successful torch install, so `unsloth studio update` / repair makes
the "did the pinned index change?" decision by an EXACT string compare rather
than inferring it from the wheel +rocm/+cu version tag. The tag cannot encode
the AMD per-arch gfx family (two 2.11 gfx indexes both install +rocm7.13.0), so
the tag heuristic missed a gfx1151 -> gfx120X-all switch and a custom-URL swap.

Marker path is per-venv (.unsloth-torch-index), one line = the resolved index
URL, written atomically (temp + rename). Path, format and normalization are
shared across all four installers (install.sh, install_python_stack.py,
setup.ps1, install.ps1).

- Reapply gfx pins on a per-arch target change: the marker's exact compare
  reinstalls when the pinned index differs, even when both wheels share a tag.
- Honor custom ROCm URL pins during repair: an explicit index whose leaf is not
  rocm/gfx/cu/cpu (e.g. simple, current) now reinstalls torch VERBATIM from the
  pin when it differs from the marker ("URL wins verbatim").
- Align the KNOWN-2.11 rocm/gfx set to exactly rocm7.2 plus the gfx allowlist
  gfx120x-all/gfx1151/gfx1150 in every language; stop treating an unknown newer
  rocm (rocm7.3, which does not exist) as the 2.11 line speculatively.

Backward compatible: with no marker (old venvs, torch installed out-of-band) the
existing +rocm/version-tag heuristics still decide, and a matching marker never
reinstall-loops. A cu128 CUDA pin stays a CUDA pin; custom and current leaves are
not CUDA. Adds marker tests (py/sh/ps) plus cross-installer parity checks.

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* install: keep the torch-index marker additive to flavor validation

Three narrow fixes in the marker-based stale-venv detection:

- setup.ps1: a matching marker no longer overwrites the detected installed
  flavor. The marker compare is now an additional rebuild trigger, so a stale
  wheel (torch swapped to a +cpu build while the marker still records a cuXXX
  pin) is still caught by the flavor check instead of being masked as up to date.

- setup.ps1: a supported AMD arch carrying CPU torch is no longer marked stale
  and wiped. The downstream AMD Windows ROCm override upgrades CPU torch to ROCm
  in place, so wiping first would delete the venv and abort with "Virtual
  environment not found". Only a genuinely wrong CUDA wheel still rebuilds.

- install.sh: the Radeon --find-links path records its repo.radeon.com base in
  the marker instead of the generic pytorch.org ROCm fallback index, so a later
  pin to that generic family correctly reinstalls rather than comparing equal.
  Mirrors install.ps1/setup.ps1, which already record the real AMD index.

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* install: honor custom pins and repair pinned venvs in place

Four follow-ups to the torch-index marker work:

- install_python_stack.py: _ensure_cuda_torch/_ensure_rocm_torch now bail when an
  explicit custom-index pin names no known torch family, so a verbatim URL override
  (a private/simple mirror) is not clobbered by auto-detected CUDA/ROCm wheels
  before _ensure_verbatim_torch_index applies it.

- install_python_stack.py: the ROCm marker is additive, not a substitute -- a
  matching marker still runs the family/version check so a wheel swapped after the
  marker was written is caught. Mirrors setup.ps1.

- setup.ps1: a stale venv under an explicit pin, whose torch still imports, is
  repaired in place (force-reinstall torch from the pin in the dependency pass)
  instead of wiped. The wipe path only delegates to install.ps1, so on a direct
  update it stranded the user at "Virtual environment not found" instead of
  applying the new pin. A broken venv or unpinned drift still wipes/delegates.

- install.ps1: when a pinned ROCm install fails over to a CPU base, the marker now
  records the CPU index actually used instead of the ROCm pin, so the next managed
  setup does not see CPU torch under a ROCm pin and abort as stale.

* setup.ps1: keep the ROCm CPU-fallback force line the pr5940 test guards

5c93ffd4 folded the pin-change force-reinstall into the ROCm CPU-fallback
condition on one line, so the exact literal that test_pr5940_followups.py checks
(if ($ROCmCpuFallback) { $cpuForce = @("--force-reinstall") }) no longer appeared
and the test failed. Split the two conditions into separate if lines: the ROCm
fallback line is restored verbatim and the pin-change force is its own line. Both
still set $cpuForce to the array, so @splat passes one arg.

* install: honor exact CUDA/custom index URL pins in the torch-index marker

Address three Codex review findings on the torch-index marker mechanism:

- install.sh: after the ROCm CPU repair reinstalls torch from the generic
  $TORCH_INDEX_URL, record that as the marker source. A Radeon --find-links
  install set _TORCH_MARKER_INDEX_URL to its repo.radeon.com base earlier, so
  leaving it made the marker misreport Radeon wheels and a later Radeon pin would
  compare equal and skip a needed reinstall.

- install_python_stack.py: _ensure_cuda_torch now consults the exact-URL marker
  (_marker_pin_mismatch) when the installed +cuXXX tag matches the pinned leaf,
  so a same-leaf CUDA mirror change (official cu128 to an internal cu128 mirror)
  is reinstalled and re-recorded instead of skipped.

- _normalize_index_url / _normalize_family_leaf (install.sh, setup.ps1,
  install_python_stack.py): lowercase only KNOWN wheel-family leaves (rocm/gfx/
  cpu/cuXXX) so gfx120X-all still matches gfx120x-all, while a custom
  (unknown-family) leaf keeps its case so a verbatim URL pin like /Current does
  not compare equal to /current. Tests updated to assert the refined behavior.

* install: fix 3 torch-index marker edge cases (CPU mirror pin, Radeon leaf, migrated venv)

Addresses three review findings on the torch-index override path:

1. CPU index URL change on an already-CPU venv. _ensure_cpu_torch returned
   early whenever torch was already a CPU build, so a standalone update that
   moved the pin (official /cpu -> a private UNSLOTH_PYTORCH_MIRROR /cpu, same
   +cpu tag) never reinstalled. It now consults the exact-URL marker and
   reinstalls only when _marker_pin_mismatch reports a different index,
   mirroring the CUDA/ROCm same-family handling. A matching marker (or none)
   still leaves CPU torch untouched, so there is no reinstall loop.

2. Radeon find-links directory misclassified as a pip ROCm family. A
   repo.radeon.com/.../rocm-rel-7.2.1 leaf starts with "rocm" but is a
   find-links listing, not a pip --index-url. The old startswith(("rocm",
   "gfx")) test routed it into a --index-url reinstall that fails against
   find-links. New _is_pip_rocm_family_leaf gates on ^rocm\d / gfx (matching
   install.sh's rocm[0-9]* and setup.ps1's ^(rocm[0-9]|gfx)), so a Radeon URL
   routes to the verbatim/marker path instead.

3. Migrated venv rewriting its marker to a pin it did not install. install.sh
   and install.ps1 write the marker unconditionally, so a migration that
   preserves existing torch recorded the newly requested pin and a later
   update then found a matching marker and skipped the reinstall the pin
   needs (e.g. a per-arch gfx1151 -> gfx120X-all switch, identical +rocm tag).
   Both now track _TORCH_INSTALLED_THIS_RUN and write the marker only when
   torch was actually installed or repaired this run.

Also add Get-NormalizedFamilyLeaf to the setup.ps1 helper-extraction list in
test_torch_index_marker.ps1 (it was added to setup.ps1 and the shell test in an
earlier round but missed here) and add two unit tests covering findings 1 and 2.

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* install: keep pinned torch repairs on the pinned index

Two fixes for explicit index pins (UNSLOTH_TORCH_INDEX_FAMILY / _URL):

1. install_python_stack.py's repair paths ran uv without clearing the
   inherited uv index env vars. uv resolves the default index (--index-url
   or --default-index) at the LOWEST priority, so a UV_INDEX or
   UV_EXTRA_INDEX_URL mirror in the environment won for any package it
   served: a cu128-pinned repair could install torch from the mirror and
   then record the cu128 marker it never used. Verified empirically: with
   UV_EXTRA_INDEX_URL=.../cu126 exported, uv pip install torch
   --index-url .../cu128 resolves torch 2.13.0+cu126. Strip the four uv
   index env vars for pinned-index commands only, mirroring the gate
   install.sh, install.ps1 and setup.ps1 already have; non-pinned installs
   keep the user's mirror.

2. install.ps1 routed any pinned leaf matching rocm* through the ROCm
   --default-index path, so a custom find-links leaf like rocm-rel-7.2.1
   was treated as a PEP 503 ROCm index and could silently fall back to CPU
   torch on resolution failure. Require a digit after rocm, matching
   install.sh's rocm[0-9]* and install_python_stack.py's ^rocm\d.

Adds parity + unit tests for both (11 new tests).

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* install: keep pinned repairs off UV_TORCH_BACKEND and narrow setup.ps1's rocm pin match

Round 2 of the pinned-index hardening:

1. _build_uv_cmd converted UV_TORCH_BACKEND into --torch-backend before the
   new env isolation could act, and uv's torch backend redirects torch
   resolution to its own per-backend index even when --index-url is given
   (verified: a cu128-pinned dry run with UV_TORCH_BACKEND=cpu resolves
   torch 2.13.0+cpu). Pinned-index commands now never receive the flag and
   UV_TORCH_BACKEND joins the stripped env vars, so uv cannot re-read it.

2. setup.ps1's pinned reroute had the same bare rocm* glob install.ps1 had:
   a custom find-links leaf like rocm-rel-7.2.1 was routed through the ROCm
   --index-url path instead of the verbatim unknown-pin path. Now requires
   a digit after rocm, matching install.ps1, install.sh and
   _is_pip_rocm_family_leaf.

3. The marker test's case-normalization checks used -eq, which is
   case-insensitive in PowerShell, making them vacuous, and the unknown-leaf
   expectation was written lowercased while the implementation deliberately
   preserves custom-leaf case. Tightened to -ceq with the case-preserving
   expected value.

Adds unit + parity tests for 1 and 2 (5 new tests).

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* install: extend the pinned-index guards to every remaining surface

Round 3 of the pinned-index hardening, closing the same holes on the
surfaces the earlier rounds missed:

1. install.sh's pinned-install env scrub now clears UV_TORCH_BACKEND (uv's
   torch backend redirects torch resolution to its own per-backend index
   even against --default-index), and both PowerShell wrappers clear it in
   their pinned-install scrubs, matching install_python_stack.py.

2. setup.ps1's marker stale check still classified any rocm* leaf as a
   PyTorch ROCm family while the install selection is digit-gated, so a
   custom rocm-current / rocm-rel-7.2.1 pin stale-compared as
   not-rocm vs rocm and force-reinstalled on every studio update. The
   stale check now uses the same ^rocm\d gate.

3. install_python_stack.py's pinned-command scrub also strips
   PIP_EXTRA_INDEX_URL for the pip fallback: pip adds the env extra index
   in addition to --index-url, so an inherited mirror could satisfy torch
   off the pin while the marker recorded the pinned URL. PIP_INDEX_URL
   needs no strip since the explicit --index-url flag overrides it.

Parity + unit tests extended (4 new tests).

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* install: scrub find-links and carry the pinned scrub through pip fallbacks

Round 4 of the pinned-index hardening:

1. UV_FIND_LINKS joins every pinned-install scrub (install.sh, install.ps1,
   setup.ps1, install_python_stack.py): uv's --find-links locations can
   satisfy torch off the pinned index the same way an extra index does.

2. setup.ps1's Fast-Install restored the scrubbed vars in its finally
   BEFORE the pip fallback ran, and never touched the pip env vars at all,
   so a failed uv attempt fell back to python -m pip with an inherited
   PIP_EXTRA_INDEX_URL / PIP_FIND_LINKS able to win over the pinned
   --index-url. The scrub now wraps the whole function (uv attempt + pip
   fallback) and includes the pip vars; restore happens after both.

3. install_python_stack.py's scrub also strips PIP_FIND_LINKS for its own
   pip fallback, completing the PIP_EXTRA_INDEX_URL fix from round 3.

Parity tests extended (2 new tests).

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* install: digit-gate rocm leaves in marker normalization and ROCm side effects

Round 5 of the pinned-index hardening (three custom-rocm-leaf edge cases):

1. _normalize_family_leaf lowercased every leaf starting with rocm, so a
   custom mirror leaf like rocm-Current compared equal to its lowercase form
   and a case-only pin change was skipped. URL paths can be case-sensitive.
   The rocm prefix is now digit-gated (rocm[0-9]*, matching
   _is_pip_rocm_family_leaf) in install.sh, setup.ps1 and
   install_python_stack.py, so only true family leaves (rocm7.2) are
   lowercased; a custom rocm-* leaf keeps its case.

2. setup.ps1 Test-MarkerPinMismatch compared normalized URLs with -ne, which
   is case-insensitive in PowerShell, so a case-only marker change (Simple
   vs simple) was treated as matching and the reinstall skipped. Now -cne.

3. install.sh gated the AMD bitsandbytes install and the "repair ROCm torch"
   --default-index reinstall on a bare whole-URL rocm glob, so a custom
   CPU/CUDA/private index whose leaf merely starts with rocm (rocm-current)
   was force-repaired from the wrong ROCm-only path whenever torch.version.hip
   was empty. Both now gate on _torch_index_is_rocm_family, computed once from
   the digit-gated leaf (rocm[0-9]*/gfx*).

Tests: 4 new parity assertions plus 2 case-sensitivity marker checks.

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* install: apply an explicit custom torch-index pin on the first update

Round 6: an explicitly-set custom (unknown-family) UNSLOTH_TORCH_INDEX_URL
was silently ignored on the first `studio update` of a venv that predates
the marker feature, on both platforms, because the no-marker case was
treated as "do nothing" and the version-tag heuristics cannot judge an
unknown leaf.

1. install_python_stack.py _ensure_verbatim_torch_index now reinstalls
   verbatim when the marker is ABSENT (None), not only when it differs, and
   short-circuits only when the marker already records this exact pin. It
   then writes the marker, so every later update is a no-op. A user who did
   not set the override gets pin=None and is untouched, so an out-of-band
   torch install is never clobbered.

2. setup.ps1: for an unknown-family pin on a marker-less venv the stale-venv
   check now sets PinChangedForceReinstall so the torch block reinstalls in
   place from the pin. It deliberately does NOT set shouldRebuild, which
   would wipe the venv and strand a direct `studio update`.

3. setup.sh (the Linux `studio update` entry point) skipped
   install_python_stack.py entirely when unsloth was already current, so the
   marker-driven reinstall (both the verbatim custom pin and the cu/rocm
   flavor and family-change repair, e.g. gfx1151 to gfx120X-all) never ran.
   It now forces the dependency pass when a torch-index pin env var is set;
   the pass is idempotent and no-ops when the marker already matches. This
   mirrors setup.ps1's stale-venv pre-check.

Tests: 3 new parity assertions.

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* test: expect first-update reinstall for a no-marker custom index pin

Follow-up to d671d8fb2: _ensure_verbatim_torch_index now applies an
explicit unknown-family URL pin verbatim on the first update when the
marker is absent (instead of no-op), so the old
test_verbatim_custom_url_no_marker_is_noop assertion was stale. Rewritten
as test_verbatim_custom_url_no_marker_reinstalls_once: asserts the one
verbatim reinstall from the pinned URL, that the marker is written, and
that a second call with the pin still set is idempotent (no reinstall
loop).

* install: gate the pinned update pass on the marker and record a pin baseline

Round 8, two follow-ups to the round-6 first-update pin fix:

1. setup.sh forced the full dependency pass on EVERY `studio update` while a
   torch-index pin stayed exported, even after the marker already recorded the
   same pin, turning quick updates into the expensive pass every time. It now
   probes install_python_stack.py --torch-pin-needs-apply (which reuses the
   exact marker normalization) and forces the pass only when the pin is not yet
   applied (marker absent or different); an already-applied persistent pin keeps
   the fast path. A probe error fails safe toward running the pass. setup.ps1
   gets the same probe in its fast path for parity.

2. A known-family full-URL pin on a venv predating the marker (e.g. an installed
   cu128 build and UNSLOTH_TORCH_INDEX_URL pointing at a same-family mirror) left
   the marker absent forever: the _ensure_* helpers deliberately do not force a
   multi-GB reinstall of identical-family wheels on an old venv, so nothing
   recorded the pin and every update re-entered the pass. _record_torch_index_pin_baseline
   now records the resolved pin as a baseline after the ensure sequence when the
   family already matches and no marker exists, so the pin is tracked (a later
   genuine change is detected and applied) and the update loop is broken, without
   the redundant reinstall.

Tests: 3 new baseline unit tests, 4 new parity assertions, and the CLI probe.

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* setup.sh: keep the pin probe's exit 1 from killing the update under set -e

The --torch-pin-needs-apply probe deliberately exits 1 for the common
steady-state answer (pin already recorded, keep the fast path), but it ran
as a bare command under set -euo pipefail, so the whole studio update
aborted before the exit code was even captured. Absorb the status with
|| _PIN_NEEDS_APPLY=$? and pre-seed 0 so all three outcomes route as
documented: 0 runs the pass, 1 keeps the fast path, anything else fails
safe into the pass. Parity test asserts the guard.

* install: strip pin credentials, disable uv config discovery, bound verbatim installs

Four verified fix groups from a 12-reviewer audit of the torch-index
override feature, each reproduced before fixing:

1. Credential persistence: all four marker writers stored the raw pin URL,
   so an authenticated pin (https://user:token@mirror/simple) persisted its
   credentials in .unsloth-torch-index (mode 0644 under a default POSIX
   umask) and install_python_stack.py printed pin URLs verbatim in repair
   messages. Userinfo is now stripped before persisting and in every
   log/substep that interpolates a pin, via lockstep helpers
   (_strip_index_url_credentials in install.sh / install_python_stack.py,
   Remove-IndexUrlCredentials in install.ps1 / setup.ps1). The three
   normalizers strip too, so an OLD marker that already carries credentials
   still compares equal to the same pin: no reinstall loop on upgrade.
   Query strings deliberately stay in the marker; two indexes distinguished
   only by query must not compare equal.

2. uv configuration discovery beat the explicit pin: with a discovered
   uv.toml declaring torch-backend = "cpu" or a [[index]] entry, uv 0.10.12
   resolves torch 2.13.0+cpu against an explicit --index-url/.../cu126 pin;
   UV_NO_CONFIG=1 restores +cu126 (reproduced both ways). The pinned-install
   scrub in all four installers now sets UV_NO_CONFIG=1 and drops
   UV_CONFIG_FILE.

3. The verbatim custom-index update path installed a bare, unconstrained
   torch trio while fresh installs from the same unknown-leaf pin apply the
   supported range; _ensure_verbatim_torch_index now installs the bounded
   trio spec, closing the fresh-vs-update asymmetry.

4. Query-bearing pins (.../cu128?token=x) classified by raw leaf split and
   force-reinstalled on every update (the installed cu128 never equals
   cu128?token=x). Query/fragment are now stripped before leaf
   classification in all four implementations; the marker comparison keeps
   the query per (1).

Rejected after verification (no change): the pin-baseline record cannot
produce a wrong later decision (every pin change still mismatches and
reinstalls from the new pin); the venv temp-file symlink scenarios require
an attacker who already owns the environment; pathological inputs like
" / cu128 / " have no realistic caller and fail loudly.

Parity, stack, rocm-support, marker (sh + ps1), pin-stale, index-url and
flavor suites all pass (455 python + full shell/ps1 batteries).

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* install: harden custom-pin repair against clobber, broken torch, and pip config

Four follow-ups to the pinned-index audit fixes:

1. setup.ps1 routed an unknown-leaf custom pin through the CUDA branch with
   a bare torch trio while install.ps1 (fresh) and the Python verbatim path
   bound the supported range; the pinned unknown-leaf route now applies the
   same torch>=2.4,<2.11.0 bound. Known cu* leaves and unpinned runs are
   unchanged.

2. The final torch safety pass could not repair a clobbered unknown-family
   pin: intermediate dependency steps can pull torch from PyPI (the pass
   exists for exactly that reason), but the verbatim helper short-circuited
   on marker==pin and no flavor tag exists to probe. The helper now keeps a
   per-run snapshot of the installed trio (taken after a verbatim reinstall
   or on the first matching-marker pass) and reinstalls from the pin when
   the final pass sees the trio drifted. Probe failure skips the
   comparison; a reinstall refreshes the snapshot, so no loop.

3. _record_torch_index_pin_baseline could freeze a known-family pin as
   applied on a venv whose torch is missing or broken (every family helper
   returns without reinstalling when its probe fails), making
   --torch-pin-needs-apply report done forever. The baseline now probes the
   installed flavor and records only on a match: a cuXXX pin requires the
   matching +cuXXX tag, cpu requires a cpu build, rocm/gfx requires hip;
   probe failure records nothing.

4. The pinned pip fallback stripped PIP_* env vars but user/site pip config
   files still applied (a configured global.extra-index-url can satisfy
   torch off the pin). PIP_CONFIG_FILE is now pointed at the null device
   for pinned commands (pip loads no config files then), in
   _install_env_for_cmd and setup.ps1's Fast-Install pinned scrub.
   install.sh / install.ps1 have no pip fallback (uv-only), verified.

Tests: 7 new rocm_support tests (snapshot reset fixture), 1 stack test,
2 parity tests. Full battery green (464 python, sh and ps1 suites).

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* install: complete the pin-repair coverage across the fast path and platforms

Three cross-platform follow-ups to the round-2 pin-repair fixes:

1. The --torch-pin-needs-apply probe only compared marker==pin, so a torch
   trio clobbered to the wrong family (a cpu wheel replacing cu128 via a
   later pip install) with a still-matching marker reported "already
   applied" and the _ensure_{cuda,rocm,cpu} repair never ran on the Linux
   fast path. The probe is now a testable _torch_pin_needs_apply() that also
   checks the installed flavor against a known-family pin (via a shared
   _torch_flavor_matches_pin() helper, so the baseline and the probe cannot
   drift). An unknown-family pin has no flavor to validate and a failed
   probe cannot prove drift, so both keep the fast path.

2. macOS ARM (real CPU/MPS torch, not NO_TORCH) never applied an unknown-
   family custom pin on update: both the verbatim path and the baseline
   returned on IS_MACOS while fresh install.sh honors the pin, so the marker
   was never written and setup.sh forced the dependency pass on every update
   forever. The guards are now IS_MAC_INTEL (Intel mac is already NO_TORCH),
   and the final pass applies the pin on macOS ARM.

3. The round-2 final verbatim repair sat in the step-13 sequence guarded
   not IS_WINDOWS, so on Windows a dependency step that clobbered torch after
   the pin was applied was masked by the matching marker (setup.ps1 does not
   re-validate the main venv's torch after calling this script -- verified).
   Step 13 now runs the verbatim snapshot-drift repair on Windows and macOS
   ARM too; the Linux-oriented cuda/rocm/cpu family helpers stay Linux-only.

Tests: 13 new rocm_support cases (flavor drift, macOS ARM, Windows repair),
parity updates. Full battery green (475 python, sh and ps1 suites).

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* install: strip query tokens from the marker and tighten the pin-drift probe

Four follow-ups to the round-3 pin-repair fixes:

1. The credential stripper feeding the torch-index marker and the logged repair
   messages dropped only user:pass@ userinfo, so a private feed that carries its
   auth token in the query string (.../simple?token=SECRET) persisted the token
   in the world-readable marker (mode 0644 under a default umask) and printed it
   in substep output. All four strippers (install.sh, install.ps1,
   studio/setup.ps1, install_python_stack.py) now drop the query and fragment
   before building the sanitized URL. A query is not part of a PEP 503 index's
   identity, so this also stops a rotated token from spuriously mismatching the
   marker and forcing a needless reinstall.

2. The --torch-pin-needs-apply fast-path probe accepted an untagged CUDA build
   (no +cuXXX local tag) under a specific cuXXX pin, but _ensure_cuda_torch
   reinstalls exactly that build to enforce the pin. The probe was more lenient
   than the repair, so the repair pass was skipped on the fast path.
   _torch_flavor_matches_pin now reports a mismatch for an untagged build under a
   cuXXX pin, forcing the pass.

3. The probe's ROCm branch accepted any HIP build for a rocm/gfx pin, while
   _ensure_rocm_torch decides a reinstall with the per-arch
   _rocm_pin_family_mismatch predicate (a generic +rocm7.2 wheel under a per-arch
   gfx pin, or a wrong ROCm version, is a mismatch). The probe now reuses that
   predicate, so it is as strict as the repair. This needs the installed torch
   version, so _probe_torch_flavor now returns (marker, cutag, version) and
   _torch_flavor_matches_pin takes the pin URL (extracting the leaf internally).

4. On Windows a known-family cu*/cpu pin is applied to the main venv by setup.ps1
   before install_python_stack.py runs; a later dependency step can clobber it,
   and the GPU-aware _ensure_{cuda,cpu}_torch self-skip on Windows while the
   verbatim helper handles only unknown-family pins, so nothing repaired the
   clobber (setup.ps1 does not re-validate the main venv's torch afterward,
   verified). New _ensure_pinned_known_family_torch reinstalls a drifted cu*/cpu
   pin in the step-13 Windows/macOS-ARM branch; rocm/gfx per-arch specs stay owned
   by setup.ps1, unknown-family by the verbatim helper.

A speculative ROCm 2.11 floor was also raised but is unreachable: the rocm7.2
index publishes no 2.x wheel below 2.11.0, and an unknown newer rocm is not
floored speculatively.

Tests: query/fragment strip cases in the sh + ps1 marker suites and the Python
strip/marker tests; the tri-state helper and the probe/baseline harnesses moved
to the (marker, cutag, version) flavor with matching versions; new probe cases
(untagged CUDA, generic-rocm-under-gfx) and 8 _ensure_pinned_known_family_torch
tests; a four-way query-strip parity assertion. Full battery green (1150 python,
sh 26/26 marker, ps1 marker/flavor/pin-stale).

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* install: reinstall markerless gfx pins and cap custom-index updates at torch 2.11

Two follow-ups from the pin-marker audit:

1. A markerless venv with a gfx per-arch 2.11 pin trusted the wheel version
   tag, which is byte-identical (+rocm7.13.0) across gfx120X-all / gfx1151 /
   gfx1150. A pre-marker install holding one gfx arch's wheel that is now
   pinned to a DIFFERENT gfx index was therefore never switched:
   _rocm_pin_family_mismatch returns no-mismatch for any three-part +rocm
   2.11 wheel, and _ensure_rocm_torch's absent-marker branch fell through to
   that heuristic. _ensure_rocm_torch now forces a one-time reinstall when the
   marker is absent AND the pin leaf is a 2.11 gfx per-arch index; the reinstall
   writes the marker, so the next update compares exactly and does not loop
   (the correctly-pinned no-reinstall guarantee then comes from the exact marker
   compare, not the ambiguous tag). Non-gfx-2.11 pins (rocmX.Y, non-2.11 gfx)
   stay on the tag heuristic -- their tags are distinguishable.

2. The verbatim custom-index update path used _CUDA_TORCH_PKG_SPEC (torch
   <2.12.0) while a FRESH install of the same unknown leaf caps torch at
   <2.11.0 (install.sh's default TORCH_CONSTRAINT, and setup.ps1's custom-pin
   branch), so a private /simple mirror publishing torch 2.11 could upgrade a
   `studio update` to a state the fresh installer never produces. Added
   _CUSTOM_INDEX_TORCH_PKG_SPEC (torch>=2.4,<2.11.0), used only by the verbatim
   path; companions stay pinned for the same exclusive --index-url ABI reason
   as _CUDA_TORCH_PKG_SPEC (a bare name could pull a torch-2.12-built
   torchvision). _CUDA_TORCH_PKG_SPEC is unchanged (known-family cu/cpu repair
   correctly tracks install.sh's widened cu ceiling).

Tests: 2 new markerless-gfx cases (one-time reinstall + marker write + no-loop
second run, and the rocmX.Y absent-marker no-op), the pre-existing markerless
gfx no-reinstall test flipped to assert the one-time reinstall (it had encoded
the old tag-trusting behavior), and the custom-index bound assertions. 488
passed.

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* install: a matching marker must not mask a broken, clobbered, or misclassified torch

Four round-6 follow-ups, all closing cases where a matching torch-index
marker wrongly vouched for a torch that is not actually the pinned one:

1. _is_cuda_family_leaf matched cu+digits by PREFIX (^cu[0-9]), so a custom
   mirror leaf like cu128-private classified as CUDA family; the flavor check
   then compared the installed cu128 tag to the whole leaf cu128-private and
   forced a reinstall on EVERY update (never converging). The cu family is
   now matched EXACTLY (re.fullmatch cu[0-9]+), so a cu-suffixed custom leaf
   routes through the verbatim/unknown path with a stable marker. Mirrored in
   install.sh (_normalize_family_leaf: strip cu, require an all-digit
   remainder) and setup.ps1 / install.ps1 (^cu[0-9]+$).

2. _torch_pin_needs_apply returned False on a failed torch probe (missing or
   unimportable) under a matching marker, so setup.sh kept the fast path and
   a broken torch was never repaired. A failed probe now forces the pass: the
   marker cannot vouch for a torch that does not import, forcing is idempotent,
   and once torch imports again the probe succeeds and the forcing stops
   (self-resolving). Reverses the round-4 conservative choice for this case.

3. _ensure_verbatim_torch_index snapshotted the installed trio on the first
   pass with a matching marker and treated an unimportable torch (snapshot
   None) as "no drift, skip", so a torch clobbered to a broken state before
   the run was masked. A None snapshot now reapplies the pin. A torch
   clobbered to a WORKING-but-wrong build under an unknown-family pin remains
   undetectable from metadata (no flavor tag; reinstalling every update would
   be the loop this avoids) and is documented as a known limitation.

4. The step-13 Windows final repair reran only the verbatim (unknown-family)
   and known-family cu*/cpu paths, so a clobbered explicit rocm/gfx pin (the
   wheel setup.ps1 installed from AMD's per-arch index) was left in place. The
   branch now also runs _ensure_rocm_torch on Windows for an explicit rocm/gfx
   pin; it has a Windows path and no-ops when torch already links HIP, so it
   only reinstalls a genuinely clobbered ROCm venv (loop-safe).

Tests: the round-4 failed-probe-trusts-marker test flipped to force the pass;
new cases for the cu-suffix no-loop, the broken-torch verbatim reinstall, and
the Windows rocm final-repair structure; item-2 exact-cu parity assertions.
490 passed. sh/ps1 marker + flavor + pin-stale suites all green.

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* install: repair Windows ROCm pins from the pinned URL and honor NO_TORCH

Four round-7 review items, two of them regressions in the round-6 work:

1. _torch_pin_needs_apply ignored UNSLOTH_NO_TORCH. With a torch-index env
   var set and no marker, the failed-probe branch forced the dependency pass
   on every `studio update`, and the pass (which also honors NO_TORCH) never
   installs torch or writes a marker, so nothing could ever stop the forcing.
   It now returns False immediately under NO_TORCH: the pin only matters once
   torch is actually installed.

2. The step-13 Windows final repair (round-6) restored a clobbered explicit
   rocm/gfx pin by calling _ensure_rocm_torch, whose Windows path reinstalls
   from the arch AUTO-DETECTED via hipinfo, not from the pin. A user pinning a
   different gfx family or a private mirror was restored from the wrong source
   (and the wrong marker written), and a headless box was skipped entirely
   (the arch probe returns nothing). The repair now goes through
   _ensure_pinned_known_family_torch, which reinstalls from the PINNED url with
   the same per-arch floor setup.ps1 uses (2.11-line gfx leaves) or a bare trio
   (older arches, rocmN mirrors). It is gated on IS_WINDOWS since macOS ARM has
   no ROCm, and the existing flavor check keeps it loop-safe (a matching HIP
   wheel is left alone).

3. _ensure_verbatim_torch_index's broken-torch check (round-6) used
   "_installed_trio_snapshot() is None", but that helper reports a REMOVED torch
   as "torch==absent" (a non-None tuple) and a broken import as the stale
   on-disk version, so a missing or unimportable torch under a matching marker
   was read as "no drift" and skipped. The matching-marker path now confirms
   torch health with an import probe (_probe_torch_flavor): a torch that does
   not import reapplies the pin, while a healthy torch keeps the snapshot-based
   intra-run drift detection.

4. A unit test for _ensure_cpu_torch did not pin NO_TORCH False like its
   siblings, so a suite run with UNSLOTH_NO_TORCH=1 in the environment made the
   guard return early and the reinstall assertions fail spuriously.

Tests: the round-6 broken-torch verbatim test re-encodes the non-None
"torch==absent" snapshot case (the exact state the old "is None" check missed);
new Windows-ROCm pinned-repair cases (reinstall from the pin, per-arch floor vs
bare spec, matching-wheel no-op, off-Windows no-op); a NO_TORCH fast-path probe
case; the parity test now asserts the Windows final branch does not auto-detect
the ROCm index and that the helper reinstalls from the explicit pin. 494 passed.

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* install: floor the rocm7.2 index in the Windows pin repair; isolate marker tests

Three round-8 review items, two of them downstream of the round-7 changes:

1. _ensure_pinned_known_family_torch gave a rocm<d> index leaf a bare
   torch/torchvision/torchaudio trio while flooring only gfx* leaves, so a
   Windows venv clobbered under an explicit rocm7.2 pin could reinstall an
   unbounded or ABI-mismatched trio from that exclusive --index-url. It now
   mirrors the spec the initial ROCm paths pin: the rocm7.2 floor for 2.11-line
   gfx leaves and rocm<d> leaves that serve torch 2.11, the <2.11 default for
   older rocm versions, and a bare trio only for older gfx per-arch leaves
   (which publish no floor), matching _ROCM_TORCH_PKG_SPECS / _ensure_rocm_torch.

2. test_verbatim_custom_url_no_marker_reinstalls_once called
   _ensure_verbatim_torch_index twice; the second call now hits the
   matching-marker health probe, and with pip_install mocked torch never becomes
   importable, so in a no-torch environment _probe_torch_flavor returned None and
   forced another reinstall, failing the idempotence assertion. The test now pins
   a healthy flavor so the idempotence check is about the marker, not ambient
   torch.

3. The TestEnsureRocmTorchMarker fixture patched os.environ per test but not
   _TORCH_BACKEND, which install_python_stack.py computes once at import from
   UNSLOTH_TORCH_BACKEND. A runner starting with a cuda/cpu backend made
   _ensure_rocm_torch early-return and skip the mocked repair these tests
   exercise. The fixture now neutralizes _TORCH_BACKEND so the marker tests are
   independent of the caller's installer-pin environment.

Tests: the Windows floor-spec test now asserts a rocm7.2 mirror pin uses the
rocm7.2 floor (not bare), plus a new rocm7.1 case that must fall back to the
<2.11 default; the marker suite passes under a hostile
UNSLOTH_TORCH_BACKEND=cuda / UNSLOTH_TORCH_INDEX_URL env. 495 passed.

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* install: apply same-flavor pin repoints, keep ROCm fallback nonfatal, bound custom companions

Four round-9 review items, two of them regressions in the round-7 pin helper:

1. _ensure_pinned_known_family_torch returned as satisfied whenever the installed
   flavor matched the pin, so a same-flavor SOURCE change (one /cpu or /cu128
   mirror to another, or a gfx1151 -> gfx120x-all per-arch switch, both carrying
   the same wheel tag) was never applied, while _torch_pin_needs_apply kept forcing
   the pass on the marker mismatch forever. It now also reinstalls when the marker
   records a DIFFERENT index of the same flavor, rewriting the marker so the next
   update matches (no loop), exactly as the Linux _ensure_{cuda,cpu}_torch helpers
   do. An absent marker on an already-matching venv is still left to the baseline
   recorder (no forced reinstall of a correct pre-marker venv).

2. That helper reinstalled a Windows ROCm pin with the FATAL pip_install, so when
   setup.ps1 had taken its CPU fallback (the pinned AMD index unavailable), the
   final repair re-hit the same missing index and aborted the whole install. The
   ROCm reinstall is now nonfatal (pip_install_try): on failure it leaves the CPU
   base in place and writes no ROCm marker, so the install completes -- matching
   _ensure_rocm_torch's Windows path. cu*/cpu pins stay fatal (authoritative source).

3. install.sh left torchvision/torchaudio bare for a pinned custom/unknown-leaf
   index (a private /simple mirror), unlike the Python update path's
   _CUSTOM_INDEX_TORCH_PKG_SPEC, so a mirror also exposing newer companion wheels
   could resolve a torch-2.12-built torchvision against the capped <2.11 torch. It
   now bounds the companions (torchvision>=0.19,<0.26.0 / torchaudio>=2.4,<2.11.0)
   for a custom leaf, gated on an empty _expected_torch_flavor_tag so known families
   keep their curated bare/floored companions.

4. install.sh's _expected_torch_flavor_tag matched cu[0-9]* by prefix, so a custom
   leaf like cu128-private classified as the cu128 family and force-reinstalled a
   correct +cu128 wheel on every run. It now requires exact cu+digits (routing the
   suffixed leaf to the custom path), matching the Python re.fullmatch(cu[0-9]+) and
   PowerShell, and feeding item 3's custom-leaf detection.

Tests: new cases for the same-flavor marker-change reinstall, the nonfatal ROCm
fallback (no marker on failure), the rocm7.2/older-rocm floor selection now split
across the nonfatal path, cu-suffixed custom leaves in test_torch_flavor.sh, and the
custom-leaf companion bounds in test_torch_constraint.sh. 497 python + 143 shell
assertions pass; the marker suite still passes under a hostile
UNSLOTH_TORCH_BACKEND=cuda env.

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* install: bound custom-pin companions on the Windows setup path; isolate pin-probe tests

Two round-10 review items:

1. setup.ps1's custom/unknown-leaf pin branch capped only torch ($cudaTorchSpec)
   and still asked the exclusive index for bare torchvision/torchaudio, so a
   private mirror that also serves newer companion wheels could install a
   torch<2.11 wheel alongside a torchvision>=0.26 / torchaudio>=2.11 built for a
   newer torch ABI, after which the marker records the pin as applied. It now
   bounds the whole trio (torch>=2.4,<2.11.0 / torchvision>=0.19,<0.26.0 /
   torchaudio>=2.4,<2.11.0) for a pinned non-cu-family leaf, matching install.sh,
   install.ps1's fresh pinned install, and install_python_stack.py's
   _CUSTOM_INDEX_TORCH_PKG_SPEC. This completes the companion-bounds fix across all
   three installers; known cu* leaves keep bare specs (the family index bounds them).

2. The _torch_pin_needs_apply probe tests did not pin NO_TORCH False, so a test
   process launched with UNSLOTH_NO_TORCH=1 short-circuited the probe (the round-7
   guard) and returned False for cases that expect the pass to run. The _needs_apply
   helper now patches NO_TORCH (default False) around the call, and the dedicated
   no-torch case passes no_torch=True explicitly.

Tests: the cross-platform parity test now asserts setup.ps1 bounds the full trio
(not just torch) for a custom leaf; the pin-probe suite passes under a hostile
UNSLOTH_NO_TORCH=1 environment. setup.ps1 parses clean; 497 python + shell suites
green.

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* install: bound custom rocm-* pins, redact diag tokens, snapshot custom pins before base update

Three round-11 review items, all reproduced before fixing:

1. install.sh's custom-index companion bounds gated on _expected_torch_flavor_tag
   returning empty, but that helper returned "rocm" for ANY rocm* leaf, so a custom
   mirror whose leaf starts with rocm but is not a pip family (a private rocm-current
   mirror, a Radeon find-links rocm-rel-7.2.1) escaped the bounds and installed bare
   torchvision/torchaudio. It now digit-gates rocm to rocm[0-9]* (matching the Python
   _is_pip_rocm_family_leaf ^rocm\d), so those custom leaves return "" and the <2.11
   companion caps apply; real rocm7.2 / gfx per-arch indexes still classify as rocm.

2. _tauri_torch_index_family classified by the raw last path segment, so a pinned URL
   carrying auth in the query (.../rocm7.2?token=SECRET) had the token echoed verbatim
   into the emitted [TAURI:DIAG] line. It now strips query/fragment before classifying
   (mirroring the marker/log credential stripping), so no token reaches the diagnostic
   output; as a side effect .../cu128?token=x now classifies as cu128 instead of auto.

3. On studio update, the core package step (a newer unsloth can require a torch the
   custom pin does not satisfy, pulling a default PyPI trio) runs BEFORE the step-2b
   verbatim check, which then recorded the already-clobbered trio as the baseline for a
   matching marker and left the pin unapplied. A new _capture_verbatim_baseline() records
   the pre-clobber trio before the core step, so the verbatim pass detects the drift and
   reapplies the pin. Captures only for a matching custom pin with importable torch; a
   mismatched/absent marker or broken torch is left to _ensure_verbatim_torch_index.

Tests: _expected_torch_flavor_tag rocm-current / rocm-rel cases; _tauri_torch_index_family
token/fragment redaction with a no-leak regression guard; _capture_verbatim_baseline
record/skip cases plus an end-to-end clobber-detection scenario; a structural guard that
the capture runs before the core step. 501 python + shell suites pass; install.sh bash -n
clean, shellcheck unchanged from base.

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* install: match rocm family leaves exactly, enforce the rocm7.2 torch line, repair a broken pinned torch

A pinned index is a pip ROCm --index-url family only when its leaf is an exact
rocm<digits> / rocm<digits>.<digits> (rocm7.2) or a gfx* per-arch leaf. The prior
^rocm[0-9] prefix match also caught suffixed private-mirror leaves (rocm7.2-private,
rocm7-current), routing them through the ROCm/companion-family path instead of the
verbatim pin: the companion bounds were skipped and, on a pre-marker venv with a
compatible +rocm wheel, the pin was never applied. Match the family exactly through one
shared helper at every site:
  - install_python_stack.py: _is_pip_rocm_family_leaf (re.fullmatch), plus the two other
    loose gates it feeds (_normalize_family_leaf, _torch_flavor_matches_pin).
  - install.sh: a new _is_pip_rocm_family_leaf routes _expected_torch_flavor_tag,
    _torch_index_repairable, _normalize_family_leaf and the ROCm side-effect gate.
  - setup.ps1: a new Test-PipRocmFamilyLeaf routes Get-NormalizedFamilyLeaf and both
    pinned reroutes; install.ps1 anchors its reroute regex.

_rocm_pin_family_mismatch (and its setup.ps1 mirror Get-RocmPinStaleTags) compared only
the ROCm version, so a +rocm7.2 wheel whose torch release drifted off the 2.11 line
(2.12/2.13 from an out-of-band upgrade or a custom rocm7.2 mirror) satisfied the family
check while violating _ROCM_TORCH_PKG_SPECS['rocm7.2'] (torch>=2.11,<2.12). Flag it stale
so the repair reinstalls to floor; >=2.11 alone is not enough, so the release is compared
exactly against the 2.11 line for a KNOWN-2.11 rocm pin.

_ensure_pinned_known_family_torch returned on a failed import probe, but
_torch_pin_needs_apply forces the dependency pass on that same failed probe: a broken
torch under a known-family pin was left in place and the pass was forced on every update.
Treat an unimportable torch as drift and reinstall the pinned trio (the spec and marker
derive from the pinned leaf, not the absent flavor); once it lands the probe succeeds and
the fast path returns.

Tests: exact-match cases across test_torch_flavor.sh, test_rocm_support.py,
test_cross_platform_parity.py and the two .ps1 helper suites; the rocm7.2 release-line
and broken-probe-reinstall cases; extraction lists updated for the new helpers.

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* install: anchor the PS pinned-ROCm floor gate and bound install.ps1 custom-pin companions

Round 12 made every family CLASSIFIER exact, but the Windows install-flow floor gate reads
$_pinRocm211 directly from the raw pinned leaf with an unanchored -match '^rocm(\d+)\.(\d+)'
BEFORE any exact classification runs. A suffixed custom leaf (rocm7.2-private) matches that
rocm7.2 prefix, so it takes the 2.11-floor branch and is force-routed through the ROCm
install path before the exact-match elseif can send it to the verbatim install. Anchor the
match ($) in both install.ps1 and setup.ps1 so only an exact rocmX.Y leaf is floored; a
suffixed or newer-suffix leaf falls through to the verbatim path. The Python floor
selection is already exact (dict lookups gated on _is_pip_rocm_family_leaf), so only the two
PS scripts needed this.

install.ps1's custom (non-cu-family) pinned-torch install bounded torch>=2.4,<2.11.0 but
left torchvision/torchaudio bare, so a private mirror serving newer companions could pull a
wheel built for a newer torch ABI while the marker records the pin as applied. Bound both
companions (torchvision>=0.19,<0.26.0 / torchaudio>=2.4,<2.11.0) when the leaf is not a
cu<digits> family index (a cu index bounds its own resolution), matching setup.ps1's
Test-CudaFamilyLeaf gate and _CUSTOM_INDEX_TORCH_PKG_SPEC.

Tests: parity guards for the anchored floor gate in both PS scripts and for install.ps1's
bounded custom-pin companions.

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* install: tighten comments in the torch-index-override paths

Collapse the verbose comment and docstring blocks added across the installer
scripts and their tests to fewer, clearer lines without changing behaviour.
Remove a duplicated CUDA-spec comment block. Comments/docstrings only; no code
changes (AST-verified).

* install: repair a broken pinned torch on Linux, strip trailing slash in tauri family, count the final step

_ensure_cuda_torch / _ensure_cpu_torch returned on a failed import probe (torch present but
unimportable). With an explicit CUDA/CPU pin, _torch_pin_needs_apply forces the dependency
pass on that same failed probe, and the base package update does not force-reinstall an
already-installed torch distribution, so the broken torch was left in place and the pass
reran every update without repairing it. Treat a failed probe under a pin as drift and
reinstall from the pinned index (the reinstall rewrites the marker and the next probe
imports, so no loop). This is the Linux counterpart of the known-family repair fix.

_tauri_torch_index_family stripped the query/fragment before classifying but not a trailing
slash, so a token-authenticated pin like .../cu128/?token=x collapsed to .../cu128/ and fell
through the exact-suffix */cu128 and */cpu arms to "auto". Strip a trailing slash too,
mirroring _torch_index_url_leaf.

The Windows / macOS-ARM final torch-repair step (_ensure_pinned_known_family_torch) runs a
progress step that base_total never counted (the final-step increment was gated to Linux),
so _STEP ran one past _TOTAL on those platforms. Add the missing increment.

Tests: broken-probe reinstall for the CUDA (family and URL pins) and CPU paths; trailing
slash / slash+token cases for _tauri_torch_index_family; a full-flow progress-count guard
asserting _STEP == _TOTAL on Windows and Linux.

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* install: tighten comments in the torch-index-override paths

* install: harden the torch-index pin across all four installers

Redact index-URL credentials from captured install logs before they print on
failure. uv/pip failure text embeds the failing --index-url verbatim, so a
user:token@ or ?token= secret could leak into the console. Add a shared
redaction pass (_redact_install_output / Redact-InstallOutput) wired into the
error-output dump in install.sh, install.ps1, setup.ps1 and
install_python_stack.py. Verbose mode still streams live uncaptured output, so
it is intentionally left unredacted (developer opt-in).

Trim trailing slashes on the PATH only for a verbatim UNSLOTH_TORCH_INDEX_URL
override, preserving a ?query/#fragment token. A whole-URL rstrip corrupted a
base64 token ending in "/", and a single-slash strip left .../cu128//
classifying as an empty leaf. Add _trim_index_path_slashes /
Trim-IndexPathSlashes and route the override through it; strip ALL trailing
slashes in the backend-branding leaf classifier so a double slash still yields
the real leaf.

Reject a trailing-dot ROCm leaf (rocm7.) in the bash family validator so it
matches Python re.fullmatch(rocm\d+(?:\.\d+)?) and the PowerShell regex: both the
major and the minor must be non-empty digits, so rocm7. is a custom verbatim pin,
not a pip ROCm family.

Scrub PIP_NO_INDEX and PIP_INDEX_URL for a pinned install in the two installers
that have a plain-pip fallback (install_python_stack.py, setup.ps1):
PIP_NO_INDEX=1 makes the fallback ignore every index including the pinned
--index-url, and PIP_INDEX_URL replaces it. install.sh and install.ps1 install
via uv --default-index (which ignores pip config/env), so they are unaffected.

Add unit tests (bash, Python, PowerShell) and cross-platform parity tests
covering credential redaction, path-only slash trimming, the rocm7. validator,
the double-slash leaf, and the PIP_NO_INDEX/PIP_INDEX_URL scrub.

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* install: redact captured torch-install output and warn on a failed pinned ROCm repair

Close a redaction gap the earlier pass missed: setup.ps1's direct
`Fast-Install ... | Out-String` branches (ROCm from $ROCmIndexUrl, CPU/CUDA from
$TorchInstallIndexUrl, plus the Triton and T5 sub-venv installs) printed the
captured $output verbatim on failure, bypassing Redact-InstallOutput. A private
index carrying userinfo or a ?token= in the pin could leak into Windows Studio
setup logs. Route every `Write-Host $output` through Redact-InstallOutput.

Warn on a failed pinned Windows ROCm reinstall in
_ensure_pinned_known_family_torch: the branch printed "reinstalling from it" then
called pip_install_try, but had no else, so a failure continued silently and left
the user believing the pin was applied while the old CPU/wrong torch survived.
Mirror the auto-ROCm Windows path and warn, telling the user to retry.

* install: redact captured output on the pip fallback and optional-install failure paths

The uv install path already redacted its captured output, but pip_install's pip
fallback runs through run(), which printed result.stdout verbatim on failure, and
_print_optional_install_failure did the same. A pinned --index-url carrying
userinfo or a ?token= could still leak there when uv is unavailable or the pip
fallback also fails. Route both through _redact_install_output. The verbose
pip_install_try path stays raw (developer opt-in), matching the other installers.

* install: split the survive-updates marker subsystem into a follow-up

The torch-index override PR grew a persisted per-venv marker plus repair
machinery (stale-pin detection, verbatim re-apply, update-time reinstall
triggers) that roughly doubled it. That subsystem is orthogonal to the core
feature and is being reworked in a follow-up (versioned/hashed marker,
full-URL pin baseline), so it moves there wholesale instead of shipping
twice.

What this PR still does: UNSLOTH_TORCH_INDEX_URL / UNSLOTH_TORCH_INDEX_FAMILY
pick the torch wheel index at install time in all four installers, with the
exact rocm/gfx/cpu/cu leaf classification, the torch 2.11 floor for the
per-arch AMD indexes, bounded companions for custom leaves, credential
redaction of captured installer output, path-only slash trimming, and the
uv/pip index env scrubs. Flavor-based repair keeps honoring the pin: a wrong
family under an explicit pin still reinstalls from the pinned URL, and
setup.ps1 repairs a pinned stale venv in place instead of wiping it.

What moves to the follow-up: the .unsloth-torch-index marker file and its
writers/readers/normalizers, exact-URL pin-change detection on update
(same-tag gfx switches, custom-mirror repoints), the verbatim trio snapshot
and clobber re-apply, the pin-baseline recorder, and the
--torch-pin-needs-apply fast-path probe in setup.sh / setup.ps1. Their tests
(the marker sh/ps1 suites, the stale-pin suite, and the marker classes in the
rocm/cuda/parity suites) move with them; the removed code is preserved on a
local archive branch to seed that PR.

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* install: re-apply a ROCm pin over an existing HIP wheel via the version tag

The subsystem split left an explicit ROCm/gfx pin unenforced on `studio
update` whenever the venv already imported ANY ROCm torch: the pinned
reinstall lived inside the `elif not has_hip_torch` branch, so a rocm6.4 to
rocm7.2 switch, a gfx1151 pin over a generic +rocm7.2 wheel, or a broken
2.12+rocm7.2 drift never re-applied the pin.

Restore the markerless half of that detection: _rocm_pin_family_mismatch
compares the pinned leaf against the installed wheel tag (exact rocmX.Y
compare, the 2.11 gfx per-arch allowlist, the untagged-wheel rule), the HIP
probe emits "<hip_marker>|<version>" again so the installed tag is available,
and _ensure_rocm_torch reinstalls from the pinned URL when the tag mismatches
even though HIP torch is present. setup.ps1 mirrors it: the stale-venv check
routes a pinned rocm/gfx leaf through Get-RocmPinStaleTags instead of
collapsing it to a generic "rocm" flavor, and the existing pinned in-place
repair (no wipe) applies the change.

What still waits for the follow-up marker PR, by design: pin changes the
wheel tag cannot see -- a per-arch switch between two 2.11 gfx indexes
(identical +rocm7.13.0 tag), a custom-mirror URL repoint under the same
family leaf, and unknown-family verbatim pins. Those need the persisted
index record.

Tests restored with the code: the _rocm_pin_family_mismatch table, the five
update-path cases (older-rocm reinstall, gfx-over-pre-2.11 reinstall,
matching-pin no-reinstall, non-2.11 gfx no-reinstall, gfx-over-generic-2.11
reinstall), the "|" probe-format guards, and the AST-extracted
Get-RocmPinStaleTags suite for setup.ps1.

* install: compare major-only rocm pins, redact URL fragments, bound pinned CPU trio

Three review fixes on the restored pin-repair path.

The family classifier accepts a major-only rocm<d> leaf (rocm7), but the
mismatch comparators only parsed rocmX.Y, so a rocm7 pin fell through to the
2.11-line fallback and INVERTED both verdicts: an installed +rocm6.4 wheel
compared as satisfied (pin never re-applied) while a matching +rocm7.2 wheel
compared as stale (reinstall loop). Major-only pins now compare on the major
alone in _rocm_pin_family_mismatch and Get-RocmPinStaleTags: rocm6.x under a
rocm7 pin is a mismatch, any rocm7.x satisfies it, an untagged wheel never
does, and a bare +rocm tag with an unreadable version is accepted (matching
the existing lenient unreadable fallback).

The output redactors scrubbed userinfo and ?query= values but not #fragments,
so a pin like https://mirror/whl/cu128#token=secret leaked the secret in
captured uv/pip failure text -- inconsistent with the URL handling itself,
which already treats fragments as sensitive. All four redactors gain a
URL-anchored fragment rule (anchored so a bare "# comment" line in tool
output is never touched).

setup.ps1's CPU branch installed a bare torch/torchvision/torchaudio trio;
fine for the unpinned host default, but a PINNED cpu index routes through the
same branch and the /cpu index serves newer torch, so a fresh pinned CPU
install could land an unsupported trio that _ensure_cpu_torch then keeps
(it accepts any CPU build). Under a pin the branch now installs the bounded
trio mirroring _CPU_TORCH_PKG_SPEC (torch>=2.4,<2.12.0 and matching
companions); the unpinned path is unchanged.

Tests: major-only rows in the Python mismatch table and the AST-extracted
setup.ps1 suite; fragment + query-plus-fragment + bare-hash-comment cases in
all four redactor suites; a parity check that the pinned CPU trio bounds
exist, are gated on the pin, and mirror the Python repair spec.

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* install: tighten comments in the torch index override paths

* tests: track the moved pass-through inheritance in the gguf order check

Main moved the llama_extra_args pass-through inheritance out of the
GGUF branch into _resolve_inherited_extra_args, which runs before it,
so the source-order assertion's "if request.llama_extra_args is None"
anchor no longer exists inside the branch and the check failed after
the main merge. The test now asserts the same property in the current
shape: inheritance before the GGUF branch (a carried --no-mmproj still
shapes the hub guard's companion requirement), and marker, hub guard,
unload in order within the branch. Full file passes (32 tests).

* tests: anchor the inheritance order check on the call, not the definition

source.index("_resolve_inherited_extra_args(") matched the function
definition, which always precedes the endpoint, so the ordering
assertion was vacuously true. Anchoring on "= _resolve_inherited_
extra_args(" pins the first call site inside the load endpoint (line
4505), which is the statement whose position relative to the GGUF
branch the test is meant to guard. 32 tests pass.

* tests: align the gguf order test with main

Main fixed the stale ordering assertion in PR 7252; adopting its
version verbatim removes this file from the branch diff entirely and
avoids a conflict on the next main merge. 32 tests pass.

* install: bound the companion constraints to torch's window everywhere

A full platform x vendor validation matrix over this branch surfaced a
real trio mismatch on the cpu/mac paths: torch is capped <2.11 (installs
2.10.0+cpu) but the bare torchaudio companion resolves 2.11.0+cpu,
because torchaudio 2.11 dropped its exact torch pin. Reproduced in a
sandboxed end to end cpu install. torchvision still exact-pins torch and
self-corrected.

The default companion constraints are now bounded to torch's window
(<0.26 / <2.11) and widen together with the cu* torch window (<0.27 /
<2.12), so every leaf resolves a paired trio. Verified with uv dry-runs
on the cpu, cu130, and rocm6.4 leaves (2.10.0/0.25.0/2.10.0,
2.11.0/0.26.0/2.11.0, 2.9.1/0.24.1/2.9.1) and a rerun of the sandboxed
cpu install, which now lands torch 2.10.0+cpu with torchaudio
2.10.0+cpu.

The Strix WSL reroute now also forwards UNSLOTH_TORCH_INDEX_URL and
UNSLOTH_TORCH_INDEX_FAMILY into the rerouted 24.04 distro; dropping
them silently reverted the child install to auto-detection, defeating
the pin this branch introduces.

test_torch_constraint.sh updated: the bounded companions must appear at
the defaults and the custom-leaf block, no bare companion may remain,
and the cu* widen must carry the companions with it.

* install: harden the override path against reroute drift and credential leaks

Review sweep focused on default-path idempotency found no defects on the
unset path; these fixes cover the override path and failure reporting.

install.sh:
- The early WSL Strix Halo distro reroute now honors an explicit index
  pin (UNSLOTH_TORCH_INDEX_URL / _FAMILY): the pin is used in the current
  distro instead of probing the GPU and re-entering another distribution,
  matching the contract of the later Radeon and Strix guards. Whitespace
  only values do not gate, in parity with get_torch_index_url.
- Verbose mode now streams installer output through the credential
  redactor; it previously bypassed the redaction the quiet path applies.
  The exit code survives the pipe via an rc file since the script runs
  under plain sh with no pipefail.
- The kept-release fallback warning now strips credentials from the
  index URL before printing it.

install.ps1:
- Bounded torchvision and torchaudio next to every capped torch install
  (custom pin, ROCm CPU fallback, CUDA flavor repair). torchaudio 2.11
  dropped its exact torch pin from the wheel metadata, so a bare
  companion beside torch<2.11 can resolve a mismatched 2.11.0 build,
  cu family indexes included. Mirrors the install.sh companion bounds.

studio/install_python_stack.py:
- The verbose failure path now redacts index URLs in pip and uv output
  before printing, matching every other output site in the file.

All sh, ps1 and python installer test suites pass (the host-defaults
suite has a known pre-existing failure unrelated to this change).

* install: redact verbose Windows installer output and repair the parity tests

Follow-ups to the override-hardening commit, from review:

- install.ps1 Invoke-InstallCommand and setup.ps1 Invoke-SetupCommand now
  pipe verbose output through Redact-InstallOutput per record, and the
  three verbose Fast-Install torch call sites (ROCm, CPU, CUDA) do the
  same: uv and pip echo the pinned index URL, credentials included, in
  their errors, and verbose mode previously bypassed the redaction the
  quiet paths apply. ForEach-Object and Out-Host leave $LASTEXITCODE
  untouched, verified with a native command exiting 7 behind the pipe.

- test_cross_platform_parity.py: the install.ps1 companion-bounds
  assertion now matches the implemented behavior (bounds on every index,
  no cu-family exemption, since torchaudio 2.11 dropped its exact torch
  pin) instead of requiring the removed $_pinCuLeaf gate.

- test_rocm_support.py: the WSL reroute guard test slices the whole
  function body to its closing brace instead of a fixed 1200-character
  window, which the new pin-gate preamble had outgrown.

428 tests pass across the parity, install stack and rocm support suites;
the sh and ps1 installer suites pass unchanged.

* install: tighten comments in the torch-index and ROCm/CUDA repair paths

* install: digit-gate the gfx family leaf and honor ROCm pins in the Windows repair

Two review follow-ups on the override path:

- The pip ROCm family predicate accepted ANY gfx-prefixed leaf, so a
  custom verbatim pin like /gfx-private classified as a ROCm family and
  enabled the ROCm-only side effects (AMD bitsandbytes, ROCm torch
  repair) on a mirror that may serve CPU/CUDA wheels. gfx now requires a
  following digit (gfx90a, gfx1151, gfx120X-all), consistently in
  install.sh, install_python_stack.py, install.ps1 (family gate and
  expected-flavor classifier) and setup.ps1, matching the strictness the
  rocm side already had (rocm7.2-private stays verbatim). The broader
  backend BRANDING globs are unchanged on purpose: radeon repo leaves
  (rocm-rel-X.Y) must still brand the rocm backend without being
  force-repaired as a family.

- The Windows branch of the ROCm torch repair always installed from the
  public per-arch index, ignoring an explicit ROCm-family pin: after a
  pinned setup.ps1 install failed to a CPU base, the repair retried
  repo.amd.com instead of the pinned index. The branch now resolves
  _explicit_rocm_torch_index_url() first, uses it as the install index
  when set, and mirrors the Linux pin contract by skipping the NVIDIA
  and gfx-detection gates a pin is documented to override.

Source-assertion tests updated to the tightened predicate and the new
repair label. 1165 tests pass across the parity, install stack and
studio install suites; the sh and ps1 suites pass; both PowerShell
installers parse clean.

* Remove scratch archives accidentally committed with the comment pass

The temp/ archive copies of installer and test files were working
scratch, not PR content, and inflated the diff by about nine thousand
lines.

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-07-20 00:58:52 -07:00
Naitik Pal
cf912cbd88
feat(studio): add UNSLOTH_LLAMA_CPP_BACKEND env var to force CPU fallback #7213 (#7228)
* test(studio): add e2e test for cpu-fallback overriding vulkan

* feat(studio): add UNSLOTH_LLAMA_CPP_BACKEND env var

* feat(studio): add UNSLOTH_LLAMA_CPP_BACKEND env var

* Preserve UNSLOTH_LLAMA_CPP_BACKEND=cpu across llama.cpp updates for PR #7228

The in-app updater rebuilt the installer command without --cpu-fallback and
only re-asserted Vulkan, so accepting a llama.cpp update after forcing CPU on
an Intel iGPU host re-ran host detection and routed back to the crashing Vulkan
bundle (#7213). Record install_kind in the prebuilt marker and re-assert
--cpu-fallback on update when the installed bundle is CPU.

Also make setup.sh's UNSLOTH_LLAMA_CPP_BACKEND check case-insensitive to match
setup.ps1, and add tests for the updater CPU preservation and the setup.sh flag
plumbing.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Trim and validate UNSLOTH_LLAMA_CPP_BACKEND, warn on unknown values for PR #7228

Trim surrounding whitespace and lowercase the value in both setup.sh and
setup.ps1, so values like ' cpu ' or 'CPU' still force the CPU-only prebuilt.
An unrecognized value (e.g. 'gpu') now prints a warning instead of silently
falling back to auto. Extend test_setup_llama_cpp_backend.py to cover both
scripts, including trimmed, empty and unknown values.

* Preserve arm64 CPU installs on update and honor CPU override in Windows prune for PR #7228

The update-path CPU preservation only matched install_kind ending in -cpu, so
arm64 CPU bundles (linux-arm64, windows-arm64) were re-routed to a GPU or source
build on update. Match the full set of CPU-only kinds instead.

Persisting install_kind also activated the previously inert Windows
mismatch-prune in setup.ps1: on a GPU host with UNSLOTH_LLAMA_CPP_BACKEND=cpu it
saw the windows-cpu marker as mismatched and deleted it every rerun. Normalize
the override once and make CPU expected so a deliberate CPU install is kept.
Extend the tests to cover both.

* Document legacy llama.cpp markers keep heal-to-GPU on update for PR #7228

Legacy prebuilt markers written before install_kind was persisted intentionally
do not force --cpu-fallback on update: the in-app updater lets them re-resolve
(heal to a GPU bundle) per the existing behavior from #6097, and only markers
that explicitly record a CPU install_kind are pinned to CPU. Add a comment and a
regression case documenting the boundary.

* Tighten llama.cpp CPU-fallback comments for PR #7228

* Fix Windows install-prune to keep valid Intel/fallback bundles for PR #7228

Persisting install_kind activated the setup.ps1 mismatch-prune, whose
expectedKinds was incomplete: the non-NVIDIA/non-AMD branch omitted
windows-vulkan (the Intel auto-route) and the GPU branches omitted the
windows-cpu/windows-arm64 fallback the installer uses when a GPU prebuilt is
missing. That made every setup rerun delete and re-download a valid Intel Vulkan
(or CPU-fallback) install. List all kinds the installer can produce per host so
only a bundle the host cannot run is pruned. Cover the full matrix in tests.

* Persist force_cpu marker flag so only forced CPU installs re-assert on update for PR #7228

* Add --force-cpu for deliberate CPU installs and warn on macOS for PR #7228

* Record force_cpu when reusing a matching CPU bundle for PR #7228

* Accept force_cpu keyword in installer test validator fakes for PR #7228

---------

Co-authored-by: danielhanchen <unslothai@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Daniel Han <danielhanchen@gmail.com>
2026-07-20 00:33:56 -07:00
Michael Han
6d8c18cd1a
Replace standalone Studio wording with Unsloth (#7221)
* Replace standalone Studio wording with Unsloth

Replace the single word Studio with Unsloth wherever it is used as
shorthand for Unsloth Studio in docs, CLI output, UI strings, i18n
locales, workflow display names, comments and docstrings.

Kept unchanged: the full name Unsloth Studio, third party product
names (LM Studio, Visual Studio, Mac Studio), feature names
(Recipe Studio, Fine-tuning Studio and its translations), and all
identifiers such as env vars, commands, paths and filenames.

* Address review feedback on the Studio wording rename

Use "an" before Unsloth where the rename left the article as "a".
Restore the split brand where Unsloth and Studio render as two halves
of the full product name: the onboarding sidebar subtitle and the
IPv6 localhost warning. Scope two messages to the full name Unsloth
Studio where plain Unsloth was misleading: the AMD README bullet and
the CLI studio setup error.
2026-07-19 00:47:04 -07:00
Daniel Han
2f3eae9846
Studio: resolve llama.cpp prebuilts via the release-assets CDN to avoid GitHub API rate limits (#7086)
* Studio: resolve llama.cpp prebuilts via the release-assets CDN to avoid GitHub API rate limits

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Studio: resolve manifest-named prebuilt assets on the download-host fast path

Add tag-pinned CDN URLs for any manifest artifact whose hash is keyed under an
upstream-tag alias in the checksum asset, so the fast path resolves the same
assets the API path does. Cover the resolve body directly (only download_bytes
stubbed) and soften the doc's validation-equivalence wording.

* Studio: pin llama.cpp fast path to the releases/latest redirect tag

Derive the authoritative latest tag from GitHub's /releases/latest redirect
target instead of trusting the checksum asset's self-reported release_tag, so the
existing release_tag cross-check in parse_approved_release_checksums is a real
check again: a stale or mis-tagged checksum asset now falls back to the API. Pin
every fast-path URL to that tag. Fall back to the API on a manifest 404 as well,
since an in-progress release can publish the checksum asset before the manifest,
matching the sha256 404 handling. Document the releases/latest (created_at /
make_latest) versus published_at ordering divergence and why it is an accepted,
mitigated tradeoff.

* Studio: drop the llama.cpp prebuilt-resolution doc

Remove studio/docs/llama-cpp-prebuilt-resolution.md and the docstring pointer to
it; the resolution rationale (the created_at/make_latest vs published_at ordering
nuance) stays inline in _download_host_latest_release_tag.

* Studio: tighten llama.cpp download-host fast-path comments

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-07-14 03:30:17 -07:00
Daniel Han
c570180a32
Tighten Studio instruction-file cleanup boundaries (#7097)
* Handle linked instruction files in Bash cleanup

* Limit instruction cleanup to managed dependencies

* Make Bash cleanup test portable

* Run junction cleanup regression on Windows

* Keep instruction cleanup CI focused
2026-07-13 01:46:23 -07:00
Daniel Han
9e77c1e663
Studio: remove AGENTS.md and CLAUDE.md from install artifacts (#7096)
* Studio: remove AGENTS.md from install artifacts

* Studio: prune CLAUDE.md from install artifacts

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix Studio instruction cleanup edge cases

* Trim Studio cleanup comments

* Make Studio cleanup safe on PowerShell 5.1

* Fix Studio cleanup ownership boundaries

* Simplify Windows link detection

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-07-13 00:15:04 -07:00
Daniel Han
fb5dc91bb4
Studio: remove dead direct_linux_release_plan path (#7030)
parse_direct_linux_release_bundle and direct_linux_release_plan are no
longer reached by any live code path. Fork Linux installs resolve through
_fork_manifest_release_plans -> _linux_published_attempts, and the upstream
(ggml-org) path uses direct_upstream_release_plan. The dead parser also
called _resolve_linux_bundle_profile, which no longer exists, so its CUDA
branch would raise NameError if ever executed.

Drop both functions and the obsolete TestDirectLinuxNvidiaCpuGate; its live
equivalent TestLinuxPublishedAttemptsNvidiaCpuGate already covers the
NVIDIA no-silent-CPU behaviour.
2026-07-09 05:09:16 -07:00
oobabooga
fcb1152c76
Studio: source CPU llama.cpp prebuilts from unslothai/llama.cpp (#6311)
* Studio: source CPU llama.cpp prebuilts from the unslothai fork

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Studio: reject unknown Linux CPU arches and keep ROCm-tooling hosts off the CPU prebuilt

* Studio: extend the resolve-prebuilt ROCm-tooling guard to Windows

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Studio: let ROCm-SDK-only CPU hosts take the fork CPU prebuilt

* Studio: accept windows-arm64 prebuilt kind and refresh stale fork-routing comments

* Studio: correct stale fork-routing comments and --resolve-prebuilt help

* Refresh stale ggml-org routing comments

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Daniel Han <danielhanchen@gmail.com>
2026-07-08 05:34:59 -07:00
Daniel Han
d79495dc96
Add RDNA 2/3/4 ROCm routing tests via a CPU-only torch spoof (#6935)
* Add RDNA 2/3/4 ROCm routing tests via a CPU-only torch spoof

Introduces tests/_zoo_rocm_spoof.py, the ROCm sibling of _zoo_aggressive_cuda_spoof.py: it reuses the CUDA spoof's torch.cuda no-op machinery and overlays an AMD Radeon identity (torch.version.hip, gcnArchName, capability) for any RDNA 2/3/4 gfx target, so hip code paths run on CPU-only CI with no AMD hardware.

tests/studio/install/test_rocm_rdna_routing.py then asserts unsloth_zoo routes every RDNA arch (gfx1030/1031/1032/1034, gfx1100/1101/1102, gfx1150/1151, gfx1200/1201) correctly: device_type resolves to hip, llama.cpp target resolves to (rocm, gfx), and the per-family ROCm bundle suffix (gfx103X/gfx110X/gfx120X, or self for gfx1150/1151) is picked. The torch-facing checks run in a subprocess so the spoof never leaks into sibling tests and DEVICE_TYPE (cached at import) resolves from a clean process; the pure gfx-family mapping runs in-process. Guarded by importorskip so it runs where torch and unsloth_zoo are installed (the Repo tests CPU job) and skips elsewhere.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-07-07 04:41:37 -07:00
Leo Borcherding
296cacb5a1
ROCm-on-WSL: support discrete Radeon (RDNA 3/4) in WSL, not just Strix Halo (#6915)
* WSL ROCm: generalize ROCm-on-WSL bootstrap from Strix-only to any RDNA arch

install_rocm_wsl_strixhalo.sh hardcoded gfx1151, so its verify step died on
discrete Radeon cards even though the ROCm + librocdxg setup is arch-agnostic.
Auto-detect the GPU arch from rocminfo (override via UNSLOTH_WSL_GFX), verify any
GPU agent enumerates over DXG, and map the arch to AMD's per-arch wheel family for
the optional smoke test (injecting librocdxg into torch/lib so torch's bundled
ROCr finds the DXG bridge). Verified on gfx1200 (Radeon RX 9060 XT) in WSL2 +
Ubuntu 24.04 -- torch.cuda now enumerates the GPU.

* WSL ROCm: trigger the ROCm-on-WSL bootstrap for discrete Radeon GPUs too

_maybe_bootstrap_rocm_wsl only fired for Strix APUs (matched via /proc/cpuinfo,
which discrete cards don't appear in). Add _wsl_amd_gpu_name() -- queries the
Windows host via WMI -- and broaden the trigger gate plus the 'already-usable
ROCm' rocminfo check from gfx1151-only to any real GPU agent (gfxNNNN, excluding
the gfx11-generic fallback ISA). The generalized bootstrap then auto-detects the
arch. Enables 'curl install.sh | sh' to set up ROCm-on-WSL on discrete Radeon RX
7000/9000 in WSL2 + Ubuntu 24.04, not just Strix Halo/Point.

* WSL ROCm: address review -- filter generic ISA in bootstrap, bound the host GPU query

- install_rocm_wsl_strixhalo.sh: exclude the gfx11-generic fallback ISA in arch
  detection (grep -v generic), matching install.sh's rocminfo check, so a generic
  agent listed before the real one can't be picked as the arch.
- install.sh: wrap the powershell.exe Win32_VideoController query in _run_bounded
  (10s timeout) so an unstable WSL-interop / busy host can't hang the installer.

* WSL ROCm: harden arch-detect + librocdxg copy under set -eo pipefail (review)

- _detected_gfx: append '|| true' so a no-GPU rocminfo (empty pipeline, non-zero
  under pipefail) doesn't abort the assignment before the '[ -z ]' branch prints
  the diagnostic + die message.
- smoke-test librocdxg copy: gate on '[ -d "$_tlib" ]' instead of '[ -n ]' so a
  non-directory value can't make cp rename librocdxg to 'lib'.

* WSL ROCm: address Codex review (gfx000, 24.04 reroute for discrete, test locator)

- Exclude gfx000 (the CPU agent) from the WSL 'usable ROCm' check and the bootstrap
  arch-detect: match gfx[1-9] (nonzero arch), so a partial ROCm install that only
  reports the CPU ISA no longer short-circuits the librocdxg setup. (P2)
- Reuse the Ubuntu-24.04 reroute for discrete Radeon: broaden
  _maybe_reroute_strixhalo_to_2404's gate with the same _wsl_amd_gpu_name (WMI)
  fallback, so a discrete card on 26.04 reroutes to a 24.04 distro like Strix does
  instead of falling to CPU. Moved _wsl_amd_gpu_name above the reroute and made it
  self-contained + 10s-bounded (it runs before _run_bounded is defined). (P2)
- Update TestInstallShDropinPersistence to locate the gate by its unique
  '!/generic/' clause now that the gfx1151 literal is gone. (P1)

* Condense ROCm-on-WSL comments in install.sh and bootstrap helper

* Guard WSL reroute from NVIDIA hybrid hosts and fix GFX-override pipefail check

* Honor CUDA_VISIBLE_DEVICES-hidden NVIDIA in the WSL reroute guard

* Reuse _has_usable_nvidia_gpu in the WSL reroute guard

---------

Co-authored-by: Daniel Han <danielhanchen@gmail.com>
2026-07-07 02:29:37 -07:00
Ayushman
c356427f30
Guard Windows ROCm torchao override skip (#6837)
* Fix: skip fp16/bf16 validation for full finetuning in RL trainers

When doing full finetuning (FFT) of a bfloat16 model, the fp16/bf16
mismatch validation fires before the corrective logic runs, causing a
misleading error even though the code would properly handle it downstream.
Skip the validation when full_finetuning is active.

Fixes #6731

* Fix: auto-correct fp16/bf16 mismatches for full finetuning before validation

Instead of entirely skipping validation (which could let mismatches
through when mixed_precision_dtype is float32), auto-correct explicit
fp16/bf16 settings that conflict with the model's dtype for FFT. This
way the existing validation still catches real mismatches for non-FFT
cases, and the corrective logic below handles the normalized settings.

Fixes the issue raised in Codex review of PR #6813.

* Guard Windows ROCm torchao override skip

Detect installed ROCm torch directly before applying the torchao override so Windows ROCm environments never install the crashing torchao package even if the earlier ROCm-installed flag is missing.

* Update unsloth/models/rl.py

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

* Update studio/install_python_stack.py

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

* Harden ROCm probe and sync RL precision flags

Tolerate stray stdout noise when probing Windows ROCm torch installs by checking the last non-empty output line, matching the existing torch version probe behavior. Also keep args.fp16 and args.bf16 synchronized with the full-finetuning precision auto-corrections in the RL trainer patch so downstream eval settings see a consistent TrainingArguments state.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Add MLX trainer compatibility shims

Patch imported MLXTrainer and MLXTrainingConfig objects to preserve the expected dataclass field ordering and to provide a _train_dataset_for_batches fallback when older trainers or test doubles only expose train_dataset. Also add focused worker tests covering both compatibility paths.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Scope PR to Windows ROCm torchao guard

* Restore PR scope to Windows ROCm guard

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* test: cover Windows ROCm torchao skip behavior

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: Ayushman Paul <ayushman@HP>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Lee Jackson <130007945+Imagineer99@users.noreply.github.com>
Co-authored-by: imagineer99 <samleejackson0@gmail.com>
2026-07-03 19:24:29 +01:00
Gabriel Pereira Góes
22cd26f75d
feat: Implementation of the Portuguese (Brazil) language and VRAM/RAM monitor (#6509)
* feat: Implementation of the Portuguese (Brazil) language and VRAM/RAM monitor.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update studio/frontend/src/hooks/use-gpu-utilization.ts

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

* Update studio/backend/main.py

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

* Update studio/backend/main.py

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* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Update studio/backend/utils/hardware/hardware.py

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* Update studio/backend/utils/hardware/hardware.py

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* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Update studio/frontend/src/features/settings/components/usage-examples.tsx

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* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* Update studio/backend/main.py

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* Update studio/backend/utils/hardware/hardware.py

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* Update studio/frontend/src/features/studio/sections/progress-section.tsx

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* fix: resolve automated review feedback on API shape

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix review issues for PR #6509: Cpu icon, VRAM percent, system polling

- model-inspector: use the exported CpuIcon (Cpu is not a Hugeicons export)
- app-sidebar: guard the VRAM percent on totalVram to avoid Infinity, and
  reset the system poll cache only after each request settles so a slow probe
  is reused instead of stacking overlapping requests
- use-gpu-info: populate CPU/RAM on hosts without a GPU
- progress-section: label GPUs by visible_ordinal instead of array index
- hub-page: base the RAM label on systemRamTotalGb
- usage-examples: emit JS sampling and tool options at the top level instead
  of nesting them under extra_body (the JS SDK does not unwrap extra_body)
- main: read torch and transformers versions from package metadata instead of
  importing the libraries on every system poll, and guard the VRAM math
  against null values
- hardware: translate a leftover comment to English

* Harden /api/system: guard psutil.boot_time for PR #6509

Simulating restricted containers and some VMs (where psutil.boot_time can raise)
showed the /api/system endpoint would 500 on the unguarded boot_time call, the
same failure class already handled for cpu_freq, disk_usage, and Process. Wrap
boot_time and return uptime_seconds as null when it is unavailable so the sidebar
monitor degrades gracefully instead of breaking. Widen the uptime_seconds type to
number | null to match.

* Studio: make the sidebar hardware monitor a toggle (default on) for PR #6509

Adds a "Show hardware monitor" switch under Settings > Appearance > Layout,
backed by a localStorage preference (default on), mirroring the existing
useSidebarPin pattern. When turned off, the sidebar hides the VRAM/RAM meters
and useSystemInfo stops the 3s /api/system poll entirely, so no nvidia-smi /
SMI probes run while the monitor is disabled. Adds the en and pt-BR strings.

* Studio: default the sidebar hardware monitor to off (opt-in) for PR #6509

* Studio pt-BR: fix three small translation defects for PR #6509

- learningRateDescription: "5e-5 for CPT" -> "5e-5 para CPT" (leftover English)
- exportScopeRecents: "Recents" -> "Recentes" (untranslated)
- relativeMonthsAgo/relativeYearsAgo: add the missing space ("há {count} meses"/
  "há {count} anos") so they no longer render as "há 3meses"

* Studio pt-BR: translate the last 10 fallback keys for PR #6509

Adds the settings.general.storage block (Armazenamento) and the
settings.chat.modelDisclaimer pair, so pt-BR now covers all en keys
(679/679) with no English fallbacks.

* Studio: hide sidebar VRAM row on CPU-only hosts for PR #6509

* Studio: tighten and trim code comments for PR #6509

* fix: UI issue in the stop button dialog box (fine-tuning)

* Studio pt-BR: translate 18 new keys from main merge (password dialog, GGUF export, dataset streaming) for PR #6509

* Rounding to GB

* Fix/adjust System resources tab for PR #6509

* Fix/adjust GPU monitor review items for PR #6509

* Fix/adjust remaining GPU monitor review items for PR #6509

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix/adjust MLX resource fallback for PR #6509

* floating window implementation

* resize for floating window

* Fix resource monitor review items

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Restore frontend optional dependency lock entries

* Make GPU selection tests hermetic

* Fix GPU monitor CI test failures

* Bound MLX GGUF reload smoke

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix MLX GGUF reload smoke exit

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Daniel Han <danielhanchen@gmail.com>
Co-authored-by: wasimysaid <wasimysdev@gmail.com>
2026-07-02 18:06:39 +02:00
Daniel Han
b72a8c4263
studio: explicit Cloudflare tunnel notice and public-exposure warning at startup (#6515)
* studio: announce Cloudflare tunnel state and warn about public exposure on startup

The startup banner only printed a line when a tunnel URL was up, so a plain
`unsloth studio -H 0.0.0.0` launch silently created a public trycloudflare.com
URL with no indication that Studio had become reachable from the internet. The
only hint at the tunnel was the CLI help, shown when an invalid command was typed.

Make the banner always state the tunnel state for wildcard binds:
- ON: the public URL plus a warning that anyone with it can reach Studio from
  outside the network, and that --no-cloudflare keeps it local-only.
- FAILED: requested but did not start (local network only).
- OFF: --no-cloudflare was passed (local network only).
Secure mode keeps its existing wording (the authenticated tunnel is intended and
--no-cloudflare is not valid there). Clarify the --cloudflare help text in both
the argparse and typer definitions. Default behavior is unchanged.

Also surface the state on the `unsloth studio run` banner, which runs the server
with silent=True and prints its own banner: it now calls _print_cloudflare_line
too, so the ON/OFF/FAILED notice and public-exposure warning are no longer
skipped on that path (previously it only echoed the URL when a tunnel was up).

For the OFF and FAILED notices, do not claim "local network only" when the
reachability probe just confirmed the raw port is reachable from the public
internet: --no-cloudflare and a failed tunnel disable only the Cloudflare link,
not the wildcard bind, so the message is reworded to flag the public raw port.

* Fix/adjust Cloudflare banner warnings for PR #6515

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix/adjust Cloudflare banner comments for PR #6515

* Fix/adjust IPv6 Cloudflare tunnel gate for PR #6515

* Fix/adjust Cloudflare review comments for PR #6515

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix silent run Cloudflare notice

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: wasimysaid <wasimysdev@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-06-30 17:47:48 +02:00
Daniel Han
4c72e09480
Studio: stop handing CI/user secrets to downloaded llama.cpp binaries (#6696)
* Studio: stop handing CI/user secrets to downloaded llama.cpp binaries

The macOS prebuilt path installs llama.cpp from the unslothai/llama.cpp
fork's latest (unpinned, mutable) release and then executes the
downloaded llama-server / llama-quantize binaries during install-time
validation. binary_env() built that child environment from a full
os.environ.copy(), so a compromised or tampered prebuilt would inherit
every secret in the process: HF_TOKEN and the workflow GitHub tokens in
CI, and HF / cloud credentials for end users running install.sh /
setup.sh.

We publish prebuilts daily, so pinning a release tag is not workable.
Instead, neutralise the impact: these binaries have no reason to read any
token, so strip secret-bearing variables (exact names plus
TOKEN/SECRET/PASSWORD/CREDENTIAL/PRIVATE_KEY/API_KEY markers) before
handing the env to a downloaded binary. The installer's own GitHub and
Hugging Face API calls read os.environ directly, so authentication and
release-API rate limiting are unaffected; PATH, LD_LIBRARY_PATH,
DYLD_LIBRARY_PATH and CUDA/ROCm vars are preserved. One change covers the
install-time validation path for all six macOS workflows and end users.

Follow-up (separate, sequenced): publish build-provenance attestations
from the fork's prebuilt workflows and verify them in CI, so a forged
release is rejected rather than merely starved of secrets.

* Strip KUBECONFIG, SSH_AUTH_SOCK, and PASSPHRASE-marked vars from binary env

Extend the deny-list per PR review: KUBECONFIG and SSH_AUTH_SOCK are
credential pointers/capabilities a downloaded binary never needs, and a
PASSPHRASE marker catches SSH_PASSPHRASE / GPG_PASSPHRASE. Tests updated.

* Studio: also scrub proxy/index env vars and URL-embedded credentials before running prebuilt binaries

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Scope mlx-ci secrets to the install + download commands for PR #6696

Drop the ambient step-level env block and pass GH/GITHUB/HF tokens only
on the installer and GGUF-download commands, so the directly invoked
llama-quantize / llama-server smoke runs see no secrets. The installer
still reads tokens from os.environ for the releases API and probe fetch.

* Trim verbose comments around the secret-env scrubber for PR #6696

Comment-only: condense the block comments added across this PR. Logic
unchanged (comment_tools.py check confirms code-only signature equal).

* Redirect HOME / cache pointers to an empty dir for prebuilt binaries (PR #6696)

Address Codex P2: stripping token env vars still let a tampered binary
read on-disk token stores (~/.cache/huggingface/token, ~/.aws/credentials,
~/.config/gh) through $HOME and the cache/config pointers. Point HOME plus
the HF / XDG / Windows home pointers at a single empty throwaway dir for
the downloaded-binary env. Defense in depth: a binary resolving the real
home via getpwuid is out of scope and needs OS sandboxing.

* Close residual credential-probe gaps for PR #6696

Address the latest Codex review:
- Strip token-only URL userinfo too (scheme://ghp_token@host), not just
  the user:pass form.
- Redirect HOMEDRIVE/HOMEPATH alongside USERPROFILE so a Windows binary
  cannot reconstruct the real profile from %HOMEDRIVE%%HOMEPATH%.
- Drop explicit credential-file pointers (NETRC, PIP_CONFIG_FILE,
  DOCKER_CONFIG, GIT_CONFIG_GLOBAL) that live outside HOME.
- Probe ldd with a secret-free env: linux_runtime_dirs ran ldd on the
  untrusted prebuilt with the inherited os.environ, and ldd may execute
  the binary, so it could observe HF_TOKEN/GITHUB_TOKEN during the probe.

Factored the shared scrub into secret_free_environ().

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Separate token-bearing install from binary smoke; drop CI command files (PR #6696)

Address the two P1s in the latest review:
- mlx-ci: GitHub bakes secrets into the run-script text, so inline token
  assignments in a step that later runs the prebuilt let a tampered binary
  read them from the script. Split into a token-bearing install + download
  step that never launches a binary, and a secret-free smoke step that runs
  llama-quantize / llama-server.
- secret_free_environ now drops the GitHub Actions command files
  (GITHUB_ENV, GITHUB_PATH, GITHUB_OUTPUT, GITHUB_STEP_SUMMARY, BASH_ENV) and
  the smoke step unsets them, so a tampered prebuilt cannot inject PATH/env
  into the later token-bearing MLX steps.

* Run the prebuilt smoke last, after all token-bearing steps (PR #6696)

Address the P1 workspace-poisoning vector: even with no secrets in its env,
a tampered prebuilt could edit the checkout or installed modules, and the
later HF_TOKEN MLX steps would then execute that poisoned code on push
builds. Move the prebuilt install + smoke to the end of the job so the
untrusted binary runs after every token-bearing step, leaving nothing for it
to corrupt. The MLX GGUF reload uses a source-built llama-cli, not this
prebuilt, so nothing depends on the earlier position.

* Trim comments around the secret-env scrubber and prebuilt CI steps (PR #6696)

Comment-only: condense the security-rationale block comments and merge the
duplicated prebuilt-step description in mlx-ci. Logic unchanged
(comment_tools.py check confirms the code-only signature is equal; install
suite still passes).

* Authenticate the GGUF export release-API lookup with the read-only GITHUB_TOKEN (PR #6696)

* Rename env scrubber off the secret-named identifier CodeQL flags as a clear-text sink (PR #6696)

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-06-27 05:21:05 -07:00
Daniel Han
bd2438ea65
Verify DiffusionGemma visual-server binary against approved checksums (#6635)
ensure_diffusion_visual_server() downloaded the visual-server release
asset with the unverified download_file() and marked it executable,
bypassing the approved-checksum manifest that gates every other prebuilt
llama.cpp artifact. The backend later auto-discovers that binary and
launches it through DG_VISUAL_BIN, so a compromised or substituted
release asset could place attacker-controlled native code in the install
tree and have it executed under the Studio user.

Require the matched asset to be present in the approved checksum manifest
and download it through download_file_verified() with the published
sha256. A name-matching asset that is absent from the manifest is refused
rather than executed.

Add regression tests covering the verified-download path and the refusal
of an unapproved asset.
2026-06-24 06:37:41 -07:00
Daniel Han
c7c353d740
Pin isolated Node.js installer to committed sha256 digests (#6625)
* Pin isolated Node.js installer to committed sha256 digests

The isolated Node installer verified each downloaded archive only against
SHASUMS256.txt fetched from the same nodejs.org origin as the archive, so a
compromised CDN or TLS path could serve a malicious archive plus a matching
checksum and gain code execution when the extracted node is run during the
npm floor check and version probe.

Anchor trust in studio/node_prebuilt_pins.json, a committed manifest of
per-arch sha256 digests, and verify archives against it. The default channel
installs the pinned version and never fetches the remote SHASUMS. Unpinned
lts, latest, or explicit versions fail closed via UnpinnedNodeRefused unless
UNSLOTH_NODE_ALLOW_UNVERIFIED=1, and the refusal is not swallowed by the
keep-existing-on-transient-failure path. Ship the manifest in package-data.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address review nits on the pinned Node installer

- Drop the unused npm_min_major field from node_prebuilt_pins.json; the floor is
  the NPM_MIN_MAJOR module constant and the dead field could silently drift.
- Reword the unpinned-refusal message so it does not tell a user already on the
  default to install it, and point the "add a pin" hint at the exact asset.
- Decode the opt-in SHASUMS body with errors="replace" so a non-UTF8 response
  yields a clean PrebuiltFallback instead of an uncaught UnicodeDecodeError.
- Tests: assert the refusal message (guards the main() catch order, not just the
  exit code), cover malformed-manifest parsing, and drive the opt-in remote-SHASUMS
  path end to end through install_prebuilt.

* Tighten comments in the pinned Node installer

Collapse multi-line rationale comments to single lines, drop docstrings on the
obvious internal helpers (load_pins, pinned_sha256), and shorten the manifest
note. Comments/docstrings only; verified code-unchanged via AST comparison.

* Address Codex review: verify pins on existing installs; tomllib fallback

- existing_install_matches now takes an expected_sha and the short-circuit passes
  the committed pin, so a version-matching but non-pinned or tampered install (e.g.
  from the old remote-SHASUMS path) is re-verified instead of kept. An unpinned
  target without opt-in no longer short-circuits on an existing install; it falls
  through to the UnpinnedNodeRefused fail-closed path.
- The package-data test uses pytest.importorskip(tomllib/tomli) so it does not
  ModuleNotFoundError on the supported 3.9/3.10 interpreters.

* Make the transient-failure keep-existing path pin-aware

The previous commit added the pinned-digest check to the existing-install
short-circuit but not to the post-download-failure fallback, which still kept any
runnable same-version install via existing_install_usable(). A same-version
install whose recorded sha256 is not the pin could therefore be kept on a
transient download failure, the exact artifact the short-circuit rejects. Refuse
to keep a same-version pin-mismatched install there too; a different usable
version is still kept for offline resilience.

* Bump pinned default Node to the current 24 LTS (24.18.0)

Node 24 LTS moved to 24.18.0; since the default channel now resolves straight to
the manifest, a frozen 24.17.0 would downgrade fresh installs and make
UNSLOTH_NODE_VERSION=lts refuse the current LTS as unpinned. Update default_version
and all six per-arch digests (verified against the official SHASUMS256.txt), and
point the test INDEX/short-circuit fixtures at the new LTS.

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-06-24 05:47:58 -07:00
Daniel Han
935f6c50ef
studio: tighten torchao Windows-ROCm comments and test docstrings (#6610) 2026-06-23 05:49:25 -07:00
Daniel Han
55c392ff7c
studio: fix sentence-transformers RAG embedder on Windows ROCm (torchao) (#6608)
torchao has no working Windows ROCm build. transformers.quantizers imports it,
and it loads torch's c10d distributed backend at module level, which the AMD
Windows wheels omit (no RCCL). The import aborts, transformers can no longer
expose PreTrainedModel, and the sentence-transformers embedder silently falls
back to the llama-server GGUF embedder. Linux ROCm and NVIDIA are unaffected
(the c10d ops are present / torchao is real there).

The training and export workers already install the shared torchao stub before
importing transformers, but the RAG embedder runs in the main backend process,
which never did. Two fixes, both no-ops off Windows ROCm:

- embeddings.py: install_torchao_windows_rocm_stub() before the first
  sentence-transformers import, so an already-installed torchao is neutralized
  (fixes existing venvs).
- install_python_stack.py: stop installing torchao on Windows ROCm; it can only
  crash on import there, so new venvs never ship it.

Add tests covering the embedder stub call and the install skip.
2026-06-23 05:39:02 -07:00
Daniel Han
70926822db
studio/setup.sh: guard empty CUDA arch detection in the source build (#5854) (#6481)
* studio/setup.sh: guard empty CUDA arch detection in the source build

PR #5826 hardened setup.sh for fresh CUDA toolkits, but the source build
still set -DCMAKE_CUDA_ARCHITECTURES only when nvidia-smi reported a
compute capability. When that query returns nothing the build proceeded
with no explicit arch list, so llama.cpp built PTX only. On a driver older
than the toolkit that binary fails at runtime with "the provided PTX was
compiled with an unsupported toolchain" - the build succeeds, so neither
the build-time check nor the CPU fallback caught it (issue #5854).

Resolve the arch list before committing to a CUDA build. A new pure helper
_resolve_cuda_archs parses and de-duplicates the nvidia-smi compute_cap
output and honors an explicit UNSLOTH_LLAMA_CUDA_ARCHS override. When the
result is empty, build CPU llama.cpp instead of a PTX-only binary, with a
clear message pointing at the override - so the user still ends up with a
working llama-server. The override also lets advanced users force a native
build on hosts where nvidia-smi cannot report compute_cap.

No behavior change when an arch is detected: -DGGML_CUDA=ON plus the arch,
CUDA flags and NVCC_PREPEND_FLAGS are assembled exactly as before.

Adds tests/sh/test_resolve_cuda_archs.sh (single/multi/dedup/empty/garbage/
whitespace/override cases), wired into tests/run_all.sh and the
studio-backend-ci.yml shell-test loop.

* studio/setup.sh: resolve nvidia-smi via /usr/bin fallback for arch detection

Addresses review feedback on the empty-CUDA-arch guard: _setup_has_usable_nvidia_gpu
classifies a host as NVIDIA-usable using nvidia-smi on PATH OR /usr/bin/nvidia-smi,
but the new arch detection probed only `command -v nvidia-smi`. On a GPU host where
nvidia-smi is off PATH (reachable only at /usr/bin), arch detection returned empty
and the new empty-arch branch dropped the build to CPU, losing CUDA. Mirror the same
PATH-then-/usr/bin resolution so those hosts still get a native CUDA build.

Also scope _resolve_cuda_archs locals with `local` (no behavior change; it already
runs under command substitution).

* tests: update compute_cap-probe assertion for $_smi_bin resolution

The nvidia-smi /usr/bin fallback parameterized the binary in the compute_cap
probe (_setup_run_smi "$_smi_bin" ...), so the literal-string assertion in
test_compute_cap_probe_timeout_wrapped no longer matched. Assert the probe is
preceded by _setup_run_smi (timeout-wrapped) instead, scanning all occurrences
so the comment mention is ignored. Same intent, binary-agnostic.

* tests: ruff-format the compute_cap probe assertion (pre-commit)

Collapse the backslash-continued assert onto one line and normalize slice
spacing so the ruff-format pre-commit hook (0.6.9) is satisfied. Formatting
only; no behavior change.

* Tighten code comments (no logic change)

* studio(windows): build CPU when CUDA arch is undetectable (#5854)

The Windows source build added -DGGML_CUDA=ON unconditionally but only set
-DCMAKE_CUDA_ARCHITECTURES when $CudaArch was detected. With no detectable
compute capability that produced a PTX-only binary, the same hole the Linux
fix closed. Build CPU llama.cpp in that case, and honor UNSLOTH_LLAMA_CUDA_ARCHS
to force a CUDA build, matching setup.sh. Detected-arch builds are unchanged.

* test: anchor NVCC_PREPEND_FLAGS scope check on the final CPU branch

The undetectable-arch CPU fallback adds an earlier -DGGML_CUDA=OFF, so the
ordering check now anchors on -DGGML_CUDA=ON and the last -DGGML_CUDA=OFF
instead of the first.

---------

Co-authored-by: Daniel Han <michaelhan2050@gmail.com>
2026-06-23 01:26:43 -07:00
Daniel Han
e83d4ae072
Windows installer: fix DiskPart UAC mid-install, drive-root cache, and spurious unsloth.exe rename warning (#6296)
* Windows installer: fix DiskPart UAC, drive-root cache, spurious rename warning, CPU-base messaging

amd-smi gate (DiskPart UAC mid-install): the AMD torch wheel ships hipInfo.exe
inside the venv, and the bitsandbytes fix prepends that venv Scripts dir to PATH.
shutil.which("hipinfo") then found it and flipped _amd_smi_allowed() to True, so
the post-install AMD probe fell through to `amd-smi list` (the venv hipInfo failed
to report gcnArchName, which is why the arch came from the GPU-name table) and
amd-smi elevated, popping the DiskPart UAC. Fix: a hipinfo resolved inside the
active venv (sys.prefix) is the torch-wheel binary, not a HIP SDK, and must not
open the gate. Mirrored in install_python_stack.py, install_llama_prebuilt.py, and
backend utils/hardware/amd.py (the runtime VRAM poller had the same latent prompt).

TORCHINDUCTOR_CACHE_DIR: move from C:\tc to <StudioHome>\TORCHINDUCTOR_CACHE_DIR so
the inductor/Triton cache lives under the user's Studio home, not the system drive
root. Long paths are already enabled above so deep inductor paths still fit.

unsloth.exe rename: skip the rename (and its "pip may fail with WinError 32"
warning) when SKIP_STUDIO_BASE=1. In the install.ps1 flow base packages are not
reinstalled, so unsloth.exe is never rewritten; the self-rename only failed because
setup runs via unsloth.exe (the running launcher holds its own file). The
'studio update' flow still attempts it.

CPU PyTorch messaging: clarify that the CPU base is temporary and setup replaces it
with GPU ROCm wheels, and print an explicit "GPU ROCm PyTorch installed" line after
the AMD wheels land, so the log makes clear the final install is GPU-accelerated.

Adds two regression tests covering the venv-internal vs external hipInfo gate.

Verified end-to-end on a Strix Halo box (Radeon 8060S / gfx1151): install.ps1
--local from this branch completed exit 0 with no DiskPart prompt, no rename
warning, the cache under the Studio home, and "GPU ROCm PyTorch installed
(gfx1151)"; Studio then booted and detected "ROCm (HIP 7.13.99004) -- AMD Radeon
8060S Graphics".

* Windows installer: drop the unreliable unsloth.exe rename and its WinError 32 warning

setup.ps1 used to rename the running unsloth.exe out of the way before the
base-package upgrade so pip could replace it. That rename never actually
worked: setup runs *via* unsloth.exe, so renaming our own running
uv-trampoline launcher failed with a sharing violation (WinError 32) and only
printed a scary 'could not rename unsloth.exe; pip may fail with WinError 32'
warning on every Windows install and update.

It also was not needed. pip tolerates a running/locked console-script .exe: it
moves the old one aside and writes the new one. The base upgrade routes through
pip on Windows, so the upgrade succeeds (or, in the install.ps1 flow with
SKIP_STUDIO_BASE=1, the base is not touched at all) and unsloth.exe is left
intact either way.

Removing the rename block and its failed-install restore block removes the
false warning for all Windows devices in both the install and update flows.

* Windows installer: gate venv-internal hipInfo.exe in PowerShell amd-smi probe; harden venv path checks

Follow-up to PR #6296.

- install.ps1 and setup.ps1: ignore the AMD torch wheel hipInfo.exe that lives
  inside the Studio venv when probing for a HIP SDK, so amd-smi no longer reopens
  the DiskPart UAC during install/update. Mirrors _path_inside_venv in the Python
  installers, which already do this.
- amd.py, install_llama_prebuilt.py, install_python_stack.py: normcase the venv
  containment check (Windows paths are case-insensitive) and run the
  HIP_PATH/ROCM_PATH candidate through it too.
- setup.ps1: fall back to a short TORCHINDUCTOR cache dir when long paths are
  unavailable, and create the dir wildcard-safely.
- tests: isolate sys.prefix in the gate helper, add HIP_PATH/ROCM_PATH cases, and
  assert the PowerShell venv exclusion.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Windows installer: install ROCm PyTorch directly for a known AMD arch

When the GPU arch is known (name-inferred from the GPU-name table) but ROCm
could not be probe-verified (no HIP SDK, no amd-smi), the bootstrap installed
a CPU PyTorch base that setup.ps1 then force-reinstalled as ROCm. The
repo.amd.com wheels bundle their own runtime (no HIP SDK required), which
setup.ps1 already relies on, so the CPU base was a pure wasted download/install.

- Gate the ROCm index on a known arch, not only on probe-verified ROCm, so a
  mapped arch installs ROCm torch directly. Unmapped arches and no-GPU hosts
  still get CPU (unchanged).
- Fall back to a CPU base if the ROCm-index install fails, so a transient
  repo.amd.com outage does not abort the install (setup.ps1 retries ROCm).
- Correct the stale comment that claimed ROCm wheels need a confirmed HIP SDK.
- Add a regression test for the arch-based gate.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Windows installer: correct the unsloth.exe rename-removal comment

The comment claimed the base upgrade 'routes through pip on Windows' and that
pip 'moves the old unsloth.exe aside, then writes the new one'. That is not what
the code does. install_python_stack tries uv first; on a locked launcher uv
aborts and falls back to pip, but the pip fallback strips --upgrade-package and
base.txt lists only bare unsloth/unsloth-zoo, so pip finds them already
satisfied and no-ops. The running unsloth.exe is left intact at its current
version either way. Reword the comment to describe the real uv-first /
pip-fallback-no-op behavior. No functional change.

* Windows installer: close two gaps in the venv-internal hipinfo exclusion

Review follow-up. The amd-smi/DiskPart gate could still reopen in two cases:

- setup.ps1 ran the HIP probe long before $VenvDir is assigned, so without
  VIRTUAL_ENV (the `unsloth studio update` path) $venvRoots was empty and the
  venv-internal hipInfo.exe was not recognized. Seed the venv root from
  UNSLOTH_SETUP_PYTHON and the default Studio home too (both installers).
- The HIP_PATH/ROCM_PATH candidate was accepted without the venv filter, so an
  env var pointing into the venv (AMD wheel) still set $HipSdkInstalled. Run
  Test-HipinfoIsVenvInternal on the candidate as well (both installers).

Extend the PS gate test to assert both. Both .ps1 parse clean; install tests
pass (the venv-internal / HIP probe coverage at 359 passed).

* Windows installer: correct the CPU-base message for arches with no ROCm wheels

After gating the ROCm index on a known arch, a mapped arch sets $ROCmIndexUrl
and installs ROCm directly, so it no longer reaches the "temporary CPU base"
branch. That branch is now reached only by a name-inferred arch with no ROCm
wheels (e.g. RDNA2 gfx103X), where setup.ps1 does NOT install ROCm. The old
text ("setup replaces it with GPU ROCm wheels ... the final install IS
GPU-accelerated") was therefore always wrong there. Say plainly that PyTorch
stays on CPU for this GPU.

* Windows installer: seed the venv-internal hipInfo check from a custom Studio home

Test-HipinfoIsVenvInternal seeded the venv root from VIRTUAL_ENV, VenvDir, the
setup python, and the default %USERPROFILE% path only. A standalone
`unsloth studio update` with a custom UNSLOTH_STUDIO_HOME (or STUDIO_HOME alias)
and none of those set would not recognize the venv hipInfo on PATH, reopening the
amd-smi/DiskPart gate. Seed the custom home too, in both installers, and assert
it in the gate test.

* Studio installer: resolve venv aliases and expand ~ in the hipInfo venv filter

Two review points on the amd-smi/DiskPart UAC gate:

1. _path_inside_venv compared os.path.abspath of sys.prefix and the hipInfo
   path, which does not resolve symlinks, junctions, or 8.3 short names. A venv
   reached through an aliased path then fails the check, so its bundled
   hipInfo.exe is mistaken for an external HIP SDK and amd-smi runs (the
   DiskPart prompt this fix exists to suppress). Switch to os.path.realpath in
   all three copies (amd.py, install_llama_prebuilt.py, install_python_stack.py).

2. setup.ps1's early venv-internal hipInfo probe seeded the venv root from a
   custom Studio home (UNSLOTH_STUDIO_HOME / STUDIO_HOME) without expanding a
   leading ~, while the canonical resolver does. With a tilde form,
   [IO.Path]::GetFullPath kept the literal ~ relative to cwd, so the custom-home
   hipInfo escaped the filter and reopened the gate. Expand ~ in the probe the
   same way as the resolver.

tests/studio/install/test_pr5940_followups.py: 30 passed (adds a symlink
realpath case and a setup.ps1 tilde-expansion guard).

* Studio installer: mirror the hipInfo venv filter and ROCm wheel pins into install.ps1

Follow-up review on the same install.ps1 paths:

1. install.ps1's venv-internal hipInfo probe (Test-HipinfoIsVenvInternal)
   seeded the venv root from a custom Studio home without expanding a leading
   ~, unlike the canonical resolver and setup.ps1. A tilde form left
   [IO.Path]::GetFullPath with the literal ~ (relative to cwd), so the
   custom-home hipInfo escaped the filter and reopened the amd-smi/DiskPart
   gate. Expand ~ in the probe, matching the setup.ps1 fix.

2. The AMD ROCm path installed torchvision/torchaudio bare while pinning torch
   to below 2.12. AMD's per-arch index publishes the companions independently
   and may ship torchvision 0.27 (for torch 2.12) before removing 0.26, so a
   bare resolve can pick an ABI-incompatible set and fall back to CPU. Add
   torchvision/torchaudio floor maps and pass the pinned specs, mirroring
   setup.ps1 and install_python_stack.py.

3. The ROCm-to-CPU fallback torch install used Invoke-InstallCommand (no
   retry), the only torch step in the file without it. Switch to
   Invoke-InstallCommandRetry so the recovery path survives a transient index
   failure.

tests/studio/install/test_pr5940_followups.py: 33 passed (parametrized tilde
check over both installers, a torch/companion floor-map parity test, and a
CPU-fallback retry guard).

* Studio installer: scan all PATH hipinfo so the venv copy can't shadow a real HIP SDK

The amd-smi HIP-SDK probe used shutil.which("hipinfo") / Get-Command hipinfo,
which return only the first hit on PATH. The AMD torch wheel ships hipInfo.exe
inside the venv and the bnb fix (plus the Studio backend) prepend the venv
Scripts dir to PATH, so that venv-internal copy lands first. When a real HIP SDK
hipinfo sits later on PATH with HIP_PATH/ROCM_PATH unset, the first-hit probe
stopped at the venv copy, treated it as "not a HIP SDK", and closed the amd-smi
gate -- AMD users in that PATH-only SDK setup lost amd-smi telemetry and could
fall back to CPU. Scan every PATH entry and keep the first hipinfo that is not
venv-internal; only the venv copy is ignored, so the UAC/DiskPart suppression is
unchanged.

Applied to all three Python copies (install_llama_prebuilt.py,
install_python_stack.py, backend/utils/hardware/amd.py) via a new
_external_hipinfo_on_path helper, and both PowerShell callers (install.ps1,
setup.ps1) now use Get-Command hipinfo -All filtered by Test-HipinfoIsVenvInternal.

tests/studio/install/test_pr5940_followups.py: 36 passed (real-PATH scan tests, a
shadow-regression test for the exact venv-first ordering, and a parity check that
every Python copy uses the scanning helper).

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Studio uninstallers: fix leftovers (false "removed", shared icon, llama lock)

Auditing a dual native+WSL uninstall on a real device surfaced three leftovers:

1. uninstall.ps1 removed the data dir (which holds unsloth.ico) before the
   shortcuts that reference that icon, so Explorer's icon cache briefly held it
   open. Remove-Item -Recurse reported success yet left the locked file, and the
   dir was never re-attempted, so it orphaned with a false "removed" log.
   _RemovePath now verifies the path is actually gone (retrying transient locks)
   and reports honestly, and the data dir is re-swept after the shortcuts go.

2. install.sh writes a shared unsloth.ico to %LOCALAPPDATA%\Unsloth Studio for
   the WSL shortcut, but uninstall.sh never removed it, orphaning the icon (and
   dir) after a WSL uninstall. uninstall.sh now drops that icon and the dir when
   empty, in both the powershell.exe and drvfs-fallback paths.

3. ~/.unsloth/.llama.cpp.install.lock was never removed, so the rmdir of
   ~/.unsloth failed and the dir lingered. Both uninstallers now remove the lock.

Verified by running both uninstallers on a real dual install: device fully clean
(no install dirs, shortcuts, PATH/registry entries, shared icon, or lock left).

* install.sh: auto-route Strix Halo WSL to an existing Ubuntu 24.04

ROCm-on-WSL is the GPU runtime for Strix Halo and only targets Ubuntu
24.04. When the installer runs in a newer default distro (e.g. 26.04) it
cannot enable the GPU and silently falls back to CPU. If a 24.04 distro
already exists, re-run the install there and stop in the current one so the
GPU path is taken without the user having to know about the distro
requirement.

Runs before venv creation so the wrong distro is left untouched, guards
against re-route loops via UNSLOTH_WSL_REROUTED, leaves a working ROCm
distro alone (librocdxg present), and skips the GGUF-only / opt-out /
non-Strix cases. When no 24.04 distro exists we keep today's behaviour:
continue to CPU and print the `wsl --install Ubuntu-24.04` guidance, never
auto-downloading a distro.

Adds tests/sh/test_strixhalo_wsl_reroute.sh (hermetic: extracts the
function, rewrites its paths to fixtures, mocks wsl.exe) covering the full
decision matrix, wired into tests/run_all.sh.

* uninstall.ps1: keep shared unsloth.ico for a surviving WSL shortcut

A dual native+WSL install shares %LOCALAPPDATA%\Unsloth Studio\unsloth.ico:
install.sh points the WSL shortcut's icon there while the native install owns the
dir. The native uninstaller removed the whole dir unconditionally, so uninstalling
native while keeping WSL left the WSL shortcut with a blank icon. The old code only
avoided this when Explorer happened to hold the icon open, which is unreliable; on a
real dual install the dir was deleted and the WSL shortcut went blank.

_RemoveDataDirKeepingWslIcon now scans the Start Menu + Desktop for a surviving
"Unsloth Studio (WSL ...).lnk" and, if found, removes everything in the data dir
except unsloth.ico (keeping the dir) instead of deleting it; with no WSL shortcut it
removes the dir as before. uninstall.sh still drops the icon and the empty dir when
WSL itself is uninstalled, so every uninstall order ends clean.

Adds tests/studio/test_uninstall_dual_install_icon.ps1 (AST-extracts the helper and
runs it against a temp dir with controlled shortcut dirs) covering the dual,
native-only, empty, and missing-dir cases, wired into the windows-inference smoke
workflow. Verified on a real dual install: native uninstall now keeps unsloth.ico
and the WSL shortcut's icon stays intact.

* installer: condense AMD/ROCm code comments (no behavior change)

Tighten the comments added for the Strix Halo native+WSL installer work so
they are shorter and clearer without losing intent: the venv-internal hipInfo
amd-smi gate, the ROCm torch/companion floor maps, the WSL 24.04 reroute, and
the dual-install uninstall icon handling. Comment-only; code paths unchanged.
107 insertions, 166 deletions across 11 files.

* install.sh: run the Strix Halo WSL reroute before any STUDIO_HOME write

The reroute fired after mkdir -p "$STUDIO_HOME" and the legacy-venv migration,
so rerouting 26.04 -> 24.04 left an empty ~/.unsloth/studio stub in the origin
distro (and ran venv migration in the distro about to be abandoned). Move the
reroute ahead of the venv section so the origin distro is left untouched, matching
the function's own comment. Behavior is identical on every non-reroute path.

* installer: fix ROCm CPU-fallback, hipinfo gate edge cases, uninstall icon, WSL 22.04

- install.ps1: clear $ROCmIndexUrl/$ROCmTorchFloor after the CPU fallback so the
  flavor-repair block does not retry the failed ROCm index and abort the install;
  pin the ROCm companion specs ($visionSpec/$audioSpec) in the repair path too.
- install.ps1 + setup.ps1: skip a bare drive root in Test-HipinfoIsVenvInternal so a
  non-venv UNSLOTH_SETUP_PYTHON does not match the whole drive; iterate
  HIP_PATH/HIP_PATH_57/ROCM_PATH and take the first non-venv hipinfo.
- amd.py, install_llama_prebuilt.py, install_python_stack.py: strip surrounding
  quotes from PATH entries before probing for hipinfo.
- install.sh: pipefail the WSL reroute curl|sh; do not reroute supported Ubuntu 22.04.
- uninstall.sh: keep the shared unsloth.ico while any Unsloth shortcut (native or
  another WSL distro) still references it, in both the powershell and drvfs paths.
- tests: regression coverage for all of the above.

* installer: forward reroute options, guard ROCm bootstrap, harden hipinfo gate

- install.sh: forward the caller's --package/--python/--verbose/--tauri and a custom
  UNSLOTH_STUDIO_HOME into the WSL reroute (was a bare default install); bail on
  --local; run the reroute BEFORE dependency/uv install so the origin distro is left
  untouched; set UNSLOTH_SKIP_ROCM_WSL_SETUP after a failed reroute so the later
  ROCm-on-WSL bootstrap does not install into the unsupported origin distro.
- install.ps1 + setup.ps1: Get-Command hipinfo -CommandType Application so only real
  executables match (not an alias/function named hipinfo).
- uninstall.ps1: guard $env:APPDATA when building the default shortcut search dirs.
- tests: cover option forwarding, --local bail, the bootstrap guard, and the gate change.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* installer: guard origin ROCm bootstrap on every CPU-only fallback; harden ~ expansion

WSL reroute: the no-wsl.exe, no-24.04-target and --local fallbacks all tell the
user the install continues CPU-only, but only the failed-reroute branch set
UNSLOTH_SKIP_ROCM_WSL_SETUP=1. The later _maybe_bootstrap_rocm_wsl gate keys off
that flag, so the other three branches could still install ROCm into the
unsupported origin distro (e.g. 26.04). Set the skip guard on all of them.

Forward UNSLOTH_ROCM_WSL_AUTO into the reroute so a Tauri/consented GPU bootstrap
carries through to the rerouted 24.04 child instead of dropping to the prompt path.

install.ps1/setup.ps1: guard the venv-probe ~ expansion on a non-empty
$env:USERPROFILE so Join-Path does not throw on a profile-less service account.

Tests: add no-wsl.exe and UNSLOTH_ROCM_WSL_AUTO reroute cases, the USERPROFILE
guard assertion, and route shell-test fixtures through a single trap-cleaned root.

* installer: pin + soften Windows ROCm Python repair, reroute to 22.04, harden gates

install_python_stack.py: the Windows AMD ROCm repair in _ensure_rocm_torch()
installed bare torch/torchvision/torchaudio via the fatal pip_install -- the same
asymmetry already fixed on the PowerShell side. A transient repo.amd.com failure
could abort the whole install even after install.ps1/setup.ps1 fell back to CPU.
Pin companions per-arch (gfx120X/Strix -> the rocm7.2 trio, mirroring the PS floor
maps) and make the retry nonfatal: keep the existing build and let the user re-run
update to retry ROCm, so the chain install.ps1 -> setup.ps1 -> stack stays CPU-safe.

install.sh: reroute now targets an installed Ubuntu 24.04 OR 22.04 (24.04 preferred);
both are AMD-supported for ROCm-on-WSL, matching the leave-alone set, so a box with
only 22.04 reaches the GPU instead of staying CPU-only.

install.ps1/setup.ps1: a bare ~ for UNSLOTH_STUDIO_HOME left an empty Join-Path child
(PS 5.1 throws); fall back to USERPROFILE directly and only join a real remainder.

_path_inside_venv (amd.py + both installers): guard a root-dir sys.prefix so commonpath
can't classify every path on the drive as venv-internal (defensive; venv never at root).

uninstall.sh: guard an empty LOCALAPPDATA in the PS-interop icon cleanup (mirror APPDATA).

Tests: add 22.04-target reroute cases, Windows ROCm pin+nonfatal coverage (text +
behavioral), root-dir guard coverage, and bare-~/LOCALAPPDATA guard assertions.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* install.sh: match WSL reroute target by exact distro name, not substring

The 24.04/22.04 reroute target was chosen with grep -F (substring), so a custom
distro such as 'Ubuntu-24.04-test' (with no exact Ubuntu-24.04) was picked as the
target; the later 'wsl -d Ubuntu-24.04' then fails and the Strix Halo install stays
CPU-only. Match whole lines (grep -ixF) and reuse the matched name so only a real
Ubuntu-24.04/22.04 is targeted. Adds substring-rejection + exact-vs-custom tests.

* install.sh: keep the WSL reroute target to Ubuntu 24.04 (helper-supported only)

The ROCm-on-WSL bootstrap (scripts/install_rocm_wsl_strixhalo.sh) dies on any
VERSION_ID other than 24.04 and pins the noble repo, so treating 22.04 as
GPU-supported let the parent report a successful reroute while the child fell
back to CPU. Drop 22.04 from the supported set and the reroute target list;
24.04 stays the sole target (keeping the exact whole-line distro match). An
already-working ROCm on any other version is still left alone by the librocdxg
check above.

tests: reroute 22.04 cases updated to the 24.04-only behavior; make the
"no wsl.exe" case hermetic so a real host wsl.exe can't leak in on dev boxes;
stop the tauri exit-order check from mis-flagging the reroute helper's
[ "$TAURI_MODE" = true ] && ... --tauri one-liner.

* installer: tighten comment wording across the Strix Halo install/uninstall paths

Condense the verbose multi-line comment blocks (amd-smi hipinfo gate, ROCm
torch install + CPU fallback, WSL reroute, uninstall icon-keep) into fewer,
clearer lines. Comments and a few docstrings only; no code, logic, or
behavior change. Verified with bash -n, the PowerShell parser, and ast.parse,
and the installer test suite still passes.

* add AGPL-3.0 SPDX headers to the .sh/.ps1 scripts missing them

Every shell and PowerShell script under the Studio/installer surface now
carries the standard SPDX-License-Identifier: AGPL-3.0-only + copyright
header (after the shebang where present): the installer (install.sh,
install.ps1), build.sh, the .github and src-tauri scripts, the installer
test suite, and the moe kernel test. Header-only, line endings preserved;
bash -n, the PowerShell parser, and the installer tests all pass.

* installer: drop the duplicate AGPL header from install.sh and install.ps1

Both already carry an SPDX-License-Identifier: AGPL-3.0-only header below
their usage comment block; the prior header pass added a second one at the
top because it only scanned the first few lines. Remove the duplicate so each
file keeps a single original header.

* installer: force-reinstall CPU fallback torch; propagate Tauri NEED_SUDO from reroute

install.ps1/setup.ps1: when the AMD ROCm wheel install fails and we fall back to a
CPU base, force-reinstall the torch/vision/audio triplet. A failed ROCm install can
leave an unpinned ROCm torch (e.g. 2.10.0+rocm on gfx110X/gfx90a) that still
satisfies the CPU torch>=2.4,<2.11.0 range, so without --force-reinstall uv keeps the
ROCm build and only swaps the companions -- a mismatched venv the flavor-repair block
won't fix. setup.ps1 scopes the forced reinstall to the ROCm-fallback path
() so the genuine CPU-only install stays fast.

install.sh: the Strix Halo WSL reroute treated every nonzero child exit as a reroute
failure and fell back to CPU. In --tauri mode the child uses exit 2 ([TAURI:NEED_SUDO])
to ask the desktop app to elevate for the target distro; capture the child's exit code
and propagate exit 2 in Tauri mode (the child already printed the NEED_SUDO line)
instead of masking it. CLI mode still falls back to CPU on a generic failure.

Tests: reroute Tauri exit-2 propagation (and non-Tauri CPU-fallback) cases;
run_func now preserves the child exit code; force-reinstall assertions for both
PowerShell installers.

Note: codex's _rr_q apostrophe finding is a false positive -- the helper already
emits POSIX-correct 'O'\''Brien' and round-trips under both sh and bash.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* setup.ps1: fix $cpuForce array collapse in the ROCm->CPU torch fallback

An if-expression assignment ($cpuForce = if ($ROCmCpuFallback) { @("--force-reinstall") })
collapses the single-element array to a scalar string, so @cpuForce splatting enumerated
it character-by-character into broken single-letter args (- - f o r c e ...), which made
uv/pip reject the install and aborted the whole Studio setup on the AMD ROCm->CPU fallback
path. Build $cpuForce as a real array assigned outside the if-expression so the splat passes
a single --force-reinstall arg. Genuine CPU-only installs stay fast (empty array, no flag).
Test now asserts the array-build form and rejects the if-expression form.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* uninstall: remove the isolated Node.js runtime (~/.unsloth/node)

The isolated Node.js runtime (install_node_prebuilt.py, added with the managed-Node
change) installs to ~/.unsloth/node in default mode -- a sibling of studio, so deleting
<studio> leaves it behind (~200MB orphaned after uninstall). Both uninstallers already
remove the other default-mode siblings (llama.cpp/.cache/.staging); add node alongside
them. uninstall.ps1 also adds it to the handle-lock sweep so a held node.exe can't block
the delete. Env/custom mode nests node under the custom root, removed with that root.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-06-22 03:09:08 -07:00
Daniel Han
378e33c8a5
Studio macOS: faster startup, MLX self-heal, drop obsolete prebuilt pins (#6494)
* Studio: defer llama.cpp update probes and self-heal MLX on macOS

Two macOS startup problems shared one root area in the FastAPI lifespan:

- The llama.cpp capability + freshness probes ran inline before the server
  yielded, so a cold/slow/flaky network on the GitHub freshness check blocked
  'Application startup complete' (~34s on CI, longer in the field). Move both
  probes to a daemon thread; app.state stays None until ready (status routes
  already re-probe at request time). Opt out with UNSLOTH_DISABLE_UPDATE_CHECK=1.

- Train and Export were greyed out because mlx/mlx-lm/mlx-vlm arrive only
  transitively and a resolver backtrack silently drops them, so CHAT_ONLY stayed
  true. Add utils/mlx_repair.py: when Apple Silicon is detected without MLX,
  reinstall mlx/mlx-lm/mlx-vlm by name on a daemon thread and re-run hardware
  detection (opt out UNSLOTH_DISABLE_MLX_AUTOREPAIR=1). Surface a chat_only_reason
  in /api/health plus a sidebar tooltip so a greyed Train/Export explains itself
  instead of failing silently.

* Studio: guard model defaults against a None model name

load_model_defaults(None) called model_name.lower() with no guard, raising
'Error loading model defaults for None' before any model is selected. Return
an empty dict for a falsy/non-str name.

* Studio: drop obsolete upstream macOS + Windows Blackwell prebuilt pins

Both pins worked around gaps in ggml-org upstream prebuilts, but Studio now
routes every GPU host and all of macOS to the unslothai/llama.cpp fork
(published_repo_for_host), which ships the needed bundles, so both pins are
dead code on the default install path:

- macOS b9415: macOS always routes to the fork (its own macOS bundles), and
  host_supports_macos_minos() is the backstop. The pin only fired under an
  explicit --published-repo ggml-org override.
- Windows Blackwell b9360: Windows-NVIDIA routes to the fork, whose
  windows-x64-cuda13 bundle covers Blackwell (manifest max_sm 120, toolkit
  13.3), so the pin's self-disable check makes it dormant on every default
  install; it could only activate under the same upstream override on a
  13.0-13.2 driver.

Remove the pin constants, functions, and call sites. Keep the Blackwell
capability detection (_drop_blackwell_incapable_windows_cuda, _host_is_blackwell,
_windows_cuda_attempt_covers_blackwell) that still drops a non-sm_120 cuda-12.4
build on a Blackwell host. After this, an explicit --published-repo ggml-org
override on a Blackwell 13.0-13.2 host loses its GPU fallback and lands on CPU;
the default fork path is unaffected. Update the install selection-logic and
macOS-compat unit tests for the new no-pin behavior.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Studio: walk back deeper on the macOS upstream prebuilt path

After removing the b9415 macOS pin, the explicit --published-repo ggml-org
upstream path still used the default 2-release fallback, so a pre-macOS-26 host
behind a run of macOS-26-only builds would exhaust two too-new plans (minos is
only checked post-download) and drop to a source build before reaching a
loadable older release. Walk back as deep as the fork macOS path
(DEFAULT_MAX_MACOS_RELEASE_FALLBACKS), turning the removed static pin into
dynamic discovery. Addresses review feedback on the macOS upstream fallback.

* Studio: pin transformers during MLX self-heal so it cannot break Studio

mlx-lm/mlx-vlm declare transformers>=5, but the single-env install pins
transformers==4.57.6. The self-heal used --upgrade with no constraint, so it
could upgrade transformers in the live venv and break the rest of Studio just to
make import mlx.core pass. Pin transformers to the installed version via a
constraint file: the resolver either finds an mlx build compatible with it or
fails (we stay chat-only), never upgrading transformers underneath Studio.
Addresses review feedback on the MLX repair install.

* Studio: harden MLX self-heal against an unsupported mlx-vlm

Pinning transformers alone made uv backtrack mlx-vlm to 0.3.9 (below unsloth-zoo's
mlx-vlm>=0.4.4), which imports but breaks VLM Train/Export -- so the self-heal
could clear chat-only onto a broken stack. Mirror the main installer: set
UV_OVERRIDE=overrides-darwin-arm64.txt so a current mlx-vlm coexists with the
transformers pin, require the same minimum versions unsloth-zoo declares, and
gate/validate on a full mlx_stack_available() check (not a bare import) so an
old or partial stack stays chat-only. Addresses PR review.

* Studio: filter Blackwell-incapable CUDA in resolve_upstream_asset_choice

resolve_upstream_asset_choice returned the first windows-cuda choice unfiltered,
so a Blackwell host could be handed an sm_120-incapable cuda-12.4 build while the
sibling planners drop it. Apply _drop_blackwell_incapable_windows_cuda here too
and fall through to the CPU bundle on a Blackwell host with no capable GPU asset.
Addresses PR review.

* Studio: re-poll health so MLX self-heal reaches an open UI

The sidebar cached the initial /api/health, so a successful background MLX
self-heal (chat_only flips false) did not re-enable Train/Export until a manual
reload. While chat-only for the recoverable mlx_unavailable reason, re-poll
/api/health and stop once Train/Export become available. Addresses PR review.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Studio: make the disabled Train/Export tooltip reachable

The greyed Train/Export items pass a tooltip explaining why (e.g. MLX missing),
but a disabled <button> fires no pointer events and SidebarMenuButton only showed
tooltips while collapsed, so the explanation never appeared. Wrap a disabled
button in a focusable span and show its tooltip while expanded too; enabled items
keep the collapsed-only behavior. Addresses PR review.

* Studio: gate Train/Export on the full MLX stack, not bare mlx.core

detect_hardware enabled MLX training whenever `import mlx.core` worked, but the
MLX self-heal (utils/mlx_repair) treats a stack without mlx-lm/mlx-vlm at the
versions unsloth-zoo requires as inadequate. That asymmetry let the UI enable
Train/Export on exactly the partial/backtracked stack the self-heal is trying to
repair (greyed-in-but-broken VLM export). Gate on the same mlx_stack_available()
criterion so a partial stack stays chat-only (reason mlx_unavailable) and the
background repair restores it. Addresses PR review.

* Fix MLX repair and health auth for PR #6494

* Fix macOS upstream prebuilt fallback for PR #6494

* Fix MLX stack validation for PR #6494

* Fix MLX self-heal validation for PR #6494

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Review fixes: isolate hardware-state test, robust transformers pin

- test_chat_only_reason.py: detect_hardware() assigns module globals directly,
  which monkeypatch does not revert; the autouse fixture now saves and restores
  DEVICE/CHAT_ONLY/CHAT_ONLY_REASON/IS_ROCM so a chat-only verdict here cannot
  leak into other backend tests (e.g. test_utils.py) on a GPU host.
- mlx_repair.py: read the transformers version from importlib.metadata instead of
  importing transformers, so the install pin is not silently dropped when
  transformers has valid metadata but fails to import.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix CI: model full MLX stack in dispatch tests, keep selection test offline

dispatch (macOS) job:
- detect_hardware now gates MLX on the full stack (mlx_stack_available imports
  mlx_lm/mlx_vlm and checks dist versions), so faking only mlx.core makes the
  apple_silicon_mlx profile resolve to CPU. The dispatch tests assert the routing
  decision when the stack IS usable, so model a complete stack:
  test_hardware_dispatch_matrix patches utils.mlx_repair.mlx_stack_available and
  test_is_mlx_dispatch_gate patches hardware._has_usable_mlx_stack. The stack
  predicate's own internals stay covered by test_mlx_repair.py.

Repo tests (CPU) job:
- test_no_cuda_attempt_on_published_path_for_13_1 fell through to a live
  github_release_assets() upstream fetch after the Blackwell filter dropped every
  published attempt, which the offline security scanner blocks. Stub that fetch so
  the walk-back deterministically finds no usable CUDA build and raises
  PrebuiltFallback without network.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Harden MLX self-heal: prepare transformers constraint inside the try

attempt_mlx_repair runs on a daemon thread, but _transformers_constraint_args was
called before the try. A failure there (e.g. tempfile.mkstemp on a full disk or a
bad TMPDIR) would propagate unhandled and silently kill the self-heal thread.
Move the call inside the try and initialize constraint_path so any such failure
is caught and leaves Studio chat-only instead of crashing the thread.

---------

Co-authored-by: Daniel Han <michaelhan2050@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: wasimysaid <wasimysdev@gmail.com>
2026-06-22 02:20:08 -07:00
Daniel Han
d77845ebc0
Update studio root-resilience tests for the inference-backend refactor (#6490) (#6553)
* Update studio root-resilience tests for the inference-backend refactor

#6490 moved the studio_root() probe and its (ImportError, OSError, ValueError)
handler out of _find_llama_server_binary / _kill_orphaned_servers into the shared
_resolved_studio_root_and_is_legacy() classifier, and switched the WSL ROCm lib-dir
ordering to lib_dirs.extend(_wsl_system_rocm_lib_dirs()). These source-introspection
tests still asserted the old inline structure, so they fail on main (surfaced by any
PR that trips the Repo tests path filter, e.g. the Windows installer PRs). Point them
at the new structure and assert the defense in its new home; no runtime change.

* Address review: qualify the classifier call and harden helper-body extraction

Assert the callers invoke LlamaCppBackend._resolved_studio_root_and_is_legacy()
through the class namespace (more precise than the bare name), and end the
helper-source slice at the next sibling def/decorator at the same indent instead
of the literal @staticmethod string, so a future docstring that mentions a
decorator can't truncate the helper mid-body and break exec().

---------

Co-authored-by: danielhanchen <michaelhan2050@gmail.com>
2026-06-22 01:10:49 -07:00
Daniel Han
9f39cc2c39
Studio: use an isolated Node.js for the frontend build instead of replacing the system Node/npm (#6533)
* Studio: use an isolated Node.js for the frontend build instead of replacing the system Node/npm

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Studio: address Node isolation review (no-Node probe crash, PATH refresh, OXC provisioning, venv python, runtime node resolver)

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Fix/adjust Node isolation for PR #6533

* Studio Node: don't cache a negative node resolution; accept Node metadata in setup.sh ownership guard

- node_runtime: memoize only a version-adequate executable so a Node installed
  by a separate-process 'studio update' is picked up without a backend restart.
- setup.sh: _studio_owned_adoptable also accepts UNSLOTH_NODE_PREBUILT_INFO.json,
  matching the setup.ps1 Node ownership guard (custom-home parity).

* Studio setup.ps1: skip OXC npm install gracefully when npm is absent

Mirror setup.sh's `command -v npm` guard so a pip-installed Studio with no
system Node skips the OXC runtime install (validator degrades at runtime) instead
of exit 1 aborting the whole setup. Tighten test_node_probe_guard.ps1's probe
regex so it only matches the two system-version probes, not this new npm guard.

* Wire test_node_probe_guard.ps1 into Windows CI for PR #6533

* Harden isolated Node install and probes for PR #6533

- install_node_prebuilt.py: keep an existing, still-usable isolated Node
  when nodejs.org's dist index is unreachable instead of aborting the
  update on a transient outage (existing_install_usable + tolerant fetch).
- install_node_prebuilt.py: pin NPM_CONFIG_PREFIX/npm_config_prefix and
  drop NODE_PATH in _run_node so any npm -g stays inside the isolated
  prefix; Windows npm otherwise writes to %APPDATA%\npm.
- install_node_prebuilt.py: resolve tar hard-link targets against the
  archive root (symlink targets stay link-parent relative).
- setup.ps1: wrap the system node/npm probes in try/catch so a present
  but broken shim degrades to the bundled Node instead of aborting setup.
- setup.ps1: run the isolated Node install with the handed-off/venv Python
  (ReusedSetupPython); the main resolver runs later and bare python may be
  a Store stub this early.
- setup.sh: log when the OXC validator runtime is skipped for missing npm,
  matching setup.ps1.
- node_runtime.py: move the version-floor comment onto _version_meets_floor.
- Tests for the offline-reuse and broken-shim paths.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Trim verbose comments across the Studio Node installer for PR #6533

Comments-only pass: collapse the multi-line section banners to single lines,
drop comments that restate obvious code, and tighten the remaining docstrings
and "why" notes without losing intent. No code changes (verified with an AST
comment-only check on the Python files and a non-comment-diff scan on setup.sh
and setup.ps1). Net 109 fewer lines; the install, decision, and probe-guard
suites stay green.

* Harden Node install from review: validated Python, version floor, legacy home, lock race

For PR #6533, addressing the latest review pass:

- setup.ps1: run the isolated Node install with the validated reused/venv Python.
  An incompatible reused interpreter (old venv, conda, stale UNSLOTH_SETUP_PYTHON)
  is no longer used; fall back to the resolved python instead.
- setup.ps1: a STUDIO_HOME/UNSLOTH_STUDIO_HOME override equal to the legacy default
  now uses the legacy sibling node dir (~/.unsloth/node), matching the runtime
  resolver and setup.sh, so OXC can find the Node it installed.
- install_node_prebuilt.py: reject an explicit --node-version below the floor
  (^20.19 || >=22.12 || >=23) instead of installing a Node the build cannot use.
- install_node_prebuilt.py: atomically rename a stale install lock before unlinking
  so two concurrent runs without filelock cannot both acquire it.

Tests added for the version floor (parametrized + explicit-below-floor rejection).
Full install suite: 937 passed, 1 skipped; setup.ps1 parses; decision tests green.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Address latest review: armv7l + later-fetch offline reuse for PR #6533

- install_node_prebuilt.py: reject 32-bit ARM (armv7l) up front. Node 24 LTS
  ships no linux-armv7l build, so the old path failed late with a confusing
  "no sha256"; it now fails fast with a clear unsupported-architecture error.
- install_node_prebuilt.py: extend the offline-reuse fallback to the SHASUMS and
  archive fetches. If index.json resolves a newer Node but a later download fails
  and a usable isolated Node is already on disk, keep it instead of aborting a
  non-force update.

Tests added: armv7l/armhf are unsupported; a SHASUMS failure keeps an existing
usable Node and re-raises when none is present. Full install suite: 941 passed.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Add UNSLOTH_STUDIO_HOME node-dir tests (install side + resolver) for PR #6533

* Add regression tests pinning the reuse path read-only and isolating installer writes

Lock in the two invariants behind the isolated-Node design: reusing a good
system Node never mutates the user's Node/npm, and the installer's own npm
calls only ever write inside its install_dir.

- tests/studio/install/test_install_node_prebuilt_logic.py: assert _run_node
  redirects NPM_CONFIG_PREFIX/npm_config_prefix into install_dir and drops an
  inherited NODE_PATH; assert _ensure_npm_floor scopes the npm self-upgrade to
  install_dir (never -g against the system) and is a no-op once npm meets the floor.
- tests/sh/test_system_node_readonly.sh (new, wired into studio-backend-ci.yml):
  the setup.sh NODE_SOURCE=system arm runs no global install and sets no
  NPM_CONFIG_PREFIX, with a positive control that the bundled arm does.
- tests/studio/test_node_decision.ps1: symmetric structural guard that the prefix
  pin and the only global install (bun) live in the bundled branch, not the system arm.

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: wasimysaid <wasimysdev@gmail.com>
2026-06-21 21:17:29 -07:00
Daniel Han
23a3d972bf
Studio: reach the published source asset when a mix build's commit 404s (#6314)
* Studio: reach the published source asset when a mix build's commit 404s

A llama.cpp "mix" prebuilt records a merge commit that is never pushed to
the fork, so the codeload/archive URLs for that commit 404. The merged
source tree is instead published as a release asset alongside the prebuilt
(llama.cpp-source-commit-<sha>.tar.gz). The installer resolves that asset
URL from the approved-checksums manifest, but when the manifest omits the
top-level repo/release_tag the URL resolves empty, hydration falls through
to the 404-ing commit archive, and the prebuilt install drops to a slow
source build (or fails outright).

Extract exact_source_asset_url() and resolve the asset's host and tag
defensively: the artifact's own repo, then the manifest repo, then the
source repo; and the manifest release tag, then the tag we actually
installed the prebuilt from (the source asset is its sibling on the same
release). Normal installs build the identical URL as before, so this only
adds a working fallback for the degenerate manifest.

Add unit coverage for the resolver, including the empty repo/release_tag
regressions.

* Studio: cover exact_source_asset_url through the real parser chain

Add TestExactSourceAssetUrl.test_resolves_through_real_parser_chain, which runs
parse_approved_release_checksums -> preferred_source_archive -> exact_source_asset_url
so a regression in the parser or source-selection wiring cannot pass while only the
hand-built helper unit tests stay green.
2026-06-18 05:59:42 -07:00
Daniel Han
ce193c243d
Keep server-side tools enabled under --secure (#6403)
* Keep server-side tools enabled under --secure and on every bind

--secure binds loopback and exposes Studio only through an authenticated
Cloudflare HTTPS tunnel, but it was grouped with a raw 0.0.0.0 bind and
force-disabled all server-side tools (web search, Python, terminal). The
process tool policy overrode the client's enable_tools request, so the
model was never told the tools existed and answered in plain text. The
plain 'unsloth studio' command had no way to re-enable and printed nothing.

Tools now default on for every bind. The bind host and --secure no longer
change the tool policy; only an explicit --enable-tools/--disable-tools
forces it on or off. Both 'unsloth studio' and 'unsloth studio run' accept
the flags and the startup banner states the resolved policy.

- run.py: replace _apply_default_tool_policy(host, secure) with
  _apply_cli_tool_policy(enable_tools); add an enable_tools kwarg to
  run_server and --enable-tools/--disable-tools to the argparse.
- _tool_policy.py: resolve_tool_policy defaults to on for every host and
  no longer prompts on a network bind.
- studio.py: drop the secure-as-public tool gating, add the flags to the
  plain command, and reword the startup banner.
- Update and extend the secure-flag and tool-policy tests.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Add tool-policy notice to plain server banner and refresh run --help

Follow-up to PR review:
- run.py: the plain 'unsloth studio' / --secure / direct run.py path went
  through _emit_startup_output without any tool-policy line, so a
  network-reachable launch was silent about code execution now that tools
  default on. Thread enable_tools through _emit_startup_output /
  _emit_secure_startup_output and print a one-line policy notice, followed by
  a single stop hint.
- studio.py: the 'unsloth studio run' --enable-tools/--disable-tools and --yes
  help still described the removed loopback-on/network-off default and the
  confirmation prompt; reword to match the new policy.
- Add tests for the banner notice and the refreshed help text.

* Update CI tool-policy resolver tests for default-on behavior

tests/python/test_unsloth_run_tool_policy_resolver.py still asserted the
removed network-bind policy (0.0.0.0 and LAN IP default off, explicit enable
prompts and aborts on a declined prompt), so it failed the Python CI jobs.
Rewrite the truth table: every bind defaults on, explicit on/off always wins,
and the resolver never prompts (yes/silent/prompt kept for compatibility).

* Trim comments for the tool-policy change

Shorten the verbose docstrings and block comments added for --secure tool
handling; keep the security-relevant intent. Verified comment-only via an AST
diff (code unchanged).

* Add deterministic test that server-side tools execute under --secure

Drive the GGUF agentic tool loop with a fake llama-server stream and let the
real execute_tool run: python counts 1..100, terminal returns a UTC datetime,
and web_search runs through real _web_search with only the ddgs network
boundary mocked. A policy assertion pins that the post-fix --secure path
(policy None + per-request enable_tools) is what keeps these executions
reachable. No model, GPU, or live network; runs in the existing backend CI.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Align _emit_startup_output banner test with the moved stop hint

The tool-policy notice now prints between the access banner and the stop
hint, so the stop hint is emitted once at the end instead of inline in the
banner (include_stop_hint is False and print_studio_stop_hint runs once).
Update the plain-localhost case to match; the mismatch and wildcard cases
already asserted this wiring.

---------

Co-authored-by: Michael Han <michaelhan2050@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-06-18 05:52:40 -07:00
Daniel Han
a6dc10dad2
Reduce and tighten comments and docstrings across the test suite (#6429)
* Reduce and tighten comments and docstrings in tests

Shorten verbose comments and docstrings across the test suite without
changing any test logic. Remove narration that restates the next line,
collapse long module and test docstrings to a single line, and drop banner
separators. Keep regression context (issue and PR references, run ids),
skip reasons, mocking and timing rationale, license headers, lint and type
directives, and commented-out code.

Comments and docstrings only: an AST signature check confirms no code,
assertions, or string literals changed, and the suite byte-compiles cleanly.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-06-18 01:07:09 -07:00
Daniel Han
77acea751c
Studio: prefer native cuda13 over torch's cuda12 line on Blackwell Linux hosts (#6379)
The Linux installer ordered its CUDA runtime-line attempts purely by torch's
reported CUDA major (preferred_runtime_line), so a Blackwell host running a
cu12x torch build hoisted cuda12 ahead of an available native cuda13 bundle.
This brings the Linux selector to parity with the existing Windows Blackwell
preference: on an sm_120 host, prefer the highest CUDA-major line that ships
a bundle covering every visible host SM, then fall back to the torch line.

Selection-time only. No external pin and no source build: in-release cuda13
bundles already cover sm_120, and the per-artifact SM filter still drops any
incapable bundle (cuda12-older / cuda13-older) and prevents fall-through to a
non-Blackwell build. The override is gated on _host_is_blackwell and only
reorders lines that are already detected and driver-compatible, so it never
forces cuda13 when its runtime libraries are absent or the driver is pre-13,
and non-Blackwell hosts keep the exact torch-preference behavior.

The runtime-line ranking only considers well-formed "cuda<major>" lines and
skips any malformed or future-format value (e.g. "cuda13.1") instead of
crashing the major sort, matching how the surrounding selector already
tolerates unknown lines.

Adds focused selection tests covering the override, the incapable-cuda13
skip, the cuda13-unavailable fallback, the non-Blackwell no-op, the
malformed-runtime_line skip, and cuda14 forward-compat.
2026-06-17 22:33:47 -07:00
Daniel Han
d50a2e2d07
Studio: remove the Windows VBS launcher to clear the Kaspersky false positive (#6326)
* Studio: drop the VBS launcher to clear the Kaspersky false positive

The Windows shortcut launched Unsloth Studio through wscript.exe ->
launch-studio.vbs, and that VBS used CreateObject("WScript.Shell").Run to
start a hidden -ExecutionPolicy Bypass PowerShell. That wscript + .vbs +
bypass-powershell shape is the canonical trigger for generic VBS-dropper
heuristics (Kaspersky HEUR:Trojan.VBS.Agent.gen). The launcher is benign;
only its shape is the problem.

- install.ps1: stop generating launch-studio.vbs and point the Desktop /
  Start Menu .lnk straight at powershell.exe -WindowStyle Hidden running
  launch-studio.ps1. The shortcut is saved WindowStyle 7 (minimized) so the
  brief console flash is muted. launch-studio.ps1 (health poll, port,
  mutex, browser) is byte-for-byte unchanged.
- install.ps1: delete a pre-existing launch-studio.vbs on upgrade, so the
  flagged file does not linger on machines that already installed it.
- install.ps1 / install.sh: run the heavier ie4uinit -ClearIconCache plus
  StartMenuExperienceHost tile-cache rebuild only on a first install or a
  real icon change, instead of on every no-op reinstall. That repeated
  clear-cache plus kill cluster is itself a dropper-like behavioral pattern.
- tests: forbid VBS generation and require the legacy-VBS cleanup.

Linux, macOS and WSL install paths are unchanged. WSL already targets
wsl.exe from its .lnk and never used a VBS; its only change is the same
icon-cache gating.

* Studio: add launcher-chain smoke coverage to the Windows UI CI

The shortcut launch path was previously untested: studio-windows-ui-smoke
installed then booted `unsloth studio` directly, so a broken .lnk could ship
silently. After install the job now seeds a legacy launch-studio.vbs, asserts
the upgrade removed it, asserts the .lnk targets hidden powershell.exe (never
wscript.exe), and launches via the shortcut's stored command, waiting for
/api/health to report healthy.

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-06-16 04:00:18 -07:00
Matt Van Horn
08c3878919
fix: use partial hipinfo output on crash to avoid CPU fallback (RDNA 4 / gfx1200) (#6292)
* fix: use partial hipinfo output on crash to avoid CPU fallback (#6043)

`hipinfo.exe` on some RDNA 4 hosts (e.g. RX 9060 XT / gfx1200) exits
with STATUS_ACCESS_VIOLATION (0xC0000005) after printing the
gcnArchName line.  The previous guard `$LASTEXITCODE -eq 0` in
studio/setup.ps1 and `if result.returncode == 0` in
install_python_stack.py discarded this partial-but-valid output,
causing the installer to fall through to WMI name inference which sets
HasROCm=false and installs CPU PyTorch instead of the ROCm wheel.

Fix: check for gcnArchName in stdout first; accept the arch regardless
of exit code.  Only fall through to the amd-smi / WMI path when no
gcnArchName is present at all (crash before any output, or a genuine
"no device" error).  A cyan INFO substep is emitted when the arch is
recovered from a crashed hipinfo run so users can see what happened.

Adds a regression test covering the crash-with-valid-output path.

Fixes #6043

* Fix/adjust hipinfo crash fallback for PR #6292

---------

Co-authored-by: Matt Van Horn <455140+mvanhorn@users.noreply.github.com>
Co-authored-by: wasimysaid <wasimysdev@gmail.com>
Co-authored-by: Lee Jackson <130007945+Imagineer99@users.noreply.github.com>
2026-06-15 13:26:04 +02:00
oobabooga
a3ca5d2a5a
Studio: don't silently fall back to a CPU prebuilt on NVIDIA Linux GPU hosts (#6310) 2026-06-14 02:06:31 -03:00
Daniel Han
985792a83b
Installer: drop redundant -WindowStyle Hidden from the Windows launcher VBS (#6284)
* Installer: drop redundant -WindowStyle Hidden from the Windows launcher VBS

The desktop / Start Menu shortcut launches Studio through a generated
launch-studio.vbs that runs:

  shell.Run "powershell ... -WindowStyle Hidden -File launch-studio.ps1", 0, False

The second argument to shell.Run is intWindowStyle 0 (hidden), so WScript
already launches the child windowless. The child -WindowStyle Hidden is
therefore redundant: dropping it keeps the launcher hidden and behaviour
identical, while removing the WScript-spawns-hidden-ExecutionPolicy-Bypass
PowerShell token combination that antivirus heuristics weight. That shape was
reported as a Kaspersky HEUR:Trojan.VBS.Agent false positive during install.

Adds tests/studio/install/test_launch_studio_launcher.py to stop the flag from
being reintroduced and to assert the launcher stays windowless via
shell.Run(cmd, 0, False).

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

---------

Co-authored-by: Daniel Han <michaelhan2050@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-06-12 23:57:30 -07:00
oobabooga
5300c047b6
Installer: drop the lemonade ROCm fallback now the fork ships identical per-gfx prebuilts (#6225)
---------

Co-authored-by: Daniel Han <danielhanchen@gmail.com>
2026-06-12 11:53:26 -03:00
Daniel Han
6c493b4076
Attach DiffusionGemma visual-server from the prebuilt bundle (#6254)
The prebuilt bundles ship llama-diffusion-gemma-visual-server, but
runtime_patterns_for_choice pruned it, so a fresh install never placed
it next to llama-server. ensure_diffusion_visual_server then found no
standalone release asset and skipped it, leaving Studio unable to serve
DiffusionGemma GGUFs natively (it required DG_VISUAL_BIN or a source
build). Keep the binary in the runtime allowlist on Linux, macOS and
Windows so it lands in build/bin and is activated automatically.
2026-06-12 06:26:35 -07:00
Daniel Han
240c0c3500
Studio: fix WSL Strix Halo GPU on reinstall (ROCDXG drop-in + system HIP before bundle) (#6227)
* install.sh: persist ROCm-on-WSL drop-in even when rocminfo already works

_maybe_bootstrap_rocm_wsl calls _ensure_rocm_probe_env (which exports a
transient HSA_ENABLE_DXG_DETECTION + adds /opt/rocm/bin to PATH on the
installer process) right before the "rocminfo enumerates gfx1151 -> already
set up, return early" gate. On any reinstall over an existing /opt/rocm --
the common case, since the uninstaller keeps shared ROCm userspace but
removes /etc/profile.d/unsloth-rocm-wsl.sh -- that probe env makes rocminfo
succeed, so the gate returns 0 WITHOUT ever persisting the drop-in. The
transient env dies with the installer, so the next login shell (Studio,
llama-server) sees no GPU: torch cuda_avail=False, rocminfo finds nothing,
the llama.cpp ROCm prebuilt segfaults on a GPU it can't reach.

Factor the drop-in writer into _persist_rocm_wsl_dropin() and call it before
the early return so the persistent env is restored whenever librocdxg is
present. Idempotent (only writes when the drop-in is missing), gated on
librocdxg so it never fires on non-WSL/non-ROCDXG hosts, root-writes or
sudo-tees like before. The fast-path branch now reuses the same helper.

Reproduced on gfx1151 (Radeon 8060S) under dash (the curl|sh shell):
before the fix a reinstall left the drop-in absent and torch cuda_avail
False; after, the drop-in is persisted and a fresh login shell reports
cuda_avail True. Verified under both dash and bash, and idempotent on
re-run.

* Studio WSL: load system HIP before a prebuilt's bundled runtime (gfx1151)

The lemonade / published llama.cpp ROCm prebuilts bundle their own HIP
runtime (libamdhip64) built for bare-metal Linux. In WSL the GPU is reached
through the system ROCm's librocdxg bridge over /dev/dxg, which the bundled
runtime cannot drive -- it segfaults on the first GPU call. So:

  - install_llama_prebuilt.py: the prebuilt's llama-quantize/llama-server
    validation runs with the bundle dir first on LD_LIBRARY_PATH, segfaults
    (empty stderr), and the install silently falls back to a CPU source build
    (which on this host can't even build for GPU -- hipcc absent). The Strix
    Halo WSL user ends up on CPU despite a working GPU.
  - llama_cpp.py: even if a GPU prebuilt were kept, the serve-time launcher
    put the bundle dir first too, so it would crash at load.

Fix: on a ROCDXG WSL host (gated on /dev/dxg + "microsoft" /proc/version +
a librocdxg-providing /opt/rocm), prepend the system ROCm lib dir to
LD_LIBRARY_PATH so the WSL-capable libamdhip64 + librocdxg load first, while
the bundle still supplies libggml-hip / librocblas with the gfx1151 kernels.
Set HSA_ENABLE_DXG_DETECTION=1 alongside. Added _wsl_system_rocm_lib_dirs()
to both modules (kept identical so a prebuilt that passed install validation
runs the same way at serve time). Strict no-op on bare-metal Linux, NVIDIA,
macOS, and Windows.

Verified on gfx1151 (Radeon 8060S) in WSL (ROCm 7.2.1 + librocdxg, Adrenalin
ROCDXG): before, the lemonade gfx1151 prebuilt segfaulted and the install
fell back to a broken CPU build; after, install_llama_prebuilt validates and
keeps the GPU prebuilt (source=published, prebuilt_fallback_used=False), and
Studio serves Qwen3-1.7B-GGUF at 53 tok/s with the model resident in GPU
memory (llama-server device_info: ROCm0 = AMD Radeon 8060S).

* tests: cover the WSL ROCDXG drop-in + system-HIP-ordering fixes

- _wsl_system_rocm_lib_dirs: no-op without /dev/dxg, on bare-metal Linux,
  and on WSL without librocdxg; returns the system lib dir on a ROCDXG WSL
  host.
- binary_env: prepends the system ROCm lib dir ahead of the bundle and sets
  HSA_ENABLE_DXG_DETECTION on WSL; unchanged on bare-metal Linux.
- install.sh: _persist_rocm_wsl_dropin exists, is gated on librocdxg, and the
  rocminfo-already-works early return calls it before returning.
- llama_cpp.py: the serve-time launcher prepends the WSL rocm dirs before the
  bundle dir (mirrors binary_env).

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Tighten WSL ROCDXG fix comments (no logic change)

Condense the drop-in / system-HIP-ordering comments and docstrings added in
this PR. Verified comment-only via AST parse + py_compile + sh/bash -n, the
308-test rocm_support suite, and a dash functional re-run of the bootstrap
(drop-in still persisted, env still set).

---------

Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
2026-06-12 04:46:39 -07:00
Daniel Han
a24c9987ca
Studio: gate the staged prebuilt runtime validation behind a flag (off by default) (#6216)
The post-download llama-quantize / llama-server smoke test JIT-compiles CUDA kernels on the first GPU forward pass and stalls every install and update by minutes on Blackwell (sm_100). Gate it behind _RUN_STAGED_PREBUILT_VALIDATION, disabled for now, keeping the smoke test and the source-build fallback it triggers fully intact so it can be restored by flipping the flag to True.

Hashless external prebuilts (e.g. lemonade) are not in the approved-sha256 manifest and rely on the functional smoke test as their only integrity gate, so they are always validated regardless of the flag; only approved bundles, already proven by the sha256 manifest, skip it.

The sha256 archive verification and the static Linux/macOS preflights are unchanged and still run for every install.
2026-06-12 01:12:20 -07:00