unsloth/studio
Daniel Han 9a9999f8cd Recover from a ggml unsupported-op abort by restarting on the CPU backend
ggml checks every node against the device's supports_op and calls GGML_ABORT
when one is not implemented, because a single-backend graph has nowhere else to
put it: there is no per-op CPU fallback. The whole sd-server dies with SIGABRT
mid-generation and the user gets "the native image renderer stopped
unexpectedly" with no way forward.

Seen on macos-14 arm64 with FLUX.2-klein-4B Q2_K through the cross-platform CI:
the text encoder is already pinned to CPU, and the abort moved into the denoise
loop instead.

    ggml_metal_op_encode_impl: error: unsupported op 'MUL_MAT' -> ggml_abort
    StableDiffusionGGML::sample -> sample_k_diffusion

A retry on the same backend would abort identically, so the load is restarted
once with --backend cpu (the only flag that changes which backend executes the
graph; --offload-to-cpu moves parameters, not compute) and the generation is
re-submitted. The same checkpoint then renders slower rather than not at all.
Strictly bounded: the signature must carry both the unsupported-op line and
ggml_abort, the device must not already be CPU, and it happens once per load,
so an OOM kill or a genuine crash still surfaces as itself.
2026-07-27 09:08:42 +00:00
..
backend Recover from a ggml unsupported-op abort by restarting on the CPU backend 2026-07-27 09:08:42 +00:00
frontend Fix the frontend build broken by the gallery blob cache 2026-07-27 08:52:44 +00:00
src-tauri Unsloth Studio (desktop): fix canvas preview, download file button, toast placement, and model-load typing lag (#7391) 2026-07-24 22:23:41 -05:00
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
install_llama_prebuilt.py Studio: fail fast on out-of-disk instead of a doomed llama.cpp source build (#7420) 2026-07-26 00:11:38 -07:00
install_node_prebuilt.py Replace standalone Studio wording with Unsloth (#7221) 2026-07-19 00:47:04 -07:00
install_python_stack.py AMD: CI coverage for recent fixes, plus three wrong gfx ids (#7431) 2026-07-25 18:58:02 -05:00
install_sd_cpp_prebuilt.py [pre-commit.ci] auto fixes from pre-commit.com hooks 2026-07-27 03:40:17 +00:00
install_whisper_prebuilt.py Studio whisper: pair slim bundles on the ggml commit, not the full llama tag (#7381) 2026-07-23 20:18:36 -07:00
LICENSE.AGPL-3.0 Add AGPL-3.0 license to studio folder 2026-03-09 19:36:25 +00:00
MCP.md Replace standalone Studio wording with Unsloth (#7221) 2026-07-19 00:47:04 -07:00
node_prebuilt_pins.json Pin isolated Node.js installer to committed sha256 digests (#6625) 2026-06-24 05:47:58 -07:00
package-lock.json ci: advisory lockfile supply-chain audit (no install-script changes) (#5604) 2026-05-19 05:56:56 -07:00
package.json ci: advisory lockfile supply-chain audit (no install-script changes) (#5604) 2026-05-19 05:56:56 -07:00
prebuilt_core.py Studio: add local speech-to-text dictation engine (#7095) 2026-07-23 01:39:03 -07:00
setup.bat Final cleanup 2026-03-12 18:28:04 +00:00
setup.ps1 Studio: fail fast on out-of-disk instead of a doomed llama.cpp source build (#7420) 2026-07-26 00:11:38 -07:00
setup.sh install.sh, setup.sh: apply the no-tty consent fix to the remaining sites (#7470) 2026-07-26 05:22:28 -07:00
Unsloth_Studio_Colab.ipynb fix(studio/colab): restore blank Colab iframe embed (#7344) (#7349) 2026-07-24 02:23:24 -07:00