unsloth/studio/backend/core
oobabooga 3502335120
Studio: add Vulkan llama.cpp support (#5819)
* Studio: add Vulkan llama.cpp support

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

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* Address gemini's feedback

* Studio: move the Vulkan VRAM probe into a standalone script

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

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* Improve Vulkan probe error reporting

* Resolve llama-server symlink so Vulkan build is detected

* Drop unreachable Vulkan fallback in GPU free-memory dispatcher

* Skip the Intel GPU probe when NVIDIA or ROCm is present

* Reserve host RAM headroom for Vulkan integrated GPUs

* Add a `UNSLOTH_FORCE_VULKAN` environment variable

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

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

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

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* Honor GGML_VK_VISIBLE_DEVICES, reserve discrete Vulkan VRAM headroom, and clear Intel GPU on --cpu-fallback

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

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* Route Intel and forced-Vulkan hosts to the upstream Vulkan prebuilt, add arm64 Vulkan, keep Vulkan out of RAG auto-detect

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* Clear the fork release pin when routing a Vulkan host to the upstream repo

* Gate auto-Vulkan routing on no physical NVIDIA so hidden CUDA devices aren't used

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

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* Pin Vulkan launches with --device Vulkan<i> instead of the raw GGML_VK_VISIBLE_DEVICES index space

* Let user --device override the Vulkan pin, and gate direct Vulkan asset picks on no physical NVIDIA

* Update RAG auto-backend test mocks for the _resolve_auto binary and Vulkan probes

* Keep the add_dll_directory handle alive through the Vulkan probe DLL loads

* Revert RAG auto Vulkan guard, guard multi-backend Vulkan detection, and preserve forced Vulkan across updates

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* Use getattr for RTLD_GLOBAL in the Vulkan probe CDLL mode

* Skip CUDA/ROCm APU and datacenter GPU tuning on Vulkan builds

On a Vulkan llama.cpp build gpu_indices are ggml compact ordinals, not
CUDA/ROCm physical ids, so _amd_apu_wants_unified_memory and
_apply_datacenter_env were reading the wrong device. On a mixed AMD APU
plus discrete GPU host that could raise a spurious system-RAM shortfall
and block a valid discrete-GPU load. Gate all three call sites on
not is_vulkan_backend; the Vulkan path already reserves iGPU host
headroom and the backend ignores GGML_CUDA_* anyway.

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

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* Tighten Vulkan-guard comment in load_model

* Reduce comments in Vulkan support to be more succinct

* Resolve shell-wrapper llama-server entrypoint to the real lib dir

create_exec_entrypoint falls back to a #!/bin/sh wrapper at the install
root when it cannot symlink into build/bin. _find_llama_server_binary
returns that root entrypoint, but Path.resolve() does not follow a shell
wrapper, so _llama_lib_dir returned the install root and _is_vulkan_backend
missed libggml-vulkan.so -- silently skipping the Vulkan probe and --device
pin on an otherwise valid Vulkan install. Follow the wrapper's exec target
to build/bin. Regression test: test_shell_wrapper_entrypoint_resolves_to_real_lib_dir.

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

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---------

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: danielhanchen <danielhanchen@gmail.com>
2026-07-09 03:39:48 -07:00
..
data_recipe Studio: harden background consumer loops and streaming paths against silent UI freezes (#6653) 2026-06-26 03:31:33 -07:00
export Studio: multi-select export formats, portable FP8/INT8, GGUF LoRA, and source parity (#6767) 2026-07-03 08:25:10 -07:00
inference Studio: add Vulkan llama.cpp support (#5819) 2026-07-09 03:39:48 -07:00
rag Run the malware gate on the RAG embedding model before it loads (#6887) 2026-07-07 04:30:21 -07:00
training Add MLX backend support for CLI unsloth train (#6709) 2026-07-08 03:25:26 -07:00
__init__.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
_torchao_stub.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
import_guards.py Studio: self-heal unsloth namespace shadows; clearer failed-load messages (#6532) 2026-06-21 22:43:31 -07:00
tool_healing.py Studio: parse Mistral [TOOL_CALLS] and rehearsal tool-call shapes (#5704) 2026-07-06 18:52:13 -07:00