unsloth/studio
Daniel Han ede94176f6 Studio diffusion (Phase 7): max tier uses max-autotune-no-cudagraphs + engine/lever benchmarks
The opt-in `max` speed tier now compiles the repeated block with
mode=max-autotune-no-cudagraphs (dynamic=False) instead of the default mode:
Triton autotuning for GEMM/conv-heavier models, gated to the tier where a longer
cold compile is acceptable. CUDA-graph modes (reduce-overhead / max-autotune) are
deliberately avoided -- both crash on the regionally-compiled block (its static
output buffer is overwritten across denoise steps), measured.

Adds two reproducible benchmarks used to validate the optimization research:
- scripts/compare_engines.py: PyTorch (diffusers GGUF) vs native sd.cpp head-to-head.
- scripts/leverage_probe.py: coordinate_descent_tuning + FirstBlockCache probes.

Measured on B200 (Z-Image Q4_K_M, 1024px, 8 steps): default compile 0.80s/gen;
coordinate_descent_tuning 0.79s (within noise, already covered by max-autotune);
FirstBlockCache does not run on Z-Image (diffusers 0.38 block-detection / Dynamo).
2026-06-26 05:04:10 +00:00
..
backend Studio diffusion (Phase 7): max tier uses max-autotune-no-cudagraphs + engine/lever benchmarks 2026-06-26 05:04:10 +00:00
frontend Address Codex review: FP16 fallback on pre-Ampere, forward HF token, hide edit models, download outside the load lock 2026-06-25 01:08:18 -03:00
src-tauri Update safe Studio Tauri cargo dependencies (#6612) 2026-06-23 16:15:00 +02:00
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
install_llama_prebuilt.py Verify DiffusionGemma visual-server binary against approved checksums (#6635) 2026-06-24 06:37:41 -07:00
install_node_prebuilt.py Pin isolated Node.js installer to committed sha256 digests (#6625) 2026-06-24 05:47:58 -07:00
install_python_stack.py Make _uv_safe_path space-safe on macOS/Linux (#6503) (#6534) 2026-06-24 04:02:24 -07:00
install_sd_cpp_prebuilt.py [pre-commit.ci] auto fixes from pre-commit.com hooks 2026-06-25 15:51:26 +00:00
LICENSE.AGPL-3.0 Add AGPL-3.0 license to studio folder 2026-03-09 19:36:25 +00:00
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
setup.bat Final cleanup 2026-03-12 18:28:04 +00:00
setup.ps1 studio/setup.sh: guard empty CUDA arch detection in the source build (#5854) (#6481) 2026-06-23 01:26:43 -07:00
setup.sh Clarify Studio --secure hint exposes a public Cloudflare tunnel (#6615) 2026-06-24 03:48:32 -07:00
Unsloth_Studio_Colab.ipynb Fix/studio colab proxy and iframe - Unsloth Studio not loading in Colab (iframe "refused to connect" and wrong URL) (#5844) 2026-05-28 23:54:48 -07:00