unsloth/studio/backend
Daniel Han 3a21f12500 Studio diffusion (Phase 8): prefer fp8 over nvfp4 in Blackwell auto ladder
Validated NVFP4 on torch 2.11 + torchao CUTLASS FP4 in an isolated env. The FP4
tensor-core GEMM is genuinely active there (a 16384^3 GEMM hits ~3826 TFLOPS,
2.52x bf16 and 1.37x fp8), but it only beats fp8 on very large GEMMs. At the
diffusion transformer's shapes (hidden ~3072, MLP ~12288, M~4096) NVFP4 is both
slower (0.81x fp8 end to end on Z-Image 1024px) and less accurate (LPIPS 0.166
vs fp8's 0.044). Reorder the Blackwell auto ladder to fp8 before nvfp4 so auto is
correct even on a future MSLK-equipped box; nvfp4 stays an explicit opt-in. Add
scripts/nvfp4_t211_probe.py (extension diagnostics + GEMM micro + end-to-end).
2026-06-26 08:56:23 +00:00
..
assets Studio: shareable per-checkpoint preview links (#6486) 2026-06-24 06:31:53 -07:00
auth CLI: stop unsloth connect from leaking Studio credentials to unverified servers (#6479) 2026-06-21 21:28:38 -07:00
core Studio diffusion (Phase 8): prefer fp8 over nvfp4 in Blackwell auto ladder 2026-06-26 08:56:23 +00:00
hub Studio: add an Open button to reveal the models folder in the file manager (#6452) 2026-06-19 05:14:58 -07:00
loggers Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
models Studio diffusion (Phase 8): detect consumer vs data-center GPU for fp8 accumulate, with user override 2026-06-26 08:01:15 +00:00
plugins Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
requirements Merge branch 'main' into image-generation 2026-06-24 14:07:59 -03:00
routes Studio diffusion (Phase 8): detect consumer vs data-center GPU for fp8 accumulate, with user override 2026-06-26 08:01:15 +00:00
state Studio: shareable per-checkpoint preview links (#6486) 2026-06-24 06:31:53 -07:00
storage feat: implement thread forking functionality with associated database… (#5810) 2026-06-15 14:57:39 +01:00
tests Studio diffusion (Phase 8): prefer fp8 over nvfp4 in Blackwell auto ladder 2026-06-26 08:56:23 +00:00
utils Studio: shareable per-checkpoint preview links (#6486) 2026-06-24 06:31:53 -07:00
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
_platform_compat.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
cloudflare_tunnel.py Reap Studio child processes when the parent dies abnormally (#6425) 2026-06-18 05:51:22 -07:00
colab.py Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
main.py Studio: shareable per-checkpoint preview links (#6486) 2026-06-24 06:31:53 -07:00
run.py Studio: shareable per-checkpoint preview links (#6486) 2026-06-24 06:31:53 -07:00
startup_banner.py Tidy verbose Studio launch messages (#6628) 2026-06-24 03:49:19 -07:00