unsloth/studio/backend
Daniel Han dbb0292561 Studio diffusion (Phase 2C): NVFP4 text-encoder quant (+ generalise fp8 knob)
Generalise the text-encoder precision knob from a fp8 bool to text_encoder_quant
(fp8 | nvfp4). nvfp4 quantises the companion text encoder to 4-bit via torchao
NVFP4 weight-only (two-level microscaling) on Blackwell's FP4 tensor cores; fp8
stays the broader-hardware path (cc>=8.9). Both are gated, best-effort, and run
before placement; status reports the mode actually engaged. This is the lean
realisation of GGUF-native text-encoder quant: 4-bit on the encoder without the
3045-line port.

Verified on Z-Image (B200, balanced/group where the encoder stays resident), vs the
bf16 encoder: nvfp4 cut generation peak VRAM 48% (10840 -> 5593 MB, the lowest TE
option, below whole-model offload) at near-fp8 quality (16.4 vs 17.1 dB PSNR), and
both quants ran faster than bf16. A memory-vs-quality tradeoff (off by default);
size it per model with the Phase 5 quality harness. diffusion_bench gains
--text-encoder-quant.

129 CPU tests pass.
2026-06-25 14:42:54 +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 2C): NVFP4 text-encoder quant (+ generalise fp8 knob) 2026-06-25 14:42:54 +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 2C): NVFP4 text-encoder quant (+ generalise fp8 knob) 2026-06-25 14:42:54 +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 2C): NVFP4 text-encoder quant (+ generalise fp8 knob) 2026-06-25 14:42:54 +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 2C): NVFP4 text-encoder quant (+ generalise fp8 knob) 2026-06-25 14:42:54 +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