unsloth/studio/backend
Daniel Han ac16073923 Enable fp16-GEMM accumulation on consumer GPUs behind an overflow-validated gate
fp16 accumulation (torch.backends.cuda.matmul.allow_fp16_accumulation) roughly
doubles fp16 GEMM throughput on consumer tensor cores by keeping the accumulator
in fp16. The flag only affects fp16 GEMMs: bf16-compute DiT families are untouched
by construction, while SDXL's fp16 UNet and any fp16 text encoder or VAE path get
the speedup.

Gate in apply_speed_optims: CUDA target, consumer GPU (datacenter parts keep fp32
accumulation), torch exposes the flag, family not in _FP16_ACCUM_DENY, and the
UNSLOTH_DISABLE_FP16_ACCUM kill switch is unset. The flag is captured in
snapshot_backend_flags and restored on unload like the other process-wide knobs.
_FP16_ACCUM_DENY starts empty: a same-seed A/B harness (off vs on per family at
512 and 1024 with long-prompt and high-guidance stress cases, non-finite, black
frame and drift checks) backs the empty list and populates it if a family ever
overflows.
2026-07-04 07:13:50 +00:00
..
assets Studio: require signed capability tokens for /p preview links (#6666) 2026-06-25 21:40:48 -07:00
auth Studio: opt-in OpenAI /v1 model auto-switch and idle keep-warm (#6392) 2026-07-01 06:42:23 -07:00
core Enable fp16-GEMM accumulation on consumer GPUs behind an overflow-validated gate 2026-07-04 07:13:50 +00:00
hub Fix Studio custom folders on Linux external drives (#6799) 2026-07-03 19:10:04 +01:00
loggers Studio: trim serving-log noise and surface llama-server engine stats (#6377) 2026-06-17 05:37:57 -07:00
models Merge diffusion-train-perf: grad norm chart + review fixes 2026-07-04 04:33:37 +00:00
plugins Reduce and tighten code comments and docstrings repo-wide (#6095) 2026-06-08 23:09:51 -07:00
requirements Merge remote-tracking branch 'origin/main' into image-generation 2026-07-01 10:47:21 +00:00
routes Merge branch 'image-generation' of https://github.com/unslothai/unsloth into image-generation 2026-07-04 05:01:57 +00:00
state Studio: shareable per-checkpoint preview links (#6486) 2026-06-24 06:31:53 -07:00
storage Fix Studio custom folders on Linux external drives (#6799) 2026-07-03 19:10:04 +01:00
tests Enable fp16-GEMM accumulation on consumer GPUs behind an overflow-validated gate 2026-07-04 07:13:50 +00:00
utils Fix Studio custom folders on Linux external drives (#6799) 2026-07-03 19:10:04 +01:00
__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 Studio Colab: opt-in shareable Cloudflare tunnel link (#6684) 2026-06-26 00:56:23 -07:00
main.py Studio: multi-select export formats, portable FP8/INT8, GGUF LoRA, and source parity (#6767) 2026-07-03 08:25:10 -07:00
run.py studio: explicit Cloudflare tunnel notice and public-exposure warning at startup (#6515) 2026-06-30 17:47:48 +02:00
startup_banner.py Fix Windows Studio UTF-8 startup handling (#6614) 2026-07-01 13:47:33 +01:00