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Technical Note: VRAM Thermal Saturation during Flux.1 / SDXL Inference on Laptops

Hugging Face Forums [Unofficial] March 28, 2026
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Hi everyone!

I’ve been spending some time profiling how the new Flux.1 and SD 3.5 Large models impact laptop thermals during sustained local inference runs.

What I found is a pretty significant “telemetry gap” on several RTX 30 and 40-series mobile chips. Even when the GPU core stays at a stable ~75°C, the Memory Junction (VRAM) often rockets to the 105°C – 108°C threshold within just a few minutes of ggeneration.

This usually triggers a silent firmware-level throttle that most standard monitoring tools don’t even flag. The memory clocks drop by up to 40%, and your it/s takes a massive hit without any obvious warning from the GPU core temperature.

I found that global undervolting wasn’t providing the stability I needed for long batches – it often led to CUDA errors or general instability. Instead I’ve been experimenting with a “Pulse Throttling” approach. By using the Windows API to introduce millisecond-level process suspensions (specifically NtSuspendProcess), I can give the shared heat pipes enough time to shed thermal energy before the firmware slams on the brakes.

I actually ended up building a free utility called VRAM Shield to automate this logic as managing the duty cycles manually was a nightmare.

Is anyone else seeing these kinds of deltas between Core and Junction temps during long Flux runs? I’d love to compare some HWiNFO logs or hear how others are managing this thermal soak on mobile hardware.

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