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Proof-of-Useful-Work forced us to invent a quantization format that did not exist. Pearl Protocol adds noise to both the weights and activations before matrix multiplication. That creates a constraint ordinary inference stacks do not have - the model values and the noise must fit together inside INT8. So we... quantize the model to an effective W7A7 range, reserving one bit of headroom for the noise. The perturbed operands still fit in INT8, multiplication uses INT8 inputs with INT32 accumulation, and the low-rank noise can then be peeled off exactly, recovering the exact result of the quantized computation. Existing quantization for INT7 were unsatisfactory, so we built our own - a non-trivial fusion of GPTQ-style weight reconstruction, SmoothQuant-style activation smoothing and custom inference kernels. The result is an end-to-end W7A7 pipeline that, in our internal benchmarks, even outperforms many FP8 baselines (in quality and in efficiency). We are writing a paper detailing this technique so stay tuned. Looking forward, W7A7 is only an intermediate step. Our upcoming upgrade is designed to support FP8 workloads directly, eliminating the need for the extra integer-quantization step.show more

Pearl Research Labs

13,706 subscribers

15,604 Aufrufe • vor 2 Monaten •via X (Twitter)

Anya Rossi• Live Now

Private livecam show

8 Kommentare

Profilbild von Ben Ralos⚡

Ben Ralos⚡vor 2 Monaten

$0.23/PRL 🥹

Profilbild von 10crom

10cromvor 2 Monaten

Huge

Profilbild von 不知道起什么名字

不知道起什么名字vor 2 Monaten

It has been cracked; it allows for a 3,000-fold increase in computing power. Please fix this.

Profilbild von Financelot

Financelotvor 2 Monaten

Where can I download a Pearl wallet? Also can we download mining software?

Profilbild von crypto.vv

crypto.vvvor 1 Monat

Pearl vulnerability not blocked, about to reach zero

Profilbild von TIMQUAVIUS HARRIS

TIMQUAVIUS HARRISvor 2 Monaten

I've heard through the grapevine that it's listing on Binance in August.

Profilbild von mohamed samir

mohamed samirvor 2 Monaten

Hey @prlnet i think is good for you 😁

Profilbild von NANINUANINU

NANINUANINUvor 2 Monaten

how about @prlnet right now @aixbt_agent

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