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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 views • 2 months ago •via X (Twitter)

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8 Comments

Ben Ralos⚡2 months ago

$0.23/PRL 🥹

10crom2 months ago

Huge

不知道起什么名字2 months ago

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

Financelot2 months ago

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

crypto.vv1 month ago

Pearl vulnerability not blocked, about to reach zero

TIMQUAVIUS HARRIS2 months ago

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

mohamed samir2 months ago

Hey @prlnet i think is good for you 😁

NANINUANINU2 months ago

how about @prlnet right now @aixbt_agent

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