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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 次观看 • 2 个月前 •via X (Twitter)

Anya Rossi• Live Now

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8 条评论

Ben Ralos⚡ 的头像

Ben Ralos⚡2 个月前

$0.23/PRL 🥹

10crom 的头像

10crom2 个月前

Huge

不知道起什么名字的头像

不知道起什么名字2 个月前

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

Financelot 的头像

Financelot2 个月前

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

crypto.vv 的头像

crypto.vv1 个月前

Pearl vulnerability not blocked, about to reach zero

TIMQUAVIUS HARRIS 的头像

TIMQUAVIUS HARRIS2 个月前

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

mohamed samir 的头像

mohamed samir2 个月前

Hey @prlnet i think is good for you 😁

NANINUANINU 的头像

NANINUANINU2 个月前

how about @prlnet right now @aixbt_agent

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