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想着五一前后挑战llama4 400B发现并没什么挑战性,q4模型用7970X (150GB/s)纯CPU prefll 108 t/s decode 13.8 t/s,用8G显存offload dense层27 t/s,塞满双卡96G显存能30.8 t/s

不过llama.cpp的override tensors的prefill看起来是用纯GPU走PCIe访问内存里的模型,还有优化空间。至少不应该比纯CPU差



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想着五一前后挑战llama4 400B发现并没什么挑战性,q4模型用7970X (150GB/s)纯CPU prefll 108 t/s decode 13.8 t/s,用8G显存offload dense层27 t/s,塞满双卡96G显存能30.8 t/s

不过llama.cpp的override tensors的prefill看起来是用纯GPU走PCIe访问内存里的模型,还有优化空间。至少不应该比纯CPU差

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Telegram auto-delete message, expiring invites, and more

elegram is updating its messaging app with options for auto-deleting messages, expiring invite links, and new unlimited groups, the company shared in a blog post. Much like Signal, Telegram received a burst of new users in the confusion over WhatsApp’s privacy policy and now the company is adopting features that were already part of its competitors’ apps, features which offer more security and privacy. Auto-deleting messages were already possible in Telegram’s encrypted Secret Chats, but this new update for iOS and Android adds the option to make messages disappear in any kind of chat. Auto-delete can be enabled inside of chats, and set to delete either 24 hours or seven days after messages are sent. Auto-delete won’t remove every message though; if a message was sent before the feature was turned on, it’ll stick around. Telegram’s competitors have had similar features: WhatsApp introduced a feature in 2020 and Signal has had disappearing messages since at least 2016.

The messaging service and social-media platform owes creditors roughly $700 million by the end of April, according to people briefed on the company’s plans and loan documents viewed by The Wall Street Journal. At the same time, Telegram Group Inc. must cover rising equipment and bandwidth expenses because of its rapid growth, despite going years without attempting to generate revenue.

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