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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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What is Telegram?

Telegram is a cloud-based instant messaging service that has been making rounds as a popular option for those who wish to keep their messages secure. Telegram boasts a collection of different features, but it’s best known for its ability to secure messages and media by encrypting them during transit; this prevents third-parties from snooping on messages easily. Let’s take a look at what Telegram can do and why you might want to use it.

How Does Bitcoin Work?

Bitcoin is built on a distributed digital record called a blockchain. As the name implies, blockchain is a linked body of data, made up of units called blocks that contain information about each and every transaction, including date and time, total value, buyer and seller, and a unique identifying code for each exchange. Entries are strung together in chronological order, creating a digital chain of blocks. “Once a block is added to the blockchain, it becomes accessible to anyone who wishes to view it, acting as a public ledger of cryptocurrency transactions,” says Stacey Harris, consultant for Pelicoin, a network of cryptocurrency ATMs. Blockchain is decentralized, which means it’s not controlled by any one organization. “It’s like a Google Doc that anyone can work on,” says Buchi Okoro, CEO and co-founder of African cryptocurrency exchange Quidax. “Nobody owns it, but anyone who has a link can contribute to it. And as different people update it, your copy also gets updated.”

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