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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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The STAR Market, as is implied by the name, is heavily geared toward smaller innovative tech companies, in particular those engaged in strategically important fields, such as biopharmaceuticals, 5G technology, semiconductors, and new energy. The STAR Market currently has 340 listed securities. The STAR Market is seen as important for China’s high-tech and emerging industries, providing a space for smaller companies to raise capital in China. This is especially significant for technology companies that may be viewed with suspicion on overseas stock exchanges.

What is Telegram?

Telegram’s stand out feature is its encryption scheme that keeps messages and media secure in transit. The scheme is known as MTProto and is based on 256-bit AES encryption, RSA encryption, and Diffie-Hellman key exchange. The result of this complicated and technical-sounding jargon? A messaging service that claims to keep your data safe.Why do we say claims? When dealing with security, you always want to leave room for scrutiny, and a few cryptography experts have criticized the system. Overall, any level of encryption is better than none, but a level of discretion should always be observed with any online connected system, even Telegram.

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