AWQ: Activation-aware weight quantization for on-device LLM compression and acceleration ZeroQuant: efficient and affordable post-training quantization for large-scale transformers 参考 网络模型低比特量化 (量化公式介绍) 大模
activations is considerably smaller than the weight size (batch_size x 4096versus3 x 4096 x 14336per expert for the Mixtral-8x7B) for a small batch size. Despite slower computation speeds on the CPU compared to the GPU, avoiding the weight copying process makes this approach more efficient....
Error correctionIn this paper an new approach combining 2-bit and 3-bit BCH error correction with fast and simple error detection for errors of higher order is presented. Under the assumption that a 2-bit error or 3-bit error occurred, the corresponding correction bits are......
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GemLite is a collection of Triton kernels designed for efficient low-bit matrix multiplication, emphasizing simplicity and reusability. It provides a practical solution for achieving significant performance gains, delivering up to 7-8x faster prefill and 3-6x faster decoding compared to default Torch ...
Karijadi I, Chou S-Y (2022) A hybrid RF-LSTM based on CEEMDAN for improving the accuracy of building energy consumption prediction. Energy Build 259:111908 Article Google Scholar Khalil M, Esseghir M, Merghem-Boulahia L (2021) Federated learning for energy-efficient thermal comfort control...
Compaq 32-bit Fast SCSI-2 控制器Solaris 裝置驅動程式: ncrs 裝置類型: SCSI-2 配接卡: Compaq Integrated 32-bFast-SCSI-2/P, 53C810 晶片 匯流排類型: PCI 這是Compaq Computer Corporation 所開發的協力廠商驅動程式。若要取得這個驅動程式的可能更新程式的相關支援及資訊,請洽詢 Compaq 網站:...
Silicon Power has focused on the important things, like a slim but efficient SSD and great speeds, and as a result, it's a brilliant drive no matter where you stick it. And a PS5 is where it fits best. So if you're looking to make that console upgrade (or simply looking for a ...
Battery life is usually of utmost importance, and there is no drive on the market more efficient than this one. In the grand scheme of things, your SSD probably won’t make a huge dent in your power budget unless you’re pushing things a little harder, but on the other hand, every ...
Fast and Low Bit-Rate AMBTC Image Compression SchemeFast and Low Bit-Rate AMBTC Image Compression SchemeImage compressionblock truncation codingextended Golomb codeprediction techniqueIn this paper, a low bit rate image compression scheme based on the absolute moment block truncation coding (AMBTC) is...