NPU性能介绍*
- NPU 200M,SNPU 120M, npu_compiler 1.0.14 版本下测试
1. ASR模型*
-
(FC320 LSTM400 LSTM400 LSTM400 LSTM400 FC211)
时间 内存大小 NPU 2.4ms 2.7M SNPU 5.8ms 3.4M
2.Lenet5*
-
(1x28x28 -> Conv2D 5x5x1x32卷积核 -> Relu -> MaxPool -> Conv2D 5x5x32x64卷积核 -> Relu -> MaxPool -> FC 3136x1024权重 -> FC 1024x10权重)
时间 内存大小 NPU 7.4ms 4.6M SNPU 13.6ms 4.8M
3.AlexNet*
-
(3x112x112 -> Conv2D 11x11x1x64卷积核 -> Relu -> MaxPool -> Conv2D 5x5x64x192卷积核 -> Relu -> MaxPool -> Conv2D 3x3x192x384卷积核 -> Relu -> Conv2D 3x3x384x384卷积核 -> Relu -> Conv2D 3x3x384x256卷积核 -> Relu -> MaxPool)
时间 内存大小 NPU 221ms 35.1M SNPU 359ms 36.1M
4.MobileNet V2 (模型结构如下)*
时间 | 内存大小 | |
---|---|---|
NPU | 502ms | 36.7M |
SNPU | 1019ms | 38.1M |