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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