cases:
- operator: DepthwiseConv2D
case_id: 1
input_shape:
- [2, 64, 32, 32]
- - 64
- 3
- 3
- [64]
dtype: [float16, float16, float16]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [1, 1]
groups: 64
value_range:
- [-1, 1]
- [-1, 1]
- [-0.1, 0.1]
note: "S-float16-256K-对齐-3x3k-groups=64"
- operator: DepthwiseConv2D
case_id: 2
input_shape:
- [4, 128, 64, 64]
- - 128
- 3
- 3
- [128]
dtype: [float32, float32, float32]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [1, 1]
groups: 128
value_range:
- [-2, 2]
- [-2, 2]
- [-0.2, 0.2]
note: "S-float32-8M-对齐-3x3k-groups=128"
- operator: DepthwiseConv2D
case_id: 3
input_shape:
- [2, 256, 128, 128]
- - 256
- 5
- 5
- [256]
dtype: [bfloat16, bfloat16, bfloat16]
attrs:
kernelSize: [5, 5]
stride: [1, 1]
padding: [2, 2]
dilation: [1, 1]
groups: 256
value_range:
- [-3, 3]
- [-3, 3]
- [-0.3, 0.3]
note: "M-bfloat16-33M-对齐-5x5k-groups=256 | baseline_kernels: TransData×4 + MemSet×2 + Cast×1 + Conv2D×1"
- operator: DepthwiseConv2D
case_id: 4
input_shape:
- [8, 512, 64, 64]
- - 512
- 3
- 3
- [512]
dtype: [float16, float16, float16]
attrs:
kernelSize: [3, 3]
stride: [2, 2]
padding: [1, 1]
dilation: [1, 1]
groups: 512
value_range:
- [-10, 10]
- [-10, 10]
- [-1, 1]
note: "M-float16-67M-对齐-stride=2-downsample"
- operator: DepthwiseConv2D
case_id: 5
input_shape:
- [4, 1024, 32, 32]
- - 1024
- 3
- 3
- [1024]
dtype: [float32, float32, float32]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [2, 2]
dilation: [2, 2]
groups: 1024
value_range:
- [-100, 100]
- [-100, 100]
- [-10, 10]
note: "M-float32-134M-对齐-dilation=2"
- operator: DepthwiseConv2D
case_id: 6
input_shape:
- [2, 2048, 16, 16]
- - 2048
- 1
- 1
- [2048]
dtype: [bfloat16, bfloat16, bfloat16]
attrs:
kernelSize: [1, 1]
stride: [1, 1]
padding: [0, 0]
dilation: [1, 1]
groups: 2048
value_range:
- [-1000, 1000]
- [-1000, 1000]
- [-100, 100]
note: "S-bfloat16-1G-对齐-1x1k-valid"
- operator: DepthwiseConv2D
case_id: 7
input_shape:
- [3, 63, 31, 31]
- - 63
- 3
- 3
- [63]
dtype: [float16, float16, float16]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [1, 1]
groups: 63
value_range:
- [-0.1, 0.1]
- [-0.1, 0.1]
- [-0.01, 0.01]
note: "S-float16-200K-质数非对齐-微小值域"
- operator: DepthwiseConv2D
case_id: 8
input_shape:
- [2, 127, 61, 61]
- - 127
- 3
- 3
- [127]
dtype: [float32, float32, float32]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [1, 1]
groups: 127
value_range:
- [-1, 2]
- [-1, 2]
- [-0.1, 0.2]
note: "S-float32-2M-质数非对齐-非对称"
- operator: DepthwiseConv2D
case_id: 9
input_shape:
- [3, 47, 23, 23]
- - 47
- 5
- 5
- [47]
dtype: [bfloat16, bfloat16, bfloat16]
attrs:
kernelSize: [5, 5]
stride: [2, 2]
padding: [2, 2]
dilation: [1, 1]
groups: 47
value_range:
- [-5, 10]
- [-5, 10]
- [-0.5, 0.5]
note: "S-bfloat16-50K-质数非对齐-stride=2"
- operator: DepthwiseConv2D
case_id: 10
input_shape:
- [5, 97, 43, 43]
- - 97
- 3
- 3
- [97]
dtype: [float16, float16, float16]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [2, 2]
groups: 97
value_range:
- [-50, 100]
- [-50, 100]
- [-5, 5]
note: "S-float16-2M-质数非对齐-dilation=2"
- operator: DepthwiseConv2D
case_id: 11
input_shape:
- [2, 65, 33, 33]
- - 65
- 3
- 3
- [65]
dtype: [float16, float16, float16]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [1, 1]
groups: 65
value_range:
- [-65504, 65504]
- [-65504, 65504]
- [-100, 100]
note: "S-float16-500K-非对齐-float16边界值"
- operator: DepthwiseConv2D
case_id: 12
input_shape:
- [3, 7, 13, 13]
- - 7
- 3
- 3
- [7]
dtype: [float32, float32, float32]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [1, 1]
groups: 7
value_range:
- [-88, 88]
- [-88, 88]
- [-10, 10]
note: "S-float32-10K-质数非对齐-float32边界值"
- operator: DepthwiseConv2D
case_id: 13
input_shape:
- [2, 63, 31, 31]
- - 63
- 3
- 3
- [63]
dtype: [float32, float32, float32]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [1, 1]
groups: 63
value_range:
- [-.inf, .inf]
- [-.inf, .inf]
- [-.inf, .inf]
note: "S-float32-200K-非对齐-inf特殊值"
- operator: DepthwiseConv2D
case_id: 14
input_shape:
- [2, 11, 13, 17]
- - 11
- 3
- 3
- [11]
dtype: [float16, float16, float16]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [1, 1]
groups: 11
value_range:
- [.nan, .nan]
- [.nan, .nan]
- [.nan, .nan]
note: "S-float16-5K-质数非对齐-nan特殊值"
- operator: DepthwiseConv2D
case_id: 15
input_shape:
- [4, 63, 31, 31]
- - 63
- 3
- 3
- [63]
dtype: [bfloat16, bfloat16, bfloat16]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [1, 1]
groups: 63
value_range:
- [0, 0]
- [0, 0]
- [0, 0]
note: "S-bfloat16-400K-非对齐-零值"
- operator: DepthwiseConv2D
case_id: 16
input_shape:
- [2, 64, 31, 31]
- - 64
- 3
- 3
- [64]
dtype: [float16, float16, float16]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [1, 1]
groups: 64
value_range:
- [-0.5, 0.5]
- [-0.5, 0.5]
- [-0.05, 0.05]
note: "S-float16-200K-混合非对齐-微小值域"
- operator: DepthwiseConv2D
case_id: 17
input_shape:
- [3, 127, 63, 63]
- - 127
- 5
- 5
- [127]
dtype: [float32, float32, float32]
attrs:
kernelSize: [5, 5]
stride: [2, 2]
padding: [2, 2]
dilation: [1, 1]
groups: 127
value_range:
- [-1, 3]
- [-1, 3]
- [-0.1, 0.3]
note: "S-float32-2M-非对齐-stride=2-5x5k"
- operator: DepthwiseConv2D
case_id: 18
input_shape:
- [2, 255, 127, 127]
- - 255
- 3
- 3
- [255]
dtype: [bfloat16, bfloat16, bfloat16]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [3, 3]
groups: 255
value_range:
- [-1000, 1000]
- [-1000, 1000]
- [-100, 100]
note: "M-bfloat16-16M-非对齐-dilation=3-大值域"
- operator: DepthwiseConv2D
case_id: 19
input_shape:
- [4, 31, 31, 31]
- - 31
- 3
- 3
- [31]
dtype: [float16, float16, float16]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [1, 1]
groups: 31
value_range:
- [-0.2, 0.2]
- [-0.2, 0.2]
- [-0.02, 0.02]
note: "S-float16-100K-质数非对齐-微小值域"
- operator: DepthwiseConv2D
case_id: 20
input_shape:
- [2, 127, 127, 127]
- - 127
- 3
- 3
- [127]
dtype: [float32, float32, float32]
attrs:
kernelSize: [3, 3]
stride: [1, 1]
padding: [1, 1]
dilation: [2, 2]
groups: 127
value_range:
- [-3, 6]
- [-3, 6]
- [-0.3, 0.6]
note: "M-float32-4M-质数非对齐-dilation=2-非对称中值域"