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input_variations.md

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High Level Operations Status

Operations Input Variations Converted Removed Fallback Completed Score
0 aten._native_batch_norm_legit_no_training.default 9 9 0 0 1
1 aten.add.Tensor 4 4 0 0 1
2 aten.addmm.default 1 1 0 0 1
3 aten.convolution.default 34 34 0 0 1
4 aten.mean.dim 4 4 0 0 1
5 aten.mul.Tensor 4 4 0 0 1
6 aten.relu.default 14 14 0 0 1
7 aten.sigmoid.default 4 4 0 0 1
8 aten.t.default 1 1 0 0 1
9 aten.view.default 1 1 0 0 1

aten._native_batch_norm_legit_no_training.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 144, 28, 28]> input = ?,
Optional[Tensor]<[144]> weight = ?,
Optional[Tensor]<[144]> bias = ?,
Tensor<[144]> running_mean = ?,
Tensor<[144]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05
Done Done 0.999985 5
1 Tensor<[1, 144, 56, 56]> input = ?,
Optional[Tensor]<[144]> weight = ?,
Optional[Tensor]<[144]> bias = ?,
Tensor<[144]> running_mean = ?,
Tensor<[144]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05
Done Done 0.999989 5
2 Tensor<[1, 32, 112, 112]> input = ?,
Optional[Tensor]<[32]> weight = ?,
Optional[Tensor]<[32]> bias = ?,
Tensor<[32]> running_mean = ?,
Tensor<[32]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05
Done Done 0.999991 5
3 Tensor<[1, 320, 14, 14]> input = ?,
Optional[Tensor]<[320]> weight = ?,
Optional[Tensor]<[320]> bias = ?,
Tensor<[320]> running_mean = ?,
Tensor<[320]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05
Done Done 0.999989 5
4 Tensor<[1, 320, 28, 28]> input = ?,
Optional[Tensor]<[320]> weight = ?,
Optional[Tensor]<[320]> bias = ?,
Tensor<[320]> running_mean = ?,
Tensor<[320]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05
Done Done 0.999989 5
5 Tensor<[1, 64, 112, 112]> input = ?,
Optional[Tensor]<[64]> weight = ?,
Optional[Tensor]<[64]> bias = ?,
Tensor<[64]> running_mean = ?,
Tensor<[64]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05
Done Done 0.999986 5
6 Tensor<[1, 64, 56, 56]> input = ?,
Optional[Tensor]<[64]> weight = ?,
Optional[Tensor]<[64]> bias = ?,
Tensor<[64]> running_mean = ?,
Tensor<[64]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05
Done Done 0.99999 5
7 Tensor<[1, 784, 14, 14]> input = ?,
Optional[Tensor]<[784]> weight = ?,
Optional[Tensor]<[784]> bias = ?,
Tensor<[784]> running_mean = ?,
Tensor<[784]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05
Done Done 0.999988 5
8 Tensor<[1, 784, 7, 7]> input = ?,
Optional[Tensor]<[784]> weight = ?,
Optional[Tensor]<[784]> bias = ?,
Tensor<[784]> running_mean = ?,
Tensor<[784]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05
Done Done 0.999988 5

aten.add.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 144, 28, 28]> self = ?,
Tensor<[1, 144, 28, 28]> other = ?
Done Done 0.999998 0
1 Tensor<[1, 320, 14, 14]> self = ?,
Tensor<[1, 320, 14, 14]> other = ?
Done Done 0.999998 0
2 Tensor<[1, 64, 56, 56]> self = ?,
Tensor<[1, 64, 56, 56]> other = ?
Done Done 0.999998 0
3 Tensor<[1, 784, 7, 7]> self = ?,
Tensor<[1, 784, 7, 7]> other = ?
Done Done 0.999998 0

aten.addmm.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1000]> self = ?,
Tensor<[1, 784]> mat1 = ?,
Tensor<[784, 1000]> mat2 = ?
Done Done 0.999889 0

aten.convolution.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 144, 1, 1]> input = ?,
Tensor<[16, 144, 1, 1]> weight = ?,
Optional[Tensor]<[16]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999983 6
1 Tensor<[1, 144, 1, 1]> input = ?,
Tensor<[36, 144, 1, 1]> weight = ?,
Optional[Tensor]<[36]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999982 6
2 Tensor<[1, 144, 28, 28]> input = ?,
Tensor<[144, 144, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999979 4
3 Tensor<[1, 144, 28, 28]> input = ?,
Tensor<[144, 16, 3, 3]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [1, 1],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 9
Done Done 0.99998 4
4 Tensor<[1, 144, 28, 28]> input = ?,
Tensor<[320, 144, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999979 4
5 Tensor<[1, 144, 28, 28]> input = ?,
Tensor<[320, 144, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [2, 2],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999979 4
6 Tensor<[1, 144, 56, 56]> input = ?,
Tensor<[144, 16, 3, 3]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [2, 2],
List[int] padding = [1, 1],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 9
Done Done 0.99998 4
7 Tensor<[1, 16, 1, 1]> input = ?,
Tensor<[144, 16, 1, 1]> weight = ?,
Optional[Tensor]<[144]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999994 6
8 Tensor<[1, 196, 1, 1]> input = ?,
Tensor<[784, 196, 1, 1]> weight = ?,
Optional[Tensor]<[784]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999972 6
9 Tensor<[1, 3, 224, 224]> input = ?,
Tensor<[32, 3, 3, 3]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [2, 2],
List[int] padding = [1, 1],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999981 4
10 Tensor<[1, 32, 112, 112]> input = ?,
Tensor<[64, 32, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999991 4
11 Tensor<[1, 32, 112, 112]> input = ?,
Tensor<[64, 32, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [2, 2],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999991 4
12 Tensor<[1, 320, 1, 1]> input = ?,
Tensor<[36, 320, 1, 1]> weight = ?,
Optional[Tensor]<[36]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999961 6
13 Tensor<[1, 320, 1, 1]> input = ?,
Tensor<[80, 320, 1, 1]> weight = ?,
Optional[Tensor]<[80]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999964 6
14 Tensor<[1, 320, 14, 14]> input = ?,
Tensor<[320, 16, 3, 3]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [1, 1],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 20
Done Done 0.999981 4
15 Tensor<[1, 320, 14, 14]> input = ?,
Tensor<[320, 320, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999957 4
16 Tensor<[1, 320, 14, 14]> input = ?,
Tensor<[784, 320, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999974 4
17 Tensor<[1, 320, 14, 14]> input = ?,
Tensor<[784, 320, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [2, 2],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999957 4
18 Tensor<[1, 320, 28, 28]> input = ?,
Tensor<[320, 16, 3, 3]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [2, 2],
List[int] padding = [1, 1],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 20
Done Done 0.99998 4
19 Tensor<[1, 36, 1, 1]> input = ?,
Tensor<[144, 36, 1, 1]> weight = ?,
Optional[Tensor]<[144]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.99999 6
20 Tensor<[1, 36, 1, 1]> input = ?,
Tensor<[320, 36, 1, 1]> weight = ?,
Optional[Tensor]<[320]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999985 6
21 Tensor<[1, 64, 1, 1]> input = ?,
Tensor<[8, 64, 1, 1]> weight = ?,
Optional[Tensor]<[8]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999991 6
22 Tensor<[1, 64, 112, 112]> input = ?,
Tensor<[64, 16, 3, 3]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [2, 2],
List[int] padding = [1, 1],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 4
Done Done 0.999979 4
23 Tensor<[1, 64, 56, 56]> input = ?,
Tensor<[144, 64, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999986 4
24 Tensor<[1, 64, 56, 56]> input = ?,
Tensor<[144, 64, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [2, 2],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999988 4
25 Tensor<[1, 64, 56, 56]> input = ?,
Tensor<[64, 64, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999986 4
26 Tensor<[1, 784, 1, 1]> input = ?,
Tensor<[196, 784, 1, 1]> weight = ?,
Optional[Tensor]<[196]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999889 6
27 Tensor<[1, 784, 1, 1]> input = ?,
Tensor<[80, 784, 1, 1]> weight = ?,
Optional[Tensor]<[80]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999852 6
28 Tensor<[1, 784, 14, 14]> input = ?,
Tensor<[784, 16, 3, 3]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [2, 2],
List[int] padding = [1, 1],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 49
Done Done 0.99998 4
29 Tensor<[1, 784, 7, 7]> input = ?,
Tensor<[784, 16, 3, 3]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [1, 1],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 49
Done Done 0.999982 4
30 Tensor<[1, 784, 7, 7]> input = ?,
Tensor<[784, 784, 1, 1]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999884 4
31 Tensor<[1, 8, 1, 1]> input = ?,
Tensor<[64, 8, 1, 1]> weight = ?,
Optional[Tensor]<[64]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999993 6
32 Tensor<[1, 80, 1, 1]> input = ?,
Tensor<[320, 80, 1, 1]> weight = ?,
Optional[Tensor]<[320]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999986 6
33 Tensor<[1, 80, 1, 1]> input = ?,
Tensor<[784, 80, 1, 1]> weight = ?,
Optional[Tensor]<[784]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1
Done Done 0.999984 6

aten.mean.dim

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 144, 28, 28]> self = ?,
Optional[List[int]] dim = [-1, -2],
bool keepdim = True
Done Done 0 0
1 Tensor<[1, 320, 14, 14]> self = ?,
Optional[List[int]] dim = [-1, -2],
bool keepdim = True
Done Done 0 0
2 Tensor<[1, 64, 56, 56]> self = ?,
Optional[List[int]] dim = [-1, -2],
bool keepdim = True
Done Done 0 0
3 Tensor<[1, 784, 7, 7]> self = ?,
Optional[List[int]] dim = [-1, -2],
bool keepdim = True
Done Done 0 0

aten.mul.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 144, 1, 1]> self = ?,
Tensor<[1, 144, 28, 28]> other = ?
Done Done 0.999996 0
1 Tensor<[1, 320, 1, 1]> self = ?,
Tensor<[1, 320, 14, 14]> other = ?
Done Done 0.999996 0
2 Tensor<[1, 64, 1, 1]> self = ?,
Tensor<[1, 64, 56, 56]> other = ?
Done Done 0.999996 0
3 Tensor<[1, 784, 1, 1]> self = ?,
Tensor<[1, 784, 7, 7]> other = ?
Done Done 0.999996 0

aten.relu.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 144, 28, 28]> self = ? Done Done 1 0
1 Tensor<[1, 144, 56, 56]> self = ? Done Done 1 0
2 Tensor<[1, 16, 1, 1]> self = ? Done Done 1 0
3 Tensor<[1, 196, 1, 1]> self = ? Done Done 1 0
4 Tensor<[1, 32, 112, 112]> self = ? Done Done 1 0
5 Tensor<[1, 320, 14, 14]> self = ? Done Done 1 0
6 Tensor<[1, 320, 28, 28]> self = ? Done Done 1 0
7 Tensor<[1, 36, 1, 1]> self = ? Done Done 1 0
8 Tensor<[1, 64, 112, 112]> self = ? Done Done 1 0
9 Tensor<[1, 64, 56, 56]> self = ? Done Done 1 0
10 Tensor<[1, 784, 14, 14]> self = ? Done Done 1 0
11 Tensor<[1, 784, 7, 7]> self = ? Done Done 1 0
12 Tensor<[1, 8, 1, 1]> self = ? Done Done 1 0
13 Tensor<[1, 80, 1, 1]> self = ? Done Done 1 0

aten.sigmoid.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 144, 1, 1]> self = ? Done Done 0.999725 0
1 Tensor<[1, 320, 1, 1]> self = ? Done Done 0.999755 0
2 Tensor<[1, 64, 1, 1]> self = ? Done Done 0.999763 0
3 Tensor<[1, 784, 1, 1]> self = ? Done Done 0.999762 0

aten.t.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1000, 784]> self = ? Done Done 1 0

aten.view.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 784, 1, 1]> self = ?,
List[int] size = [1, 784]
Done Done 1 -1