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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 7 7 0 0 ✅ 1
1 aten.add.Tensor 1 1 0 0 ✅ 1
2 aten.cat.default 1 1 0 0 ✅ 1
3 aten.convolution.default 27 27 0 0 ✅ 1
4 aten.elu.default 1 1 0 0 ✅ 1
5 aten.relu.default 7 7 0 0 ✅ 1
6 aten.slice.Tensor 3 2 1 0 ✅ 1

aten._native_batch_norm_legit_no_training.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 128, 28, 28]> input = ?,
Optional[Tensor]<[128]> weight = ?,
Optional[Tensor]<[128]> bias = ?,
Tensor<[128]> running_mean = ?,
Tensor<[128]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05		 Done Done 0.999992 5
1 Tensor<[1, 128, 56, 56]> input = ?,
Optional[Tensor]<[128]> weight = ?,
Optional[Tensor]<[128]> bias = ?,
Tensor<[128]> running_mean = ?,
Tensor<[128]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05		 Done Done 0.999991 5
2 Tensor<[1, 256, 28, 28]> input = ?,
Optional[Tensor]<[256]> weight = ?,
Optional[Tensor]<[256]> bias = ?,
Tensor<[256]> running_mean = ?,
Tensor<[256]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05		 Done Done 0.999992 5
3 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 0.999987 5
4 Tensor<[1, 512, 28, 28]> input = ?,
Optional[Tensor]<[512]> weight = ?,
Optional[Tensor]<[512]> bias = ?,
Tensor<[512]> running_mean = ?,
Tensor<[512]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05		 Done Done 0.999992 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 0.999986 5

aten.add.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 128, 28, 28]> self = ?,
Tensor<[1, 128, 28, 28]> other = ?		 Done Done 0.999998 0

aten.cat.default

ATen Input Variations Status Isolated PCC Host
0 List[Tensor] tensors = [<[1, 128, 28, 28]>, <[1, 19, 28, 28]>, <[1, 38, 28, 28]>],
int dim = 1		 Done Done 1 0

aten.convolution.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 128, 28, 28]> input = ?,
Tensor<[128, 1, 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 = 128		 Done Done 0.999984 4
1 Tensor<[1, 128, 28, 28]> input = ?,
Tensor<[128, 128, 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 0.99998 4
2 Tensor<[1, 128, 28, 28]> input = ?,
Tensor<[128, 128, 1, 1]> weight = ?,
Optional[Tensor]<[128]> 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 6
3 Tensor<[1, 128, 28, 28]> input = ?,
Tensor<[128, 128, 3, 3]> weight = ?,
Optional[Tensor]<[128]> 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 = 1		 Done Done 0.999817 6
4 Tensor<[1, 128, 28, 28]> input = ?,
Tensor<[128, 128, 3, 3]> weight = ?,
Optional[Tensor]<[128]> bias = ?,
List[int] stride = [1, 1],
List[int] padding = [2, 2],
List[int] dilation = [2, 2],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1		 Done Done 0.999824 6
5 Tensor<[1, 128, 28, 28]> input = ?,
Tensor<[19, 128, 1, 1]> weight = ?,
Optional[Tensor]<[19]> 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 6
6 Tensor<[1, 128, 28, 28]> input = ?,
Tensor<[256, 128, 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 0.99998 4
7 Tensor<[1, 128, 28, 28]> input = ?,
Tensor<[38, 128, 1, 1]> weight = ?,
Optional[Tensor]<[38]> 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 6
8 Tensor<[1, 128, 28, 28]> input = ?,
Tensor<[512, 128, 1, 1]> weight = ?,
Optional[Tensor]<[512]> 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 0.999978 6
9 Tensor<[1, 128, 56, 56]> input = ?,
Tensor<[128, 1, 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 = 128		 Done Done 0.999983 4
10 Tensor<[1, 128, 56, 56]> input = ?,
Tensor<[128, 1, 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 = 128		 Done Done 0.999984 4
11 Tensor<[1, 128, 56, 56]> input = ?,
Tensor<[128, 128, 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 0.99998 4
12 Tensor<[1, 185, 28, 28]> input = ?,
Tensor<[128, 185, 1, 1]> weight = ?,
Optional[Tensor]<[128]> 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 0.999976 6
13 Tensor<[1, 256, 28, 28]> input = ?,
Tensor<[256, 1, 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 = 256		 Done Done 0.999984 4
14 Tensor<[1, 256, 28, 28]> input = ?,
Tensor<[256, 256, 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 0.999975 4
15 Tensor<[1, 256, 28, 28]> input = ?,
Tensor<[512, 256, 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 0.999975 4
16 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
17 Tensor<[1, 32, 112, 112]> input = ?,
Tensor<[32, 1, 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 = 32		 Done Done 0.999983 4
18 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
19 Tensor<[1, 512, 28, 28]> input = ?,
Tensor<[128, 512, 1, 1]> weight = ?,
Optional[Tensor]<[128]> 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 0.99997 6
20 Tensor<[1, 512, 28, 28]> input = ?,
Tensor<[19, 512, 1, 1]> weight = ?,
Optional[Tensor]<[19]> 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 0.999971 6
21 Tensor<[1, 512, 28, 28]> input = ?,
Tensor<[38, 512, 1, 1]> weight = ?,
Optional[Tensor]<[38]> 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 0.999971 6
22 Tensor<[1, 512, 28, 28]> input = ?,
Tensor<[512, 1, 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 = 512		 Done Done 0.999983 4
23 Tensor<[1, 512, 28, 28]> input = ?,
Tensor<[512, 1, 3, 3]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [2, 2],
List[int] dilation = [2, 2],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 512		 Done Done 0.999984 4
24 Tensor<[1, 512, 28, 28]> input = ?,
Tensor<[512, 512, 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 0.999971 4
25 Tensor<[1, 64, 112, 112]> input = ?,
Tensor<[64, 1, 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 = 64		 Done Done 0.999983 4
26 Tensor<[1, 64, 56, 56]> input = ?,
Tensor<[128, 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

aten.elu.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 128, 28, 28]> self = ?,
number alpha = 1.0		 Done Done 0.999993 0

aten.relu.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 128, 28, 28]> self = ? Done Done 1 0
1 Tensor<[1, 128, 56, 56]> self = ? Done Done 1 0
2 Tensor<[1, 256, 28, 28]> self = ? Done Done 1 0
3 Tensor<[1, 32, 112, 112]> self = ? Done Done 1 0
4 Tensor<[1, 512, 28, 28]> self = ? Done Done 1 0
5 Tensor<[1, 64, 112, 112]> self = ? Done Done 1 0
6 Tensor<[1, 64, 56, 56]> self = ? Done Done 1 0

aten.slice.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 185, 28, 28]> self = ?,
int dim = 0,
Optional[int] start = 0,
Optional[int] end = 9223372036854775807		 Removed Done 1 -1
1 Tensor<[1, 185, 28, 28]> self = ?,
int dim = 1,
Optional[int] start = -57,
Optional[int] end = 9223372036854775807		 Done Done 1 -1
2 Tensor<[1, 185, 28, 28]> self = ?,
int dim = 1,
Optional[int] start = 0,
Optional[int] end = 128		 Done Done 1 -1