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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 12 12 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 23 23 0 0 ✅ 1
4 aten.max_pool2d_with_indices.default 1 1 0 0 ✅ 1
5 aten.mean.dim 1 1 0 0 ✅ 1
6 aten.relu.default 12 12 0 0 ✅ 1
7 aten.t.default 1 1 0 0 ✅ 1
8 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, 1024, 14, 14]> input = ?,
Optional[Tensor]<[1024]> weight = ?,
Optional[Tensor]<[1024]> bias = ?,
Tensor<[1024]> running_mean = ?,
Tensor<[1024]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05		 Done Done 0.999988 5
1 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 0.999991 5
2 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
3 Tensor<[1, 2048, 7, 7]> input = ?,
Optional[Tensor]<[2048]> weight = ?,
Optional[Tensor]<[2048]> bias = ?,
Tensor<[2048]> running_mean = ?,
Tensor<[2048]> running_var = ?,
float momentum = 0.1,
float eps = 1e-05		 Done Done 0.999988 5
4 Tensor<[1, 256, 14, 14]> 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 0.999986 5
5 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 0.99999 5
6 Tensor<[1, 256, 56, 56]> 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 0.999989 5
7 Tensor<[1, 512, 14, 14]> 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 0.999987 5
8 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 0.99999 5
9 Tensor<[1, 512, 7, 7]> 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 0.999989 5
10 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 0.999988 5
11 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 0.999991 5

aten.add.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 1024, 14, 14]> self = ?,
Tensor<[1, 1024, 14, 14]> other = ?		 Done Done 0.999998 0
1 Tensor<[1, 2048, 7, 7]> self = ?,
Tensor<[1, 2048, 7, 7]> other = ?		 Done Done 0.999998 0
2 Tensor<[1, 256, 56, 56]> self = ?,
Tensor<[1, 256, 56, 56]> other = ?		 Done Done 0.999998 0
3 Tensor<[1, 512, 28, 28]> self = ?,
Tensor<[1, 512, 28, 28]> other = ?		 Done Done 0.999998 0

aten.addmm.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1000]> self = ?,
Tensor<[1, 2048]> mat1 = ?,
Tensor<[2048, 1000]> mat2 = ?		 Done Done 0.999957 0

aten.convolution.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 1024, 14, 14]> input = ?,
Tensor<[2048, 1024, 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 0.99984 4
1 Tensor<[1, 1024, 14, 14]> input = ?,
Tensor<[256, 1024, 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 0.999955 4
2 Tensor<[1, 1024, 14, 14]> input = ?,
Tensor<[512, 1024, 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 0.999955 4
3 Tensor<[1, 128, 28, 28]> input = ?,
Tensor<[128, 128, 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 = 1		 Done Done 0.999819 4
4 Tensor<[1, 128, 28, 28]> input = ?,
Tensor<[512, 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
5 Tensor<[1, 128, 56, 56]> input = ?,
Tensor<[128, 128, 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 0.999815 4
6 Tensor<[1, 2048, 7, 7]> input = ?,
Tensor<[512, 2048, 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 0.999922 4
7 Tensor<[1, 256, 14, 14]> input = ?,
Tensor<[1024, 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
8 Tensor<[1, 256, 14, 14]> input = ?,
Tensor<[256, 256, 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 = 1		 Done Done 0.999574 4
9 Tensor<[1, 256, 28, 28]> input = ?,
Tensor<[256, 256, 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 0.999556 4
10 Tensor<[1, 256, 56, 56]> input = ?,
Tensor<[128, 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
11 Tensor<[1, 256, 56, 56]> input = ?,
Tensor<[512, 256, 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 0.999965 4
12 Tensor<[1, 256, 56, 56]> input = ?,
Tensor<[64, 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
13 Tensor<[1, 3, 224, 224]> input = ?,
Tensor<[64, 3, 7, 7]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [2, 2],
List[int] padding = [3, 3],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1		 Done Done 0.999902 4
14 Tensor<[1, 512, 14, 14]> input = ?,
Tensor<[512, 512, 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 0.998888 4
15 Tensor<[1, 512, 28, 28]> input = ?,
Tensor<[1024, 512, 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 0.999929 4
16 Tensor<[1, 512, 28, 28]> input = ?,
Tensor<[128, 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
17 Tensor<[1, 512, 28, 28]> input = ?,
Tensor<[256, 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
18 Tensor<[1, 512, 7, 7]> input = ?,
Tensor<[2048, 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
19 Tensor<[1, 512, 7, 7]> input = ?,
Tensor<[512, 512, 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 = 1		 Done Done 0.998987 4
20 Tensor<[1, 64, 56, 56]> input = ?,
Tensor<[256, 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
21 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
22 Tensor<[1, 64, 56, 56]> input = ?,
Tensor<[64, 64, 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 = 1		 Done Done 0.99992 4

aten.max_pool2d_with_indices.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 64, 112, 112]> self = ?,
List[int] kernel_size = [3, 3],
List[int] stride = [2, 2],
List[int] padding = [1, 1]		 Done Done 1 4

aten.mean.dim

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 2048, 7, 7]> self = ?,
Optional[List[int]] dim = [-1, -2],
bool keepdim = True		 Done Done 0.999996 0

aten.relu.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 1024, 14, 14]> self = ? Done Done 1 0
1 Tensor<[1, 128, 28, 28]> self = ? Done Done 1 0
2 Tensor<[1, 128, 56, 56]> self = ? Done Done 1 0
3 Tensor<[1, 2048, 7, 7]> self = ? Done Done 1 0
4 Tensor<[1, 256, 14, 14]> self = ? Done Done 1 0
5 Tensor<[1, 256, 28, 28]> self = ? Done Done 1 0
6 Tensor<[1, 256, 56, 56]> self = ? Done Done 1 0
7 Tensor<[1, 512, 14, 14]> self = ? Done Done 1 0
8 Tensor<[1, 512, 28, 28]> self = ? Done Done 1 0
9 Tensor<[1, 512, 7, 7]> self = ? Done Done 1 0
10 Tensor<[1, 64, 112, 112]> self = ? Done Done 1 0
11 Tensor<[1, 64, 56, 56]> self = ? Done Done 1 0

aten.t.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1000, 2048]> self = ? Done Done 1 0

aten.view.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 2048, 1, 1]> self = ?,
List[int] size = [1, 2048]		 Done Done 1 -1