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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 19 19 0 0 ✅ 1
1 aten.add.Tensor 5 5 0 0 ✅ 1
2 aten.addmm.default 1 1 0 0 ✅ 1
3 aten.constant_pad_nd.default 5 5 0 0 ✅ 1
4 aten.convolution.default 32 32 0 0 ✅ 1
5 aten.hardtanh.default 12 12 0 0 ✅ 1
6 aten.mean.dim 1 1 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, 112, 14, 14]> input = ?,
Optional[Tensor]<[112]> weight = ?,
Optional[Tensor]<[112]> bias = ?,
Tensor<[112]> running_mean = ?,
Tensor<[112]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.99999 0
1 Tensor<[1, 1152, 7, 7]> input = ?,
Optional[Tensor]<[1152]> weight = ?,
Optional[Tensor]<[1152]> bias = ?,
Tensor<[1152]> running_mean = ?,
Tensor<[1152]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999988 0
2 Tensor<[1, 1280, 7, 7]> input = ?,
Optional[Tensor]<[1280]> weight = ?,
Optional[Tensor]<[1280]> bias = ?,
Tensor<[1280]> running_mean = ?,
Tensor<[1280]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999988 0
3 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 = 0.001		 Done Done 0.999988 0
4 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 = 0.001		 Done Done 0.999988 0
5 Tensor<[1, 16, 112, 112]> input = ?,
Optional[Tensor]<[16]> weight = ?,
Optional[Tensor]<[16]> bias = ?,
Tensor<[16]> running_mean = ?,
Tensor<[16]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999992 0
6 Tensor<[1, 192, 7, 7]> input = ?,
Optional[Tensor]<[192]> weight = ?,
Optional[Tensor]<[192]> bias = ?,
Tensor<[192]> running_mean = ?,
Tensor<[192]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999989 0
7 Tensor<[1, 24, 56, 56]> input = ?,
Optional[Tensor]<[24]> weight = ?,
Optional[Tensor]<[24]> bias = ?,
Tensor<[24]> running_mean = ?,
Tensor<[24]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999988 0
8 Tensor<[1, 240, 14, 14]> input = ?,
Optional[Tensor]<[240]> weight = ?,
Optional[Tensor]<[240]> bias = ?,
Tensor<[240]> running_mean = ?,
Tensor<[240]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.99999 0
9 Tensor<[1, 240, 28, 28]> input = ?,
Optional[Tensor]<[240]> weight = ?,
Optional[Tensor]<[240]> bias = ?,
Tensor<[240]> running_mean = ?,
Tensor<[240]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999989 0
10 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 = 0.001		 Done Done 0.999991 0
11 Tensor<[1, 320, 7, 7]> input = ?,
Optional[Tensor]<[320]> weight = ?,
Optional[Tensor]<[320]> bias = ?,
Tensor<[320]> running_mean = ?,
Tensor<[320]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.99999 0
12 Tensor<[1, 40, 28, 28]> input = ?,
Optional[Tensor]<[40]> weight = ?,
Optional[Tensor]<[40]> bias = ?,
Tensor<[40]> running_mean = ?,
Tensor<[40]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999988 0
13 Tensor<[1, 480, 14, 14]> input = ?,
Optional[Tensor]<[480]> weight = ?,
Optional[Tensor]<[480]> bias = ?,
Tensor<[480]> running_mean = ?,
Tensor<[480]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999988 0
14 Tensor<[1, 672, 14, 14]> input = ?,
Optional[Tensor]<[672]> weight = ?,
Optional[Tensor]<[672]> bias = ?,
Tensor<[672]> running_mean = ?,
Tensor<[672]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999986 0
15 Tensor<[1, 672, 7, 7]> input = ?,
Optional[Tensor]<[672]> weight = ?,
Optional[Tensor]<[672]> bias = ?,
Tensor<[672]> running_mean = ?,
Tensor<[672]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999985 0
16 Tensor<[1, 80, 14, 14]> input = ?,
Optional[Tensor]<[80]> weight = ?,
Optional[Tensor]<[80]> bias = ?,
Tensor<[80]> running_mean = ?,
Tensor<[80]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999986 0
17 Tensor<[1, 96, 112, 112]> input = ?,
Optional[Tensor]<[96]> weight = ?,
Optional[Tensor]<[96]> bias = ?,
Tensor<[96]> running_mean = ?,
Tensor<[96]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.99999 0
18 Tensor<[1, 96, 56, 56]> input = ?,
Optional[Tensor]<[96]> weight = ?,
Optional[Tensor]<[96]> bias = ?,
Tensor<[96]> running_mean = ?,
Tensor<[96]> running_var = ?,
float momentum = 0.1,
float eps = 0.001		 Done Done 0.999989 0

aten.add.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 112, 14, 14]> self = ?,
Tensor<[1, 112, 14, 14]> other = ?		 Done Done 0.999998 0
1 Tensor<[1, 192, 7, 7]> self = ?,
Tensor<[1, 192, 7, 7]> other = ?		 Done Done 0.999998 0
2 Tensor<[1, 24, 56, 56]> self = ?,
Tensor<[1, 24, 56, 56]> other = ?		 Done Done 0.999998 0
3 Tensor<[1, 40, 28, 28]> self = ?,
Tensor<[1, 40, 28, 28]> other = ?		 Done Done 0.999998 0
4 Tensor<[1, 80, 14, 14]> self = ?,
Tensor<[1, 80, 14, 14]> other = ?		 Done Done 0.999998 0

aten.addmm.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1000]> self = ?,
Tensor<[1, 1280]> mat1 = ?,
Tensor<[1280, 1000]> mat2 = ?		 Done Done 0.999957 0

aten.constant_pad_nd.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 144, 56, 56]> self = ?,
List[int] pad = [1, 2, 1, 2],
number value = 0.0		 Done Done 1 0
1 Tensor<[1, 240, 28, 28]> self = ?,
List[int] pad = [0, 1, 0, 1],
number value = 0.0		 Done Done 1 0
2 Tensor<[1, 3, 224, 224]> self = ?,
List[int] pad = [0, 1, 0, 1],
number value = 0.0		 Done Done 1 0
3 Tensor<[1, 672, 14, 14]> self = ?,
List[int] pad = [1, 2, 1, 2],
number value = 0.0		 Done Done 1 0
4 Tensor<[1, 96, 112, 112]> self = ?,
List[int] pad = [0, 1, 0, 1],
number value = 0.0		 Done Done 1 0

aten.convolution.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 112, 14, 14]> input = ?,
Tensor<[672, 112, 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 Unknown N/A N/A
1 Tensor<[1, 1152, 7, 7]> input = ?,
Tensor<[1152, 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 = 1152		 Done Unknown N/A N/A
2 Tensor<[1, 1152, 7, 7]> input = ?,
Tensor<[1152, 1, 5, 5]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [2, 2],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1152		 Done Unknown N/A N/A
3 Tensor<[1, 1152, 7, 7]> input = ?,
Tensor<[192, 1152, 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 Unknown N/A N/A
4 Tensor<[1, 1152, 7, 7]> input = ?,
Tensor<[320, 1152, 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 Unknown N/A N/A
5 Tensor<[1, 144, 28, 28]> input = ?,
Tensor<[40, 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 0.9999839755177179 0
6 Tensor<[1, 144, 56, 56]> input = ?,
Tensor<[144, 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 = 144		 Done Done 0.9999837463877114 0
7 Tensor<[1, 144, 56, 56]> input = ?,
Tensor<[24, 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 0.9999841642626696 0
8 Tensor<[1, 144, 59, 59]> input = ?,
Tensor<[144, 1, 5, 5]> 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 = 144		 Done Done 0.9999581617167906 0
9 Tensor<[1, 16, 112, 112]> input = ?,
Tensor<[96, 16, 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 0.9999915543079141 0
10 Tensor<[1, 192, 7, 7]> input = ?,
Tensor<[1152, 192, 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 Unknown N/A N/A
11 Tensor<[1, 24, 56, 56]> input = ?,
Tensor<[144, 24, 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 0.9999892706032387 0
12 Tensor<[1, 240, 14, 14]> input = ?,
Tensor<[80, 240, 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 Unknown N/A N/A
13 Tensor<[1, 240, 28, 28]> input = ?,
Tensor<[240, 1, 5, 5]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [2, 2],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 240		 Done Done 0.9999598384231245 0
14 Tensor<[1, 240, 28, 28]> input = ?,
Tensor<[40, 240, 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 0.9999780971992067 0
15 Tensor<[1, 240, 29, 29]> input = ?,
Tensor<[240, 1, 3, 3]> 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 = 240		 Done Done 0.999982985426567 0
16 Tensor<[1, 3, 225, 225]> input = ?,
Tensor<[32, 3, 3, 3]> 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 0.9999813563431481 0
17 Tensor<[1, 32, 112, 112]> input = ?,
Tensor<[16, 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 0.9999895129006919 0
18 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 0.9999839542693344 0
19 Tensor<[1, 320, 7, 7]> input = ?,
Tensor<[1280, 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 Unknown N/A N/A
20 Tensor<[1, 40, 28, 28]> input = ?,
Tensor<[240, 40, 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 0.9999876504465134 0
21 Tensor<[1, 480, 14, 14]> input = ?,
Tensor<[112, 480, 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 Unknown N/A N/A
22 Tensor<[1, 480, 14, 14]> input = ?,
Tensor<[480, 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 = 480		 Done Unknown N/A N/A
23 Tensor<[1, 480, 14, 14]> input = ?,
Tensor<[480, 1, 5, 5]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [2, 2],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 480		 Done Unknown N/A N/A
24 Tensor<[1, 480, 14, 14]> input = ?,
Tensor<[80, 480, 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 Unknown N/A N/A
25 Tensor<[1, 672, 14, 14]> input = ?,
Tensor<[112, 672, 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 Unknown N/A N/A
26 Tensor<[1, 672, 14, 14]> input = ?,
Tensor<[672, 1, 5, 5]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [1, 1],
List[int] padding = [2, 2],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 672		 Done Unknown N/A N/A
27 Tensor<[1, 672, 17, 17]> input = ?,
Tensor<[672, 1, 5, 5]> 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 = 672		 Done Unknown N/A N/A
28 Tensor<[1, 672, 7, 7]> input = ?,
Tensor<[192, 672, 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 Unknown N/A N/A
29 Tensor<[1, 80, 14, 14]> input = ?,
Tensor<[480, 80, 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 Unknown N/A N/A
30 Tensor<[1, 96, 113, 113]> input = ?,
Tensor<[96, 1, 3, 3]> 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 = 96		 Done Done 0.9999825938164211 0
31 Tensor<[1, 96, 56, 56]> input = ?,
Tensor<[24, 96, 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 0.9999844150288396 0

aten.hardtanh.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 1152, 7, 7]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0
1 Tensor<[1, 1280, 7, 7]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0
2 Tensor<[1, 144, 28, 28]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0
3 Tensor<[1, 144, 56, 56]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0
4 Tensor<[1, 240, 14, 14]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0
5 Tensor<[1, 240, 28, 28]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0
6 Tensor<[1, 32, 112, 112]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0
7 Tensor<[1, 480, 14, 14]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0
8 Tensor<[1, 672, 14, 14]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0
9 Tensor<[1, 672, 7, 7]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0
10 Tensor<[1, 96, 112, 112]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0
11 Tensor<[1, 96, 56, 56]> self = ?,
number min_val = 0.0,
number max_val = 6.0		 Done Done 1 0

aten.mean.dim

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 1280, 7, 7]> self = ?,
Optional[List[int]] dim = [-1, -2],
bool keepdim = True		 Done Done 0.999996 0

aten.t.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1000, 1280]> self = ? Done Done 1 0

aten.view.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 1280, 1, 1]> self = ?,
List[int] size = [1, 1280]		 Done Done 1 0