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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._softmax.default 2 2 0 0 ✅ 1
1 aten._to_copy.default 4 3 1 0 ✅ 1
2 aten._unsafe_view.default 2 2 0 0 ✅ 1
3 aten.add.Tensor 4 4 0 0 ✅ 1
4 aten.addmm.default 6 6 0 0 ✅ 1
5 aten.argmax.default 1 0 0 0 ✘ 0
6 aten.bmm.default 4 4 0 0 ✅ 1
7 aten.cat.default 1 1 0 0 ✅ 1
8 aten.clone.default 6 0 6 0 ✅ 1
9 aten.convolution.default 1 0 0 0 ✘ 0
10 aten.div.Tensor 2 2 0 0 ✅ 1
11 aten.embedding.default 3 3 0 0 ✅ 1
12 aten.exp.default 1 0 0 0 ✘ 0
13 aten.expand.default 3 3 0 0 ✅ 1
14 aten.full.default 1 1 0 0 ✅ 1
15 aten.index.Tensor 1 0 0 0 ✘ 0
16 aten.linalg_vector_norm.default 2 0 0 0 ✘ 0
17 aten.lt.Tensor 1 0 0 0 ✘ 0
18 aten.masked_fill.Scalar 2 1 0 0 🚧 0.5
19 aten.mm.default 3 3 0 0 ✅ 1
20 aten.mul.Tensor 7 6 0 0 🚧 0.86
21 aten.native_layer_norm.default 3 3 0 0 ✅ 1
22 aten.rsub.Scalar 1 1 0 0 ✅ 1
23 aten.select.int 1 1 0 0 ✅ 1
24 aten.sigmoid.default 2 2 0 0 ✅ 1
25 aten.slice.Tensor 8 1 7 0 ✅ 1
26 aten.t.default 9 9 0 0 ✅ 1
27 aten.transpose.int 7 7 0 0 ✅ 1
28 aten.unsqueeze.default 4 4 0 0 ✅ 1
29 aten.view.default 20 20 0 0 ✅ 1

aten._softmax.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[12, 50, 50]> self = ?,
int dim = -1,
bool half_to_float = False		 Done Done 0.999607 0
1 Tensor<[16, 7, 7]> self = ?,
int dim = -1,
bool half_to_float = False		 Done Done 0.999613 0

aten._to_copy.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[2, 1, 7, 7]> self = ?,
Optional[int] dtype = torch.bfloat16		 Done Fallback 1 -1
1 Tensor<[2, 1, 7, 7]> self = ?,
Optional[int] dtype = torch.bool		 Done Fallback 1 -1
2 Tensor<[2, 7]> self = ?,
Optional[int] dtype = torch.int32,
Optional[Device] device = cpu		 Removed Fallback 1 -1
3 Tensor<[7, 7]> self = ?,
Optional[int] dtype = torch.bfloat16		 Done Fallback 1 -1

aten._unsafe_view.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 50, 12, 64]> self = ?,
List[int] size = [1, 50, 768]		 Done Done 1 0
1 Tensor<[2, 7, 8, 64]> self = ?,
List[int] size = [2, 7, 512]		 Done Done 1 0

aten.add.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 50, 768]> self = ?,
Tensor<[1, 50, 768]> other = ?		 Done Done 0.999998 0
1 Tensor<[2, 7, 512]> self = ?,
Tensor<[1, 7, 512]> other = ?		 Done Done 0.999998 0
2 Tensor<[2, 7, 512]> self = ?,
Tensor<[2, 7, 512]> other = ?		 Done Done 0.999998 0
3 Tensor<[2, 8, 7, 7]> self = ?,
Tensor<[2, 1, 7, 7]> other = ?		 Done Done 0.999998 0

aten.addmm.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[2048]> self = ?,
Tensor<[14, 512]> mat1 = ?,
Tensor<[512, 2048]> mat2 = ?		 Done Done 0.999969 0
1 Tensor<[3072]> self = ?,
Tensor<[50, 768]> mat1 = ?,
Tensor<[768, 3072]> mat2 = ?		 Done Done 0.999967 0
2 Tensor<[512]> self = ?,
Tensor<[14, 2048]> mat1 = ?,
Tensor<[2048, 512]> mat2 = ?		 Done Done 0.999955 0
3 Tensor<[512]> self = ?,
Tensor<[14, 512]> mat1 = ?,
Tensor<[512, 512]> mat2 = ?		 Done Done 0.999968 0
4 Tensor<[768]> self = ?,
Tensor<[50, 3072]> mat1 = ?,
Tensor<[3072, 768]> mat2 = ?		 Done Done 0.999943 0
5 Tensor<[768]> self = ?,
Tensor<[50, 768]> mat1 = ?,
Tensor<[768, 768]> mat2 = ?		 Done Done 0.999967 0

aten.argmax.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[2, 7]> self = ?,
Optional[int] dim = -1		 None Fallback 1 -1

aten.bmm.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[12, 50, 50]> self = ?,
Tensor<[12, 50, 64]> mat2 = ?		 Done Done 0.999986 0
1 Tensor<[12, 50, 64]> self = ?,
Tensor<[12, 64, 50]> mat2 = ?		 Done Done 0.999986 0
2 Tensor<[16, 7, 64]> self = ?,
Tensor<[16, 64, 7]> mat2 = ?		 Done Done 0.999986 0
3 Tensor<[16, 7, 7]> self = ?,
Tensor<[16, 7, 64]> mat2 = ?		 Done Done 0.999992 0

aten.cat.default

ATen Input Variations Status Isolated PCC Host
0 List[Tensor] tensors = [<[1, 1, 768]>, <[1, 49, 768]>],
int dim = 1		 Done Done 1 0

aten.clone.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 12, 50, 64]> self = ?,
Optional[int] memory_format = torch.contiguous_format		 Removed Done 1 0
1 Tensor<[1, 50, 12, 64]> self = ?,
Optional[int] memory_format = torch.contiguous_format		 Removed Done 1 0
2 Tensor<[12, 50, 50]> self = ? Removed Done 1 0
3 Tensor<[16, 7, 7]> self = ? Removed Done 1 0
4 Tensor<[2, 7, 8, 64]> self = ?,
Optional[int] memory_format = torch.contiguous_format		 Removed Done 1 0
5 Tensor<[2, 8, 7, 64]> self = ?,
Optional[int] memory_format = torch.contiguous_format		 Removed Done 1 0

aten.convolution.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 3, 224, 224]> input = ?,
Tensor<[768, 3, 32, 32]> weight = ?,
Optional[Tensor] bias = ?,
List[int] stride = [32, 32],
List[int] padding = [0, 0],
List[int] dilation = [1, 1],
bool transposed = False,
List[int] output_padding = [0, 0],
int groups = 1		 None Fallback 1 -1

aten.div.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 512]> self = ?,
Tensor<[1, 1]> other = ?		 Done Done 0.999998 0
1 Tensor<[2, 512]> self = ?,
Tensor<[2, 1]> other = ?		 Done Done 0.999996 0

aten.embedding.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[49408, 512]> weight = ?,
Tensor<[2, 7]> indices = ?		 Done Done 1 0
1 Tensor<[50, 768]> weight = ?,
Tensor<[1, 50]> indices = ?		 Done Done 1 0
2 Tensor<[77, 512]> weight = ?,
Tensor<[1, 7]> indices = ?		 Done Done 1 0

aten.exp.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[]> self = ? None Fallback 1 -1

aten.expand.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 1, 7, 7]> self = ?,
List[int] size = [2, 1, 7, 7]		 Done Done 1 0
1 Tensor<[2, 1, 1, 7]> self = ?,
List[int] size = [2, 1, 7, 7]		 Done Done 1 0
2 Tensor<[768]> self = ?,
List[int] size = [1, 1, -1]		 Done Done 1 0

aten.full.default

ATen Input Variations Status Isolated PCC Host
0 List[int] size = [7, 7],
number fill_value = -3.3895313892515355e+38,
Optional[Device] device = cpu,
Optional[bool] pin_memory = False		 Done Done 1 0

aten.index.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor<[2, 7, 512]> self = ?,
List[Optional[Tensor]] indices = [_folded_arange_1, <[2]>]		 None Unknown N/A N/A

aten.linalg_vector_norm.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 512]> self = ?,
number ord = 2,
Optional[List[int]] dim = [-1],
bool keepdim = True		 None Fallback 1 -1
1 Tensor<[2, 512]> self = ?,
number ord = 2,
Optional[List[int]] dim = [-1],
bool keepdim = True		 None Fallback 1 -1

aten.lt.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor self = ?,
Tensor other = ?		 None Unknown N/A N/A

aten.masked_fill.Scalar

ATen Input Variations Status Isolated PCC Host
0 Tensor<[2, 1, 7, 7]> self = ?,
Tensor<[2, 1, 7, 7]> mask = ?,
number value = -3.3895313892515355e+38		 Done Done 1.0 0
1 Tensor<[7, 7]> self = ?,
Tensor<[7, 7]> mask = ?,
number value = 0		 None Unknown N/A N/A

aten.mm.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 768]> self = ?,
Tensor<[768, 512]> mat2 = ?		 Done Done 0.999967 0
1 Tensor<[2, 512]> self = ?,
Tensor<[512, 1]> mat2 = ?		 Done Done 1 0
2 Tensor<[2, 512]> self = ?,
Tensor<[512, 512]> mat2 = ?		 Done Done 0.999971 0

aten.mul.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 50, 3072]> self = ?,
Tensor other = 1.702		 Done Done 0.999996 0
1 Tensor<[1, 50, 3072]> self = ?,
Tensor<[1, 50, 3072]> other = ?		 Done Done 0.999996 0
2 Tensor<[1, 50, 768]> self = ?,
Tensor other = 0.125		 Done Done 1 0
3 Tensor<[2, 1]> self = ?,
Tensor<[]> other = ?		 None Fallback 1 -1
4 Tensor<[2, 7, 2048]> self = ?,
Tensor other = 1.702		 Done Done 0.999996 0
5 Tensor<[2, 7, 2048]> self = ?,
Tensor<[2, 7, 2048]> other = ?		 Done Done 0.999996 0
6 Tensor<[2, 7, 512]> self = ?,
Tensor other = 0.125		 Done Done 1 0

aten.native_layer_norm.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 50, 768]> input = ?,
List[int] normalized_shape = [768],
Optional[Tensor]<[768]> weight = ?,
Optional[Tensor]<[768]> bias = ?,
float eps = 1e-05		 Done Done N/A 1
1 Tensor<[1, 768]> input = ?,
List[int] normalized_shape = [768],
Optional[Tensor]<[768]> weight = ?,
Optional[Tensor]<[768]> bias = ?,
float eps = 1e-05		 Done Done N/A 1
2 Tensor<[2, 7, 512]> input = ?,
List[int] normalized_shape = [512],
Optional[Tensor]<[512]> weight = ?,
Optional[Tensor]<[512]> bias = ?,
float eps = 1e-05		 Done Done N/A 1

aten.rsub.Scalar

ATen Input Variations Status Isolated PCC Host
0 Tensor<[2, 1, 7, 7]> self = ?,
number other = 1.0		 Done Done 0.999995 0

aten.select.int

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 50, 768]> self = ?,
int dim = 1,
int index = 0		 Done Done 1 0

aten.sigmoid.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 50, 3072]> self = ? Done Done 0.999755 0
1 Tensor<[2, 7, 2048]> self = ? Done Done 0.999758 0

aten.slice.Tensor

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 1, 7, 7]> self = ?,
int dim = 2,
Optional[int] start = 0,
Optional[int] end = 9223372036854775807		 Removed Done 1 -1
1 Tensor<[1, 1, 7, 7]> self = ?,
int dim = 3,
Optional[int] start = 0,
Optional[int] end = 9223372036854775807		 Removed Done 1 -1
2 Tensor<[1, 50, 768]> self = ?,
int dim = 0,
Optional[int] start = 0,
Optional[int] end = 9223372036854775807		 Removed Done 1 -1
3 Tensor<[1, 768]> self = ?,
int dim = 1,
Optional[int] start = 0,
Optional[int] end = 9223372036854775807		 Removed Done 1 -1
4 Tensor<[1, 77]> self = ?,
int dim = 0,
Optional[int] start = 0,
Optional[int] end = 9223372036854775807		 Removed Done 1 -1
5 Tensor<[1, 77]> self = ?,
int dim = 1,
Optional[int] start = 0,
Optional[int] end = 7		 Done Done 1 0
6 Tensor<[2, 1, 1, 7]> self = ?,
int dim = 3,
Optional[int] start = 0,
Optional[int] end = 9223372036854775807		 Removed Done 1 -1
7 Tensor<[2, 7]> self = ?,
int dim = 0,
Optional[int] start = 0,
Optional[int] end = 9223372036854775807		 Removed Done 1 -1

aten.t.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 512]> self = ? Done Done 1 0
1 Tensor<[2, 1]> self = ? Done Done 1 0
2 Tensor<[2048, 512]> self = ? Done Done 1 0
3 Tensor<[3072, 768]> self = ? Done Done 1 0
4 Tensor<[512, 2048]> self = ? Done Done 1 0
5 Tensor<[512, 512]> self = ? Done Done 1 0
6 Tensor<[512, 768]> self = ? Done Done 1 0
7 Tensor<[768, 3072]> self = ? Done Done 1 0
8 Tensor<[768, 768]> self = ? Done Done 1 0

aten.transpose.int

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 12, 50, 64]> self = ?,
int dim0 = 1,
int dim1 = 2		 Done Done 1 0
1 Tensor<[1, 50, 12, 64]> self = ?,
int dim0 = 1,
int dim1 = 2		 Done Done 1 0
2 Tensor<[1, 768, 49]> self = ?,
int dim0 = 1,
int dim1 = 2		 Done Done 1 0
3 Tensor<[12, 50, 64]> self = ?,
int dim0 = 1,
int dim1 = 2		 Done Done 1 0
4 Tensor<[16, 7, 64]> self = ?,
int dim0 = 1,
int dim1 = 2		 Done Done 1 0
5 Tensor<[2, 7, 8, 64]> self = ?,
int dim0 = 1,
int dim1 = 2		 Done Done 1 0
6 Tensor<[2, 8, 7, 64]> self = ?,
int dim0 = 1,
int dim1 = 2		 Done Done 1 0

aten.unsqueeze.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 7, 7]> self = ?,
int dim = 1		 Done Done 1 0
1 Tensor<[2, 1, 7]> self = ?,
int dim = 2		 Done Done 1 0
2 Tensor<[2, 7]> self = ?,
int dim = 1		 Done Done 1 0
3 Tensor<[7, 7]> self = ?,
int dim = 0		 Done Done 1 0

aten.view.default

ATen Input Variations Status Isolated PCC Host
0 Tensor<[1, 12, 50, 64]> self = ?,
List[int] size = [12, -1, 64]		 Done Done 1 0
1 Tensor<[1, 50, 3072]> self = ?,
List[int] size = [50, 3072]		 Done Done 1 0
2 Tensor<[1, 50, 768]> self = ?,
List[int] size = [1, -1, 12, 64]		 Done Done 1 0
3 Tensor<[1, 50, 768]> self = ?,
List[int] size = [1, 50, 12, 64]		 Done Done 1 0
4 Tensor<[1, 50, 768]> self = ?,
List[int] size = [50, 768]		 Done Done 1 0
5 Tensor<[1, 768, 7, 7]> self = ?,
List[int] size = [1, 768, 49]		 Done Done 1 0
6 Tensor<[12, 50, 64]> self = ?,
List[int] size = [1, 12, 50, 64]		 Done Done 1 0
7 Tensor<[14, 2048]> self = ?,
List[int] size = [2, 7, 2048]		 Done Done 1 0
8 Tensor<[14, 512]> self = ?,
List[int] size = [2, 7, 512]		 Done Done 1 0
9 Tensor<[16, 7, 64]> self = ?,
List[int] size = [2, 8, 7, 64]		 Done Done 1 0
10 Tensor<[16, 7, 7]> self = ?,
List[int] size = [2, 8, 7, 7]		 Done Done 1 0
11 Tensor<[2, 7, 2048]> self = ?,
List[int] size = [14, 2048]		 Done Done 1 0
12 Tensor<[2, 7, 512]> self = ?,
List[int] size = [14, 512]		 Done Done 1 0
13 Tensor<[2, 7, 512]> self = ?,
List[int] size = [2, -1, 8, 64]		 Done Done 1 0
14 Tensor<[2, 7, 512]> self = ?,
List[int] size = [2, 7, 8, 64]		 Done Done 1 0
15 Tensor<[2, 7]> self = ?,
List[int] size = [-1, 7]		 Done Done 1 0
16 Tensor<[2, 8, 7, 64]> self = ?,
List[int] size = [16, -1, 64]		 Done Done 1 0
17 Tensor<[2, 8, 7, 7]> self = ?,
List[int] size = [16, 7, 7]		 Done Done 1 0
18 Tensor<[50, 3072]> self = ?,
List[int] size = [1, 50, 3072]		 Done Done 1 0
19 Tensor<[50, 768]> self = ?,
List[int] size = [1, 50, 768]		 Done Done 1 0