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manual_batch.txt
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Manual batch {'idx': tensor([0, 0, 0]), 'attn_bias': tensor([[[0., 0., 0., ..., -inf, -inf, -inf],
[0., 0., 0., ..., -inf, -inf, -inf],
[0., 0., 0., ..., -inf, -inf, -inf],
...,
[0., 0., 0., ..., -inf, -inf, -inf],
[0., 0., 0., ..., -inf, -inf, -inf],
[0., 0., 0., ..., -inf, -inf, -inf]],
[[0., 0., 0., ..., 0., 0., -inf],
[0., 0., 0., ..., 0., 0., -inf],
[0., 0., 0., ..., 0., 0., -inf],
...,
[0., 0., 0., ..., 0., 0., -inf],
[0., 0., 0., ..., 0., 0., -inf],
[0., 0., 0., ..., 0., 0., -inf]],
[[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.]]]), 'attn_edge_type': tensor([[[[ 0, 0, 0],
[ 5, 514, 1027],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 5, 514, 1027],
[ 0, 0, 0],
[ 5, 514, 1027],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 5, 514, 1027],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]]],
[[[ 0, 0, 0],
[ 5, 514, 1027],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 5, 514, 1027],
[ 0, 0, 0],
[ 5, 514, 1027],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 5, 514, 1027],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]]],
[[[ 0, 0, 0],
[ 2, 514, 1026],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 2, 514, 1026]],
[[ 2, 514, 1026],
[ 0, 0, 0],
[ 3, 514, 1027],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 3, 514, 1027],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 5, 514, 1027],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
...,
[ 5, 514, 1027],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 2, 514, 1026],
[ 0, 0, 0],
[ 0, 0, 0],
...,
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]]]]), 'spatial_pos': tensor([[[ 1, 2, 3, ..., 0, 0, 0],
[ 2, 1, 2, ..., 0, 0, 0],
[ 3, 2, 1, ..., 0, 0, 0],
...,
[ 0, 0, 0, ..., 0, 0, 0],
[ 0, 0, 0, ..., 0, 0, 0],
[ 0, 0, 0, ..., 0, 0, 0]],
[[ 1, 2, 3, ..., 7, 4, 0],
[ 2, 1, 2, ..., 7, 4, 0],
[ 3, 2, 1, ..., 6, 3, 0],
...,
[ 7, 7, 6, ..., 1, 4, 0],
[ 4, 4, 3, ..., 4, 1, 0],
[ 0, 0, 0, ..., 0, 0, 0]],
[[ 1, 2, 3, ..., 10, 9, 2],
[ 2, 1, 2, ..., 11, 10, 3],
[ 3, 2, 1, ..., 10, 9, 3],
...,
[10, 11, 10, ..., 1, 2, 9],
[ 9, 10, 9, ..., 2, 1, 8],
[ 2, 3, 3, ..., 9, 8, 1]]]), 'in_degree': tensor([[3, 3, 3, 4, 3, 4, 3, 3, 4, 4, 3, 3, 4, 4, 3, 3, 3, 4, 3, 4, 0, 0, 0],
[3, 3, 3, 4, 4, 3, 3, 4, 3, 4, 4, 3, 4, 3, 3, 4, 3, 3, 3, 4, 4, 4, 0],
[3, 3, 3, 4, 3, 4, 4, 3, 4, 3, 4, 3, 4, 4, 3, 3, 3, 4, 3, 3, 3, 4, 4]]), 'out_degree': tensor([[3, 3, 3, 4, 3, 4, 3, 3, 4, 4, 3, 3, 4, 4, 3, 3, 3, 4, 3, 4, 0, 0, 0],
[3, 3, 3, 4, 4, 3, 3, 4, 3, 4, 4, 3, 4, 3, 3, 4, 3, 3, 3, 4, 4, 4, 0],
[3, 3, 3, 4, 3, 4, 4, 3, 4, 3, 4, 3, 4, 4, 3, 3, 3, 4, 3, 3, 3, 4, 4]]), 'x': tensor([[[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 35, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 9, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 8, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 35, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0]],
[[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 17, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 17, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 35, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 8, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 17, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 8, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 0, 0, 0, 0, 0, 0, 0, 0, 0]],
[[ 15, 514, 1030, 1543, 2052, 2562, 3076, 3586, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3586, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3586, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 17, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 8, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 9, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 8, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2051, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 8, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 17, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 8, 514, 1028, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099],
[ 7, 514, 1029, 1543, 2050, 2562, 3075, 3587, 4099]]]), 'edge_input': tensor([[[[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 6, 515, 1028],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 6, 515, 1028],
[ 6, 515, 1028],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]]],
[[[ 6, 515, 1028],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 6, 515, 1028],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]]],
[[[ 6, 515, 1028],
[ 6, 515, 1028],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 6, 515, 1028],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
...,
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]]],
...,
[[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
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[ 0, 0, 0]],
[[ 0, 0, 0],
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[ 0, 0, 0],
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...,
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]],
[[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0],
[ 0, 0, 0]]],
[[[ 0, 0, 0],
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