Created
December 30, 2017 02:10
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Sparse tensors in Gorgonia
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package main | |
import ( | |
"fmt" | |
. "gorgonia.org/tensor" | |
) | |
func main() { | |
xs := []int{1, 2, 6, 8} | |
ys := []int{1, 2, 1, 6} | |
vals := []float32{3, 1, 4, 1} | |
S := CSCFromCoord(Shape{9, 7}, xs, ys, vals) | |
T2 := New(WithShape(9, 7), Of(Float32)) // dense | |
Result, _ := Add(S, T2) | |
fmt.Printf("When adding a sparse tensor to a dense tensor, the result is of %T:\n=============================================================================\n%+#s\n", Result, Result) | |
Result, _ = Add(T2, S) | |
fmt.Printf("And vice versa - %T\n=========================\n%+#s\n", Result, Result) | |
// Output: | |
// When adding a sparse tensor to a dense tensor, the result is of *tensor.Dense: | |
// ============================================================================= | |
// Matrix (9, 7) [7 1] | |
// ⎡0 0 0 0 0 0 0⎤ | |
// ⎢0 3 0 0 0 0 0⎥ | |
// ⎢0 0 1 0 0 0 0⎥ | |
// ⎢0 0 0 0 0 0 0⎥ | |
// ⎢0 0 0 0 0 0 0⎥ | |
// ⎢0 0 0 0 0 0 0⎥ | |
// ⎢0 4 0 0 0 0 0⎥ | |
// ⎢0 0 0 0 0 0 0⎥ | |
// ⎣0 0 0 0 0 0 1⎦ | |
// And vice versa - *tensor.Dense | |
// ========================= | |
// Matrix (9, 7) [7 1] | |
// ⎡0 0 0 0 0 0 0⎤ | |
// ⎢0 3 0 0 0 0 0⎥ | |
// ⎢0 0 1 0 0 0 0⎥ | |
// ⎢0 0 0 0 0 0 0⎥ | |
// ⎢0 0 0 0 0 0 0⎥ | |
// ⎢0 0 0 0 0 0 0⎥ | |
// ⎢0 4 0 0 0 0 0⎥ | |
// ⎢0 0 0 0 0 0 0⎥ | |
// ⎣0 0 0 0 0 0 1⎦ | |
} |
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