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torch.slice_scatter

function slice_scatter<S extends Shape, Dt extends DType, Dev extends DeviceType>(input: Tensor<S, Dt, Dev>, src: Tensor, options?: SliceScatterOptions): Tensor<S, Dt, Dev>function slice_scatter<S extends Shape, Dt extends DType, Dev extends DeviceType>(input: Tensor<S, Dt, Dev>, src: Tensor, dim: number, start: number, end: number, step: number, options?: SliceScatterOptions): Tensor<S, Dt, Dev>

Scatters values at a slice range along a dimension.

Embeds a source tensor into a slice of the input tensor. The source size along the specified dimension must match (end - start). Useful for:

  • Slice replacement: replacing a range of elements
  • Partial updates: updating subsets along dimensions
  • Region replacement: replacing regions in tensors
  • Tensor composition: building larger tensors from pieces
  • Rolling window updates: updating windows in sequences
  • Size match: src.shape[dim] must equal (end - start)
  • Step=1 only: Currently step must be 1
  • Default end: If not provided, computed from src size
  • Dimension flexible: Works along any dimension
  • Size mismatch: src must fit exactly in [start, end)
  • Step limitation: step != 1 not yet supported
  • Index validation: start and end must be in valid range

Parameters

inputTensor<S, Dt, Dev>
The input tensor
srcTensor
Source tensor to embed (must fit in slice)
optionsSliceScatterOptionsoptional
Alternative to positional args: { dim?, start?, end?, step? }

Returns

Tensor<S, Dt, Dev>– A new tensor with src embedded at the slice

Examples

// Using positional arguments
const matrix = torch.zeros(10, 5);
const new_rows = torch.ones(3, 5);
const updated = torch.slice_scatter(matrix, new_rows, 0, 2, 5);

// Using options object
const updated2 = torch.slice_scatter(matrix, new_rows, { dim: 0, start: 2, end: 5 });

// Mixing positional and options
const updated3 = torch.slice_scatter(matrix, new_rows, 0, { start: 2, end: 5 });

// Temporal slice replacement
const sequence = torch.randn(100, 64);
const replacement = torch.randn(10, 64);
const updated_seq = torch.slice_scatter(sequence, replacement, { dim: 0, start: 40, end: 50 });

// Column range replacement
const grid = torch.zeros(20, 20);
const new_cols = torch.ones(20, 5);
const updated_grid = torch.slice_scatter(grid, new_cols, 1, { start: 10, end: 15 });

See Also

  • PyTorch torch.slice_scatter()
  • select_scatter - Single index scatter (step 1, length 1)
  • diagonal_scatter - Diagonal scatter
  • slice - Extract slice (inverse operation)
  • narrow - Extract narrowed range
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