candle-core 0.10.1

Minimalist ML framework.
Documentation 
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use candle::{test_device, Device, IndexOp, Result, Tensor};
use candle_core as candle;

fn contiguous(device: &Device) -> Result<()> {
    let tensor = Tensor::arange(0u32, 24u32, device)?.reshape((2, 3, 4))?;
    assert_eq!(
        tensor.to_vec3::<u32>()?,
        &[
            [[0, 1, 2, 3], [4, 5, 6, 7], [8, 9, 10, 11]],
            [[12, 13, 14, 15], [16, 17, 18, 19], [20, 21, 22, 23]]
        ]
    );
    assert_eq!(
        tensor.t()?.contiguous()?.to_vec3::<u32>()?,
        &[
            [[0, 4, 8], [1, 5, 9], [2, 6, 10], [3, 7, 11]],
            [[12, 16, 20], [13, 17, 21], [14, 18, 22], [15, 19, 23]]
        ]
    );
    assert_eq!(
        tensor.transpose(0, 1)?.contiguous()?.to_vec3::<u32>()?,
        &[
            [[0, 1, 2, 3], [12, 13, 14, 15]],
            [[4, 5, 6, 7], [16, 17, 18, 19]],
            [[8, 9, 10, 11], [20, 21, 22, 23]]
        ]
    );
    assert_eq!(
        tensor.transpose(0, 1)?.flatten_all()?.to_vec1::<u32>()?,
        &[0, 1, 2, 3, 12, 13, 14, 15, 4, 5, 6, 7, 16, 17, 18, 19, 8, 9, 10, 11, 20, 21, 22, 23]
    );
    assert_eq!(
        tensor
            .i(1..)?
            .transpose(0, 1)?
            .contiguous()?
            .to_vec3::<u32>()?,
        &[[[12, 13, 14, 15]], [[16, 17, 18, 19]], [[20, 21, 22, 23]]]
    );
    assert_eq!(
        tensor.transpose(0, 2)?.contiguous()?.to_vec3::<u32>()?,
        &[
            [[0, 12], [4, 16], [8, 20]],
            [[1, 13], [5, 17], [9, 21]],
            [[2, 14], [6, 18], [10, 22]],
            [[3, 15], [7, 19], [11, 23]]
        ]
    );
    Ok(())
}

test_device!(contiguous, contiguous_cpu, contiguous_gpu, contiguous_metal);

#[test]
fn strided_blocks() -> Result<()> {
    use candle::Device::Cpu;
    let tensor = Tensor::arange(0u32, 24u32, &Cpu)?.reshape((2, 3, 4))?;
    match tensor.strided_blocks() {
        candle::StridedBlocks::SingleBlock { start_offset, len } => {
            assert_eq!(start_offset, 0);
            assert_eq!(len, 24);
        }
        candle::StridedBlocks::MultipleBlocks { .. } => {
            panic!("unexpected block structure")
        }
    };
    let tensor = Tensor::arange(0u32, 26u32, &Cpu)?
        .i(2..)?
        .reshape((2, 3, 4))?;
    match tensor.strided_blocks() {
        candle::StridedBlocks::SingleBlock { start_offset, len } => {
            assert_eq!(start_offset, 2);
            assert_eq!(len, 24);
        }
        candle::StridedBlocks::MultipleBlocks { .. } => {
            panic!("unexpected block structure")
        }
    };
    let tensor = Tensor::arange(0u32, 24u32, &Cpu)?.reshape((2, 3, 4))?;
    let tensor = tensor.i(1)?;
    match tensor.strided_blocks() {
        candle::StridedBlocks::SingleBlock { start_offset, len } => {
            assert_eq!(start_offset, 12);
            assert_eq!(len, 12);
        }
        candle::StridedBlocks::MultipleBlocks { .. } => {
            panic!("unexpected block structure")
        }
    };
    let tensor = Tensor::arange(0u32, 24u32, &Cpu)?.reshape((2, 3, 4))?;
    let tensor = tensor.i((.., 1))?.contiguous()?;
    match tensor.strided_blocks() {
        candle::StridedBlocks::SingleBlock { start_offset, len } => {
            assert_eq!(start_offset, 0);
            assert_eq!(len, 8);
            assert_eq!(tensor.to_vec2::<u32>()?, &[[4, 5, 6, 7], [16, 17, 18, 19]]);
        }
        candle::StridedBlocks::MultipleBlocks { .. } => {
            panic!("unexpected block structure")
        }
    };
    let tensor = Tensor::arange(0u32, 24u32, &Cpu)?.reshape((2, 3, 4))?;
    let tensor = tensor.i((.., 1))?;
    match tensor.strided_blocks() {
        candle::StridedBlocks::SingleBlock { .. } => {
            panic!("unexpected block structure")
        }
        candle::StridedBlocks::MultipleBlocks {
            block_len,
            block_start_index,
        } => {
            assert_eq!(block_len, 4);
            assert_eq!(block_start_index.collect::<Vec<_>>(), &[4, 16])
        }
    };
    let tensor = Tensor::arange(0u32, 24u32, &Cpu)?.reshape((2, 3, 4))?;
    match tensor.t()?.strided_blocks() {
        candle::StridedBlocks::SingleBlock { .. } => {
            panic!("unexpected block structure")
        }
        candle::StridedBlocks::MultipleBlocks {
            block_start_index,
            block_len,
        } => {
            assert_eq!(block_len, 1);
            assert_eq!(
                block_start_index.collect::<Vec<_>>(),
                &[
                    0, 4, 8, 1, 5, 9, 2, 6, 10, 3, 7, 11, 12, 16, 20, 13, 17, 21, 14, 18, 22, 15,
                    19, 23
                ]
            )
        }
    };
    let tensor = Tensor::arange(0u32, 24u32, &Cpu)?.reshape((2, 3, 4))?;
    match tensor.transpose(0, 1)?.strided_blocks() {
        candle::StridedBlocks::SingleBlock { .. } => {
            panic!("unexpected block structure")
        }
        candle::StridedBlocks::MultipleBlocks {
            block_start_index,
            block_len,
        } => {
            assert_eq!(block_len, 4);
            assert_eq!(
                block_start_index.collect::<Vec<_>>(),
                &[0, 12, 4, 16, 8, 20]
            )
        }
    };
    Ok(())
}