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mlx/mlx/backend/common/slicing.cpp

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// Copyright © 2024 Apple Inc.
#include "mlx/backend/common/utils.h"
namespace mlx::core {
std::tuple<int64_t, Strides> prepare_slice(
const array& in,
const Shape& start_indices,
const Shape& strides) {
int64_t data_offset = 0;
Strides inp_strides(in.ndim(), 0);
for (int i = 0; i < in.ndim(); ++i) {
data_offset += start_indices[i] * in.strides()[i];
inp_strides[i] = in.strides()[i] * strides[i];
}
return std::make_tuple(data_offset, inp_strides);
}
void shared_buffer_slice(
const array& in,
const Strides& out_strides,
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int64_t data_offset,
size_t data_size,
array& out) {
// Compute row/col contiguity
auto [no_bsx_size, is_row_contiguous, is_col_contiguous] =
check_contiguity(out.shape(), out_strides);
auto flags = in.flags();
flags.row_contiguous = is_row_contiguous;
flags.col_contiguous = is_col_contiguous;
flags.contiguous = (no_bsx_size == data_size);
out.copy_shared_buffer(in, out_strides, flags, data_size, data_offset);
}
void slice(
const array& in,
array& out,
const Shape& start_indices,
const Shape& strides) {
if (out.size() == 0) {
out.set_data(allocator::malloc(0));
return;
}
// Calculate out strides, initial offset
auto [data_offset, inp_strides] = prepare_slice(in, start_indices, strides);
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// Get the location of the end based on the inp strides and out.shape()
int64_t low_idx = 0;
int64_t high_idx = 0;
for (int i = 0; i < inp_strides.size(); ++i) {
auto delta = inp_strides[i] * (out.shape()[i] - 1);
if (inp_strides[i] > 0) {
high_idx += delta;
} else {
low_idx += delta;
}
}
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int64_t data_size = (high_idx - low_idx) + 1;
if (data_size < 0) {
std::ostringstream msg;
msg << "[slice] Computed invalid data size: " << data_size << ".";
throw std::runtime_error(msg.str());
}
shared_buffer_slice(in, inp_strides, data_offset, data_size, out);
}
} // namespace mlx::core