File: cupy.py

package info (click to toggle)
python-opt-einsum 3.4.0-2
  • links: PTS, VCS
  • area: main
  • in suites: forky, sid, trixie
  • size: 1,772 kB
  • sloc: python: 4,124; makefile: 31; javascript: 15
file content (32 lines) | stat: -rw-r--r-- 950 bytes parent folder | download
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
"""Required functions for optimized contractions of numpy arrays using cupy."""

from opt_einsum.helpers import has_array_interface
from opt_einsum.sharing import to_backend_cache_wrap

__all__ = ["to_cupy", "build_expression", "evaluate_constants"]


@to_backend_cache_wrap
def to_cupy(array):  # pragma: no cover
    import cupy

    if has_array_interface(array):
        return cupy.asarray(array)

    return array


def build_expression(_, expr):  # pragma: no cover
    """Build a cupy function based on ``arrays`` and ``expr``."""

    def cupy_contract(*arrays):
        return expr._contract([to_cupy(x) for x in arrays], backend="cupy").get()

    return cupy_contract


def evaluate_constants(const_arrays, expr):  # pragma: no cover
    """Convert constant arguments to cupy arrays, and perform any possible
    constant contractions.
    """
    return expr(*[to_cupy(x) for x in const_arrays], backend="cupy", evaluate_constants=True)