Last active
March 28, 2021 10:39
-
-
Save seberg/5236560 to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import numpy as np | |
def object_einsum(string, *arrays): | |
"""Simplified object einsum, not as much error checking | |
does not support "..." or list input and will see "...", etc. as three times | |
an axes identifier, tries normal einsum first! | |
NOTE: This is untested, and not fast, but object type is | |
never really fast anyway... | |
""" | |
try: | |
return np.einsum(string, *arrays) | |
except TypeError: | |
pass | |
s = string.split('->') | |
in_op = s[0].split(',') | |
out_op = None if len(s) == 1 else s[1].replace(' ', '') | |
in_op = [axes.replace(' ', '') for axes in in_op] | |
all_axes = set() | |
for axes in in_op: | |
all_axes.update(axes) | |
if out_op is None: | |
out_op = sorted(all_axes) | |
else: | |
all_axes.update(out_op) | |
perm_dict = {_[1]: _[0] for _ in enumerate(all_axes)} | |
dims = len(perm_dict) | |
op_axes = [] | |
for axes in (in_op + list((out_op,))): | |
op = [-1] * dims | |
for i, ax in enumerate(axes): | |
op[perm_dict[ax]] = i | |
op_axes.append(op) | |
op_flags = [('readonly',)] * len(in_op) + [('readwrite', 'allocate')] | |
dtypes = [np.object_] * (len(in_op) + 1) # cast all to object | |
nditer = np.nditer(arrays + (None,), op_axes=op_axes, flags=['buffered', 'delay_bufalloc', 'reduce_ok', 'grow_inner', 'refs_ok'], op_dtypes=dtypes, op_flags=op_flags) | |
nditer.operands[-1][...] = 0 | |
nditer.reset() | |
for vals in nditer: | |
out = vals[-1] | |
prod = vals[0] | |
for value in vals[1:-1]: | |
prod *= value | |
out += prod | |
return nditer.operands[-1] |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
I had to combine the changes made by @gugar20 and @wenlibin02 to get this to work correctly.