ray/rllib/utils/torch_ops.py
Sven 60d4d5e1aa Remove future imports (#6724)
* Remove all __future__ imports from RLlib.

* Remove (object) again from tf_run_builder.py::TFRunBuilder.

* Fix 2xLINT warnings.

* Fix broken appo_policy import (must be appo_tf_policy)

* Remove future imports from all other ray files (not just RLlib).

* Remove future imports from all other ray files (not just RLlib).

* Remove future import blocks that contain `unicode_literals` as well.
Revert appo_tf_policy.py to appo_policy.py (belongs to another PR).

* Add two empty lines before Schedule class.

* Put back __future__ imports into determine_tests_to_run.py. Fails otherwise on a py2/print related error.
2020-01-09 00:15:48 -08:00

19 lines
507 B
Python

from ray.rllib.utils.framework import try_import_torch
torch, _ = try_import_torch()
def sequence_mask(lengths, maxlen, dtype=torch.bool):
"""
Exact same behavior as tf.sequence_mask.
Thanks to Dimitris Papatheodorou
(https://discuss.pytorch.org/t/pytorch-equivalent-for-tf-sequence-mask/39036).
"""
if maxlen is None:
maxlen = lengths.max()
mask = ~(torch.ones((len(lengths), maxlen)).cumsum(dim=1).t() > lengths).\
t()
mask.type(dtype)
return mask