ray/rllib/utils/window_stat.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

28 lines
811 B
Python

import numpy as np
class WindowStat:
def __init__(self, name, n):
self.name = name
self.items = [None] * n
self.idx = 0
self.count = 0
def push(self, obj):
self.items[self.idx] = obj
self.idx += 1
self.count += 1
self.idx %= len(self.items)
def stats(self):
if not self.count:
quantiles = []
else:
quantiles = np.percentile(self.items[:self.count],
[0, 10, 50, 90, 100]).tolist()
return {
self.name + "_count": int(self.count),
self.name + "_mean": float(np.mean(self.items[:self.count])),
self.name + "_std": float(np.std(self.items[:self.count])),
self.name + "_quantiles": quantiles,
}