ray/rllib/utils/tracking_dict.py

37 lines
1.2 KiB
Python

class UsageTrackingDict(dict):
"""Dict that tracks which keys have been accessed.
It can also intercept gets and allow an arbitrary callback to be applied
(i.e., to lazily convert numpy arrays to Tensors).
We make the simplifying assumption only __getitem__ is used to access
values.
"""
def __init__(self, *args, **kwargs):
dict.__init__(self, *args, **kwargs)
self.accessed_keys = set()
self.intercepted_values = {}
self.get_interceptor = None
def set_get_interceptor(self, fn):
self.get_interceptor = fn
def copy(self):
copy = UsageTrackingDict(**dict.copy(self))
copy.set_get_interceptor(self.get_interceptor)
return copy
def __getitem__(self, key):
self.accessed_keys.add(key)
value = dict.__getitem__(self, key)
if self.get_interceptor:
if key not in self.intercepted_values:
self.intercepted_values[key] = self.get_interceptor(value)
value = self.intercepted_values[key]
return value
def __setitem__(self, key, value):
dict.__setitem__(self, key, value)
if key in self.intercepted_values:
self.intercepted_values[key] = value