|
1
|
|
|
# Author: Simon Blanke |
|
2
|
|
|
# Email: [email protected] |
|
3
|
|
|
# License: MIT License |
|
4
|
|
|
|
|
5
|
|
|
import os |
|
6
|
|
|
import json |
|
7
|
|
|
import shutil |
|
8
|
|
|
import hashlib |
|
9
|
|
|
import inspect |
|
10
|
|
|
|
|
11
|
|
|
import numpy as np |
|
12
|
|
|
|
|
13
|
|
|
from .memory_load import MemoryLoad |
|
14
|
|
|
from .memory_dump import MemoryDump |
|
15
|
|
|
|
|
16
|
|
|
|
|
17
|
|
|
class BaseMemory: |
|
18
|
|
|
def __init__(self, _space_, _main_args_, _cand_): |
|
19
|
|
|
self._space_ = _space_ |
|
20
|
|
|
self._main_args_ = _main_args_ |
|
21
|
|
|
|
|
22
|
|
|
self.pos_best = None |
|
23
|
|
|
self.score_best = -np.inf |
|
24
|
|
|
|
|
25
|
|
|
self.memory_type = _main_args_.memory |
|
26
|
|
|
self.memory_dict = {} |
|
27
|
|
|
|
|
28
|
|
|
self.meta_data_found = False |
|
29
|
|
|
|
|
30
|
|
|
self.n_dims = None |
|
31
|
|
|
|
|
32
|
|
|
|
|
33
|
|
|
class ShortTermMemory(BaseMemory): |
|
34
|
|
|
def __init__(self, _space_, _main_args_, _cand_): |
|
35
|
|
|
super().__init__(_space_, _main_args_, _cand_) |
|
36
|
|
|
|
|
37
|
|
|
|
|
38
|
|
|
class LongTermMemory(BaseMemory): |
|
39
|
|
|
def __init__(self, _space_, _main_args_, _cand_): |
|
40
|
|
|
super().__init__(_space_, _main_args_, _cand_) |
|
41
|
|
|
|
|
42
|
|
|
self._load_ = MemoryLoad(_space_, _main_args_, _cand_) |
|
43
|
|
|
self._dump_ = MemoryDump(_space_, _main_args_, _cand_) |
|
44
|
|
|
|
|
45
|
|
|
def load_memory(self, _cand_, _verb_): |
|
46
|
|
|
self.memory_dict = self._load_._load_memory(_cand_, _verb_, self.memory_dict) |
|
47
|
|
|
|
|
48
|
|
|
def save_memory(self, _main_args_, _opt_args_, _cand_): |
|
49
|
|
|
self._dump_._save_memory(_main_args_, _opt_args_, _cand_, self.memory_dict) |
|
50
|
|
|
|
|
51
|
|
|
def _get_hash(self, object): |
|
52
|
|
|
return hashlib.sha1(object).hexdigest() |
|
53
|
|
|
|
|
54
|
|
|
def _get_func_str(self, func): |
|
55
|
|
|
return inspect.getsource(func) |
|
56
|
|
|
|
|
57
|
|
|
def _obj2hash(self): |
|
58
|
|
|
obj2hash_dict = {} |
|
59
|
|
|
para_hash_list = self._get_para_hash_list() |
|
60
|
|
|
|
|
61
|
|
|
for para_hash in para_hash_list: |
|
62
|
|
|
obj = self._read_dill(para_hash) |
|
63
|
|
|
obj2hash_dict[para_hash] = obj |
|
64
|
|
|
|
|
65
|
|
|
return obj2hash_dict |
|
66
|
|
|
|
SimonBlanke /
Hyperactive
