-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathmain.py
executable file
·167 lines (138 loc) · 5.76 KB
/
main.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
#!/usr/bin/env python3
import os
import sys
from itertools import repeat
from pathlib import Path
from time import time
from traceback import format_exc
from psutil import Process
import grasp
import gurobi
from utils import analysis
from utils.cmd_args import Action, get_arg_parser, print_args
from utils.config import ANALYSES_DIR_PATH, DATASETS_DIR_PATH, RESULTS_DIR_PATH
from utils.datamodels import (
BaseResult,
AnalysisResult,
InstanceData,
GraspResult,
GurobiResult,
ResultStatus,
)
from utils.instance import read_instance
from utils.misc import current_human_datetime, nat_sort_key
from utils.results import save_result
from utils.vprint import set_verbosity_level, v0_print
def _print_result(result: BaseResult) -> None:
if isinstance(result, GraspResult):
v0_print(grasp.utils.build_result_short_info(result))
elif isinstance(result, GurobiResult):
v0_print(gurobi.utils.build_result_short_info(result))
elif isinstance(result, AnalysisResult):
v0_print(analysis.build_analysis_info(result))
def _run_action(action: Action, data: InstanceData, cmd_args) -> BaseResult:
result = None
# Analyse instance
if action == Action.ANALYSE:
result = analysis.analyse_instance(data)
# SCCS
elif action == Action.SCCS_BIN:
result = gurobi.sccs.run_sccs_bin(data, time_limit=cmd_args.time_limit,
relaxed=cmd_args.gurobi_relaxed, save_model=cmd_args.gurobi_save_model)
elif action == Action.SCCS_MIP:
result = gurobi.sccs.run_sccs_mip(data, time_limit=cmd_args.time_limit,
relaxed=cmd_args.gurobi_relaxed, save_model=cmd_args.gurobi_save_model)
elif action == Action.SCCS_QO:
result = gurobi.sccs_qo.run_sccs_qo(data, time_limit=cmd_args.time_limit,
save_model=cmd_args.gurobi_save_model)
elif action == Action.SCCS_GRASP:
result = grasp.sccs.run_sccs(data,
max_candidates=cmd_args.grasp_max_candidates,
time_limit=cmd_args.time_limit,
stage1_time_limit=cmd_args.grasp_stage1_time_limit,
stage2_time_limit=cmd_args.grasp_stage2_time_limit,
iterations_limit=cmd_args.grasp_iterations_limit,
stale_iterations_limit=cmd_args.grasp_stale_iterations_limit,
cpu_count=cmd_args.cpu_count, presolve=cmd_args.grasp_presolve,
profile=cmd_args.grasp_profile
)
else:
raise ValueError(f"Unhandled action: {action}")
return result
def _get_unique_dataset_sequence(cmd_args) -> str:
path = Path(DATASETS_DIR_PATH, cmd_args.target)
if path.is_file():
yield cmd_args.target
elif path.is_dir():
for dir_path, _, file_names in os.walk(path):
file_names.sort(key=nat_sort_key)
for fname in file_names:
yield str(Path(dir_path, fname).relative_to(DATASETS_DIR_PATH))
if not cmd_args.recursive:
break
else:
raise FileNotFoundError(f"File or directory '{path}' does not exist")
def _get_task_sequence(cmd_args) -> tuple[str, Action]:
for instance_id in _get_unique_dataset_sequence(cmd_args):
for action in cmd_args.actions:
if action == Action.SCCS_GRASP:
for _ in repeat(None, cmd_args.grasp_repetitions):
yield instance_id, action
else:
yield instance_id, action
def main():
# Setup
cmd_args = get_arg_parser().parse_args()
set_verbosity_level(level=cmd_args.verbose, silent=cmd_args.silent)
print_args(cmd_args)
human_now = current_human_datetime()
results_file_path = Path(RESULTS_DIR_PATH, f"results_{human_now}.csv")
analyses_file_path = Path(ANALYSES_DIR_PATH, f"analyses_{human_now}.csv")
# Execute actions
for instance_id, action in _get_task_sequence(cmd_args):
result = BaseResult.for_action(instance_id, action, cmd_args=sys.argv)
# Read instance data
k: int = cmd_args.conflict_threshold
v0_print("[INFO] Reading instance '{}' (k={}) from file", instance_id, k)
read_time_start = time()
try:
instance_data = read_instance(instance_id, k)
except Exception as ex:
v0_print(
"[ERROR] The following exception occurred while reading data "
"for instance '{}'.\n{}", instance_id, format_exc()
)
result.status = ResultStatus.RUNTIME_EXCEPTION
result.runtime_exception = ex
save_result(result)
continue
read_time = time() - read_time_start
# Execute action
process = Process()
cpu_times_start = process.cpu_times()
start_at = time()
try:
result = _run_action(action, instance_data, cmd_args)
except Exception as ex:
cpu_times_end = process.cpu_times()
end_at = time()
v0_print(
"[ERROR] The following exception occurred while running "
"action '{}' for instance '{}' (k={}).\n{}",
action, instance_id, k, format_exc()
)
result.add_instance_data(instance_data)
result.status = ResultStatus.RUNTIME_EXCEPTION
result.runtime_exception = ex
result.user_time = cpu_times_end.user - cpu_times_start.user
result.system_time = cpu_times_end.system - cpu_times_start.system
result.total_time = end_at - start_at
finally:
result.read_time = read_time
result.results_file_path = results_file_path
result.analyses_file_path = analyses_file_path
saved = save_result(result)
if saved:
_print_result(result)
if __name__ == '__main__':
main()