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Update NATS-Bench (sss version 1.2)

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D-X-Y
2020-08-30 08:04:52 +00:00
parent 469a207945
commit 5f151d1970
15 changed files with 317 additions and 229 deletions
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26
exps/NATS-Bench/sss-collect.py
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@@ -11,7 +11,6 @@
# python exps/NATS-Bench/sss-collect.py #
##############################################################################
import os, re, sys, time, shutil, argparse, collections
import numpy as np
import torch
from tqdm import tqdm
from pathlib import Path
@@ -22,7 +21,7 @@ if str(lib_dir) not in sys.path: sys.path.insert(0, str(lib_dir))
from log_utils import AverageMeter, time_string, convert_secs2time
from config_utils import dict2config
from models import CellStructure, get_cell_based_tiny_net
from nas_201_api import ArchResults, ResultsCount
from nats_bench import pickle_save, pickle_load, ArchResults, ResultsCount
from procedures import bench_pure_evaluate as pure_evaluate, get_nas_bench_loaders
from utils import get_md5_file
@@ -193,8 +192,8 @@ def simplify(save_dir, save_name, nets, total):
arch_str = nets[index]
hp2info = OrderedDict()
full_save_path = full_save_dir / '{:06d}.npy'.format(index)
simple_save_path = simple_save_dir / '{:06d}.npy'.format(index)
full_save_path = full_save_dir / '{:06d}.pickle'.format(index)
simple_save_path = simple_save_dir / '{:06d}.pickle'.format(index)
for hp in hps:
sub_save_dir = save_dir / 'raw-data-{:}'.format(hp)
@@ -213,13 +212,13 @@ def simplify(save_dir, save_name, nets, total):
to_save_data = OrderedDict({'01': hp2info['01'].state_dict(),
'12': hp2info['12'].state_dict(),
'90': hp2info['90'].state_dict()})
np.save(str(full_save_path), to_save_data)
pickle_save(to_save_data, str(full_save_path))
for hp in hps: hp2info[hp].clear_params()
to_save_data = OrderedDict({'01': hp2info['01'].state_dict(),
'12': hp2info['12'].state_dict(),
'90': hp2info['90'].state_dict()})
np.save(str(simple_save_path), to_save_data)
pickle_save(to_save_data, str(simple_save_path))
arch2infos[index] = to_save_data
# measure elapsed time
arch_time.update(time.time() - end_time)
@@ -231,18 +230,23 @@ def simplify(save_dir, save_name, nets, total):
'total_archs': total,
'arch2infos' : arch2infos,
'evaluated_indexes': evaluated_indexes}
save_file_name = save_dir / '{:}.npy'.format(save_name)
np.save(str(save_file_name), final_infos)
save_file_name = save_dir / '{:}.pickle'.format(save_name)
pickle_save(final_infos, str(save_file_name))
# move the benchmark file to a new path
hd5sum = get_md5_file(save_file_name)
hd5_file_name = save_dir / '{:}-{:}.npy'.format(NATS_TSS_BASE_NAME, hd5sum)
shutil.move(save_file_name, hd5_file_name)
hd5sum = get_md5_file(str(save_file_name) + '.pbz2')
hd5_file_name = save_dir / '{:}-{:}.pickle.pbz2'.format(NATS_TSS_BASE_NAME, hd5sum)
shutil.move(str(save_file_name) + '.pbz2', hd5_file_name)
print('Save {:} / {:} architecture results into {:} -> {:}.'.format(len(evaluated_indexes), total, save_file_name, hd5_file_name))
# move the directory to a new path
hd5_full_save_dir = save_dir / '{:}-{:}-full'.format(NATS_TSS_BASE_NAME, hd5sum)
hd5_simple_save_dir = save_dir / '{:}-{:}-simple'.format(NATS_TSS_BASE_NAME, hd5sum)
shutil.move(full_save_dir, hd5_full_save_dir)
shutil.move(simple_save_dir, hd5_simple_save_dir)
# save the meta information for simple and full
final_infos['arch2infos'] = None
final_infos['evaluated_indexes'] = set()
pickle_save(final_infos, str(hd5_full_save_dir / 'meta.pickle'))
pickle_save(final_infos, str(hd5_simple_save_dir / 'meta.pickle'))
def traverse_net(candidates: List[int], N: int):