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Add int search space

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This commit is contained in:
D-X-Y
2021-03-18 16:02:55 +08:00
parent ece6ac5f41
commit 63c8bb9bc8
67 changed files with 5150 additions and 1474 deletions
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43
exps/NATS-Bench/tss-collect-patcher.py
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@@ -50,7 +50,9 @@ def simplify(save_dir, save_name, nets, total, sup_config):
seeds.add(seed)
nums.append(len(xlist))
print(" [seed={:}] there are {:} checkpoints.".format(seed, len(xlist)))
assert len(nets) == total == max(nums), "there are some missed files : {:} vs {:}".format(max(nums), total)
assert (
len(nets) == total == max(nums)
), "there are some missed files : {:} vs {:}".format(max(nums), total)
print("{:} start simplify the checkpoint.".format(time_string()))
datasets = ("cifar10-valid", "cifar10", "cifar100", "ImageNet16-120")
@@ -78,7 +80,9 @@ def simplify(save_dir, save_name, nets, total, sup_config):
# measure elapsed time
arch_time.update(time.time() - end_time)
end_time = time.time()
need_time = "{:}".format(convert_secs2time(arch_time.avg * (total - index - 1), True))
need_time = "{:}".format(
convert_secs2time(arch_time.avg * (total - index - 1), True)
)
# print('{:} {:06d}/{:06d} : still need {:}'.format(time_string(), index, total, need_time))
print("{:} {:} done.".format(time_string(), save_name))
final_infos = {
@@ -108,7 +112,11 @@ def simplify(save_dir, save_name, nets, total, sup_config):
def traverse_net(max_node):
aa_nas_bench_ss = get_search_spaces("cell", "nats-bench")
archs = CellStructure.gen_all(aa_nas_bench_ss, max_node, False)
print("There are {:} archs vs {:}.".format(len(archs), len(aa_nas_bench_ss) ** ((max_node - 1) * max_node / 2)))
print(
"There are {:} archs vs {:}.".format(
len(archs), len(aa_nas_bench_ss) ** ((max_node - 1) * max_node / 2)
)
)
random.seed(88) # please do not change this line for reproducibility
random.shuffle(archs)
@@ -117,10 +125,12 @@ def traverse_net(max_node):
== "|avg_pool_3x3~0|+|nor_conv_1x1~0|skip_connect~1|+|nor_conv_1x1~0|skip_connect~1|skip_connect~2|"
), "please check the 0-th architecture : {:}".format(archs[0])
assert (
archs[9].tostr() == "|avg_pool_3x3~0|+|none~0|none~1|+|skip_connect~0|none~1|nor_conv_3x3~2|"
archs[9].tostr()
== "|avg_pool_3x3~0|+|none~0|none~1|+|skip_connect~0|none~1|nor_conv_3x3~2|"
), "please check the 9-th architecture : {:}".format(archs[9])
assert (
archs[123].tostr() == "|avg_pool_3x3~0|+|avg_pool_3x3~0|nor_conv_1x1~1|+|none~0|avg_pool_3x3~1|nor_conv_3x3~2|"
archs[123].tostr()
== "|avg_pool_3x3~0|+|avg_pool_3x3~0|nor_conv_1x1~1|+|none~0|avg_pool_3x3~1|nor_conv_3x3~2|"
), "please check the 123-th architecture : {:}".format(archs[123])
return [x.tostr() for x in archs]
@@ -128,7 +138,8 @@ def traverse_net(max_node):
if __name__ == "__main__":
parser = argparse.ArgumentParser(
description="NATS-Bench (topology search space)", formatter_class=argparse.ArgumentDefaultsHelpFormatter
description="NATS-Bench (topology search space)",
formatter_class=argparse.ArgumentDefaultsHelpFormatter,
)
parser.add_argument(
"--base_save_dir",
@@ -136,16 +147,26 @@ if __name__ == "__main__":
default="./output/NATS-Bench-topology",
help="The base-name of folder to save checkpoints and log.",
)
parser.add_argument("--max_node", type=int, default=4, help="The maximum node in a cell.")
parser.add_argument("--channel", type=int, default=16, help="The number of channels.")
parser.add_argument("--num_cells", type=int, default=5, help="The number of cells in one stage.")
parser.add_argument(
"--max_node", type=int, default=4, help="The maximum node in a cell."
)
parser.add_argument(
"--channel", type=int, default=16, help="The number of channels."
)
parser.add_argument(
"--num_cells", type=int, default=5, help="The number of cells in one stage."
)
parser.add_argument("--check_N", type=int, default=15625, help="For safety.")
parser.add_argument("--save_name", type=str, default="process", help="The save directory.")
parser.add_argument(
"--save_name", type=str, default="process", help="The save directory."
)
args = parser.parse_args()
nets = traverse_net(args.max_node)
if len(nets) != args.check_N:
raise ValueError("Pre-num-check failed : {:} vs {:}".format(len(nets), args.check_N))
raise ValueError(
"Pre-num-check failed : {:} vs {:}".format(len(nets), args.check_N)
)
save_dir = Path(args.base_save_dir)
simplify(