iicd/xautodl
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

Add int search space

Browse Source
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
Download Patch File Download Diff File Expand all files Collapse all files

51
exps/experimental/test-ww-bench.py
View File

@@ -53,8 +53,12 @@ def evaluate(api, weight_dir, data: str):
# compute the weight watcher results
config = api.get_net_config(arch_index, data)
net = get_cell_based_tiny_net(config)
meta_info = api.query_meta_info_by_index(arch_index, hp="200" if api.search_space_name == "topology" else "90")
params = meta_info.get_net_param(data, 888 if api.search_space_name == "topology" else 777)
meta_info = api.query_meta_info_by_index(
arch_index, hp="200" if api.search_space_name == "topology" else "90"
)
params = meta_info.get_net_param(
data, 888 if api.search_space_name == "topology" else 777
)
with torch.no_grad():
net.load_state_dict(params)
_, summary = weight_watcher.analyze(net, alphas=False)
@@ -73,7 +77,10 @@ def evaluate(api, weight_dir, data: str):
norms.append(cur_norm)
# query the accuracy
info = meta_info.get_metrics(
data, "ori-test", iepoch=None, is_random=888 if api.search_space_name == "topology" else 777
data,
"ori-test",
iepoch=None,
is_random=888 if api.search_space_name == "topology" else 777,
)
accuracies.append(info["accuracy"])
del net, meta_info
@@ -98,7 +105,11 @@ def main(search_space, meta_file: str, weight_dir, save_dir, xdata):
for hp in hps:
nums = api.statistics(data, hp=hp)
total = sum([k * v for k, v in nums.items()])
print("Using {:3s} epochs, trained on {:20s} : {:} trials in total ({:}).".format(hp, data, total, nums))
print(
"Using {:3s} epochs, trained on {:20s} : {:} trials in total ({:}).".format(
hp, data, total, nums
)
)
print(time_string() + " " + "=" * 50)
norms, accuracies = evaluate(api, weight_dir, xdata)
@@ -120,8 +131,15 @@ def main(search_space, meta_file: str, weight_dir, save_dir, xdata):
plt.xlim(min(indexes), max(indexes))
plt.ylim(min(indexes), max(indexes))
# plt.ylabel('y').set_rotation(30)
plt.yticks(np.arange(min(indexes), max(indexes), max(indexes) // 3), fontsize=LegendFontsize, rotation="vertical")
plt.xticks(np.arange(min(indexes), max(indexes), max(indexes) // 5), fontsize=LegendFontsize)
plt.yticks(
np.arange(min(indexes), max(indexes), max(indexes) // 3),
fontsize=LegendFontsize,
rotation="vertical",
)
plt.xticks(
np.arange(min(indexes), max(indexes), max(indexes) // 5),
fontsize=LegendFontsize,
)
ax.scatter(indexes, labels, marker="*", s=0.5, c="tab:red", alpha=0.8)
ax.scatter(indexes, indexes, marker="o", s=0.5, c="tab:blue", alpha=0.8)
ax.scatter([-1], [-1], marker="o", s=100, c="tab:blue", label="Test accuracy")
@@ -129,7 +147,9 @@ def main(search_space, meta_file: str, weight_dir, save_dir, xdata):
plt.grid(zorder=0)
ax.set_axisbelow(True)
plt.legend(loc=0, fontsize=LegendFontsize)
ax.set_xlabel("architecture ranking sorted by the test accuracy ", fontsize=LabelSize)
ax.set_xlabel(
"architecture ranking sorted by the test accuracy ", fontsize=LabelSize
)
ax.set_ylabel("architecture ranking computed by weight watcher", fontsize=LabelSize)
save_path = (save_dir / "{:}-{:}-test-ww.pdf".format(search_space, xdata)).resolve()
fig.savefig(save_path, dpi=dpi, bbox_inches="tight", format="pdf")
@@ -148,9 +168,18 @@ if __name__ == "__main__":
default="./output/vis-nas-bench/",
help="The base-name of folder to save checkpoints and log.",
)
parser.add_argument("--search_space", type=str, default=None, choices=["tss", "sss"], help="The search space.")
parser.add_argument(
"--base_path", type=str, default=None, help="The path to the NAS-Bench-201 benchmark file and weight dir."
"--search_space",
type=str,
default=None,
choices=["tss", "sss"],
help="The search space.",
)
parser.add_argument(
"--base_path",
type=str,
default=None,
help="The path to the NAS-Bench-201 benchmark file and weight dir.",
)
parser.add_argument("--dataset", type=str, default=None, help=".")
args = parser.parse_args()
@@ -160,6 +189,8 @@ if __name__ == "__main__":
meta_file = Path(args.base_path + ".pth")
weight_dir = Path(args.base_path + "-full")
assert meta_file.exists(), "invalid path for api : {:}".format(meta_file)
assert weight_dir.exists() and weight_dir.is_dir(), "invalid path for weight dir : {:}".format(weight_dir)
assert (
weight_dir.exists() and weight_dir.is_dir()
), "invalid path for weight dir : {:}".format(weight_dir)
main(args.search_space, str(meta_file), weight_dir, save_dir, args.dataset)