carankt's picture
Verification: upload code and scripts only
c22b544 verified
Raw
History Blame Contribute Delete
1.5 kB
import csv
def parse_segments_csv(file_path):
label_dict = {}
for line in open(file_path, 'r', encoding='utf-8'):
if line.startswith('#'):
continue
line = line.strip("\n")
ytid, start_seconds, end_seconds, labels = line.split(", ")
# キーの作成
key = ytid + ":" + str(int(float(start_seconds)))
# ラベルをリストとして保存(カンマ区切り)
label_list = labels.strip('"').split(',')
label_dict[key] = label_list
return label_dict
label_data = parse_segments_csv("../audioset/unbalanced_train_segments.csv")
def get_tag(csv_filename):
ret = dict()
with open(csv_filename, 'r', encoding='utf-8', newline="\n") as f:
reader = csv.DictReader(f)
for row in reader:
audiocap_id = row["audiocap_id"]
youtube_id = row["youtube_id"]
start_time = int(float(row["start_time"]))
k = youtube_id + ":" + str(start_time)
assert k in label_data, k
ret[audiocap_id] = label_data[k]
return ret
tag_dict = dict()
for fname in ["train", "val", "test"]:
tag_info = get_tag(f"../fixed_audiocaps2.0/{fname}.csv")
n0 = len(tag_dict)
tag_dict.update(tag_info)
assert len(tag_dict) - n0 == len(tag_info)
with open('info.csv', mode='w') as f:
for key, labels in tag_dict.items():
labels_str = ','.join(labels)
print(key+":"+labels_str, file=f)