marinone94
commited on
Commit
•
4abd0b0
1
Parent(s):
2d00b9a
add script to upload nst sv
Browse files- eda.ipynb +1030 -9
- upload_nst_sv_to_hf_dataset.py +103 -0
eda.ipynb
CHANGED
@@ -2,7 +2,7 @@
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"cells": [
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{
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"cell_type": "code",
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-
"execution_count":
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"id": "c9526c52",
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"metadata": {},
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"outputs": [],
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@@ -23,12 +23,12 @@
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},
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{
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"cell_type": "code",
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-
"execution_count":
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"id": "cc9f1c45",
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"metadata": {},
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"outputs": [],
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"source": [
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-
"dataset_name = \"mozilla-foundation/
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"dataset_config_name = \"sv-SE\"\n",
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"train_split_name = \"train+validation\"\n",
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"use_auth_token = True"
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},
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{
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"cell_type": "code",
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-
"execution_count":
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"id": "21fd7030",
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"metadata": {},
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"outputs": [],
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@@ -159,7 +159,7 @@
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},
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{
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"cell_type": "code",
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-
"execution_count":
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"id": "7945cada",
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"metadata": {},
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"outputs": [
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@@ -167,7 +167,7 @@
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"name": "stderr",
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"output_type": "stream",
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"text": [
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-
"Reusing dataset common_voice (/Users/emiliomarinone/.cache/huggingface/datasets/mozilla-foundation___common_voice/sv-SE/7.0.0/
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]
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}
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],
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@@ -192,7 +192,7 @@
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},
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{
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"cell_type": "code",
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-
"execution_count":
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"id": "1aead6a1",
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"metadata": {},
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"outputs": [],
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@@ -226,7 +226,7 @@
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},
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{
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"cell_type": "code",
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-
"execution_count":
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"id": "fc794e39",
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"metadata": {},
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"outputs": [
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@@ -239,7 +239,7 @@
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"})"
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]
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},
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-
"execution_count":
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"metadata": {},
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"output_type": "execute_result"
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}
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@@ -248,6 +248,1027 @@
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"test_data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 31,
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"cells": [
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{
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"cell_type": "code",
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+
"execution_count": 5,
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"id": "c9526c52",
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7 |
"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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+
"execution_count": 6,
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"id": "cc9f1c45",
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"metadata": {},
|
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"outputs": [],
|
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"source": [
|
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+
"dataset_name = \"mozilla-foundation/common_voice_7_0\"\n",
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"dataset_config_name = \"sv-SE\"\n",
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"train_split_name = \"train+validation\"\n",
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"use_auth_token = True"
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},
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{
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"cell_type": "code",
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+
"execution_count": 7,
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"id": "21fd7030",
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"metadata": {},
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"outputs": [],
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},
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{
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"cell_type": "code",
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+
"execution_count": 8,
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"id": "7945cada",
|
164 |
"metadata": {},
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165 |
"outputs": [
|
|
|
167 |
"name": "stderr",
|
168 |
"output_type": "stream",
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169 |
"text": [
|
170 |
+
"Reusing dataset common_voice (/Users/emiliomarinone/.cache/huggingface/datasets/mozilla-foundation___common_voice/sv-SE/7.0.0/fe20cac47c166e25b1f096ab661832e3da7cf298ed4a91dcaa1343ad972d175b)\n"
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]
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}
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],
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|
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},
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193 |
{
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"cell_type": "code",
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195 |
+
"execution_count": 10,
|
196 |
"id": "1aead6a1",
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" '',\n",
|
1180 |
+
" '',\n",
|
1181 |
+
" '',\n",
|
1182 |
+
" '',\n",
|
1183 |
+
" '',\n",
|
1184 |
+
" '',\n",
|
1185 |
+
" '',\n",
|
1186 |
+
" '',\n",
|
1187 |
+
" '',\n",
|
1188 |
+
" '',\n",
|
1189 |
+
" '',\n",
|
1190 |
+
" '',\n",
|
1191 |
+
" '',\n",
|
1192 |
+
" '',\n",
|
1193 |
+
" '',\n",
|
1194 |
+
" '',\n",
|
1195 |
+
" '',\n",
|
1196 |
+
" '',\n",
|
1197 |
+
" '',\n",
|
1198 |
+
" '',\n",
|
1199 |
+
" '',\n",
|
1200 |
+
" '',\n",
|
1201 |
+
" '',\n",
|
1202 |
+
" '',\n",
|
1203 |
+
" '',\n",
|
1204 |
+
" '',\n",
|
1205 |
+
" '',\n",
|
1206 |
+
" '',\n",
|
1207 |
+
" '',\n",
|
1208 |
+
" '',\n",
|
1209 |
+
" '',\n",
|
1210 |
+
" '',\n",
|
1211 |
+
" '',\n",
|
1212 |
+
" '',\n",
|
1213 |
+
" '',\n",
|
1214 |
+
" '',\n",
|
1215 |
+
" '',\n",
|
1216 |
+
" '',\n",
|
1217 |
+
" '',\n",
|
1218 |
+
" '',\n",
|
1219 |
+
" '',\n",
|
1220 |
+
" '',\n",
|
1221 |
+
" '',\n",
|
1222 |
+
" '',\n",
|
1223 |
+
" '',\n",
|
1224 |
+
" '',\n",
|
1225 |
+
" '',\n",
|
1226 |
+
" '',\n",
|
1227 |
+
" '',\n",
|
1228 |
+
" '',\n",
|
1229 |
+
" '',\n",
|
1230 |
+
" '',\n",
|
1231 |
+
" '',\n",
|
1232 |
+
" '',\n",
|
1233 |
+
" '',\n",
|
1234 |
+
" '',\n",
|
1235 |
+
" '',\n",
|
1236 |
+
" '',\n",
|
1237 |
+
" '',\n",
|
1238 |
+
" '',\n",
|
1239 |
+
" '',\n",
|
1240 |
+
" '',\n",
|
1241 |
+
" '',\n",
|
1242 |
+
" '',\n",
|
1243 |
+
" '',\n",
|
1244 |
+
" '',\n",
|
1245 |
+
" '',\n",
|
1246 |
+
" '',\n",
|
1247 |
+
" '',\n",
|
1248 |
+
" '',\n",
|
1249 |
+
" '',\n",
|
1250 |
+
" '',\n",
|
1251 |
+
" '',\n",
|
1252 |
+
" '',\n",
|
1253 |
+
" '',\n",
|
1254 |
+
" '',\n",
|
1255 |
+
" '',\n",
|
1256 |
+
" '',\n",
|
1257 |
+
" '',\n",
|
1258 |
+
" '',\n",
|
1259 |
+
" '',\n",
|
1260 |
+
" ...]"
|
1261 |
+
]
|
1262 |
+
},
|
1263 |
+
"execution_count": 14,
|
1264 |
+
"metadata": {},
|
1265 |
+
"output_type": "execute_result"
|
1266 |
+
}
|
1267 |
+
],
|
1268 |
+
"source": [
|
1269 |
+
"test_data[\"segment\"]"
|
1270 |
+
]
|
1271 |
+
},
|
1272 |
{
|
1273 |
"cell_type": "code",
|
1274 |
"execution_count": 31,
|
upload_nst_sv_to_hf_dataset.py
ADDED
@@ -0,0 +1,103 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
""" Script to load, transform and upload swedish NST dataset to 🤗 datasets.
|
2 |
+
|
3 |
+
Dataset source: https://www.nb.no/sprakbanken/en/resource-catalogue/oai-nb-no-sbr-56/
|
4 |
+
|
5 |
+
Procedure:
|
6 |
+
1. Loop over annotations
|
7 |
+
2. Decide whether to discard specific item
|
8 |
+
3. Create DatasetDict = {
|
9 |
+
features: ['client_id', 'path', 'audio', 'sentence', 'up_votes', 'down_votes', 'age', 'gender', 'accent', 'locale', 'segment'],
|
10 |
+
num_rows: 11030
|
11 |
+
}
|
12 |
+
3b. Mapping common_voice <---> NST
|
13 |
+
- 'client_id': info.Speaker_ID
|
14 |
+
- 'path': val_recording.file
|
15 |
+
- 'audio': wav file (binary)
|
16 |
+
- 'sentence': val_recording.text
|
17 |
+
- 'up_votes': 0
|
18 |
+
- 'down_votes': 0
|
19 |
+
- 'age': info.Age
|
20 |
+
- 'gender': info.Sex
|
21 |
+
- 'accent': ""
|
22 |
+
- 'locale': "sv"
|
23 |
+
- 'segment': ""
|
24 |
+
4. Dump to parquet
|
25 |
+
5. Upload to hub
|
26 |
+
|
27 |
+
Filter out:
|
28 |
+
- single words
|
29 |
+
- single characters
|
30 |
+
- words splitted in single characters
|
31 |
+
|
32 |
+
"""
|
33 |
+
|
34 |
+
import json
|
35 |
+
import os
|
36 |
+
|
37 |
+
from datasets import DatasetDict
|
38 |
+
|
39 |
+
|
40 |
+
hf_dataset_repo = "marinone94/nst_sv"
|
41 |
+
audio_files_path = "/Users/emiliomarinone/datasets/nst_sv/audio_files"
|
42 |
+
annotations_path = "/Users/emiliomarinone/datasets/nst_sv/annotations"
|
43 |
+
|
44 |
+
|
45 |
+
def load_audio_file(filepath):
|
46 |
+
return None
|
47 |
+
|
48 |
+
def is_record_valid(text):
|
49 |
+
text_split = text.split()
|
50 |
+
|
51 |
+
if len(text_split) < 2:
|
52 |
+
return False
|
53 |
+
|
54 |
+
is_all_single_chars = True
|
55 |
+
for token in text_split:
|
56 |
+
if len(token) != 1:
|
57 |
+
is_all_single_chars = False
|
58 |
+
break
|
59 |
+
if is_all_single_chars:
|
60 |
+
return False
|
61 |
+
|
62 |
+
return True
|
63 |
+
|
64 |
+
|
65 |
+
def create_dataset_row(annotation_filename):
|
66 |
+
annotations_filepath = os.path.join(annotations_path, annotation_filename)
|
67 |
+
with open(annotations_filepath, "r") as f:
|
68 |
+
annotation = json.load(f)
|
69 |
+
|
70 |
+
dataset_rows = []
|
71 |
+
for recording in annotation["val_recordings"]:
|
72 |
+
if is_record_valid(recording["text"]):
|
73 |
+
audio_filepath = f'{audio_files_path}/{annotation["pid"]}/{annotation["pid"]}_{recording["file"]}'
|
74 |
+
dataset_row = {
|
75 |
+
"client_id": annotation["info"]["Speaker_ID"],
|
76 |
+
'path': recording["file"],
|
77 |
+
'audio': load_audio_file(audio_filepath),
|
78 |
+
'sentence': recording["text"],
|
79 |
+
'up_votes': 0,
|
80 |
+
'down_votes': 0,
|
81 |
+
'age': annotation["info"]["Age"],
|
82 |
+
'gender': annotation["info"]["Sex"],
|
83 |
+
'accent': "",
|
84 |
+
'locale': "sv",
|
85 |
+
'segment': ""
|
86 |
+
}
|
87 |
+
dataset_rows.append(dataset_row)
|
88 |
+
|
89 |
+
return dataset_rows
|
90 |
+
|
91 |
+
|
92 |
+
dataset_rows = []
|
93 |
+
for i, filename in enumerate(os.listdir(annotations_path)):
|
94 |
+
dataset_rows.extend(create_dataset_row(filename))
|
95 |
+
if i == 5:
|
96 |
+
break
|
97 |
+
|
98 |
+
from pprint import pformat
|
99 |
+
pformat(dataset_rows)
|
100 |
+
|
101 |
+
# dataset = DatasetDict(dataset_rows)
|
102 |
+
# with open("temp.json", "w") as f:
|
103 |
+
# json.dump(f, dataset_rows)
|