Upload 2 files
Browse files- wikipedia_utils.py +60 -0
- youtube_utils.py +24 -0
wikipedia_utils.py
ADDED
@@ -0,0 +1,60 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import wikipedia
|
2 |
+
import spacy
|
3 |
+
|
4 |
+
def get_wiki_query(query):
|
5 |
+
try:
|
6 |
+
### spacy code
|
7 |
+
|
8 |
+
# Load the English model
|
9 |
+
nlp = spacy.load("en_core_web_sm")
|
10 |
+
|
11 |
+
# Parse the sentence
|
12 |
+
doc = nlp(query)
|
13 |
+
|
14 |
+
|
15 |
+
# Entity path (people, evenrs, books)
|
16 |
+
entities_components = [entity_substring.text for entity_substring in doc.ents]
|
17 |
+
if len(entities_components) > 0:
|
18 |
+
subject_of_the_query= ""
|
19 |
+
for substrings in entities_components:
|
20 |
+
subject_of_the_query = subject_of_the_query + substrings
|
21 |
+
|
22 |
+
if subject_of_the_query == "":
|
23 |
+
print("Entity query not parsed.")
|
24 |
+
return subject_of_the_query
|
25 |
+
|
26 |
+
|
27 |
+
|
28 |
+
else:
|
29 |
+
first_noun = next((t for t in doc if t.pos_ in {"NOUN", "PROPN"}), None).text
|
30 |
+
print("Returning first noun from the query.")
|
31 |
+
return first_noun
|
32 |
+
|
33 |
+
|
34 |
+
|
35 |
+
|
36 |
+
except Exception as e:
|
37 |
+
print("Failed parsing a query subject from query" ,query)
|
38 |
+
print(e)
|
39 |
+
|
40 |
+
|
41 |
+
def fetch_wikipedia_page(wiki_query):
|
42 |
+
try:
|
43 |
+
matched_articles = wikipedia.search(wiki_query)
|
44 |
+
if len(matched_articles) > 0:
|
45 |
+
used_article = matched_articles[0]
|
46 |
+
page_content = wikipedia.page(used_article,auto_suggest=False)
|
47 |
+
return page_content.content
|
48 |
+
else:
|
49 |
+
return ""
|
50 |
+
except Exception as e:
|
51 |
+
print("Could not fetch the wikipedia article using ", wiki_query)
|
52 |
+
print(e)
|
53 |
+
|
54 |
+
test_queries = ["How many albums did Amy Winehouse publish?", "Who is Evora Cesaria?","Is cat an animal?"]
|
55 |
+
wiki_queries = []
|
56 |
+
wiki_pages= []
|
57 |
+
for tq in test_queries:
|
58 |
+
wiki_queries.append(get_wiki_query(tq))
|
59 |
+
for wq in wiki_queries:
|
60 |
+
wiki_pages.append(fetch_wikipedia_page(wq))
|
youtube_utils.py
ADDED
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from youtube_transcript_api import YouTubeTranscriptApi
|
2 |
+
import re
|
3 |
+
|
4 |
+
def get_youtube_video_id(query):
|
5 |
+
try:
|
6 |
+
match = re.search(r'(?:youtu\.be/|youtube\.com/(?:watch\?v=|embed/|v/|shorts/))([\w-]{11})', query)
|
7 |
+
if match:
|
8 |
+
video_id = match.group(1)
|
9 |
+
print(video_id)
|
10 |
+
return video_id
|
11 |
+
except:
|
12 |
+
print("Did not find youtube video id from query ", query)
|
13 |
+
|
14 |
+
def fetch_transcript_english(video_id):
|
15 |
+
try:
|
16 |
+
ytt_api = YouTubeTranscriptApi()
|
17 |
+
transcript = ytt_api.fetch(video_id,languages=['en'])
|
18 |
+
return transcript
|
19 |
+
except:
|
20 |
+
print("Error ")
|
21 |
+
|
22 |
+
def post_process_transcript(transcript_snippets):
|
23 |
+
full_transcript = " ".join([transcript_snippet.text for transcript_snippet in transcript_snippets])
|
24 |
+
return full_transcript
|