Spaces:
Runtime error
Runtime error
wendru18
commited on
Commit
·
5838cbb
0
Parent(s):
first commit
Browse files- README.md +12 -0
- main.ipynb +70 -0
README.md
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# ask-reddit-gpt
|
| 2 |
+
|
| 3 |
+
AskRedditGPT is a tool that takes in a query, sends it over to Reddit, and returns an answer based on data from the relevant posts and comments found in Reddit.
|
| 4 |
+
|
| 5 |
+
## Methodology
|
| 6 |
+
|
| 7 |
+
1. Take in query $q$ from user.
|
| 8 |
+
2. Get $N$ topics from $q$ using GPT.
|
| 9 |
+
3. Determine $S$, which is a set of subreddits best-suited to answer $N$ topics.
|
| 10 |
+
4. Search $q \in S$.
|
| 11 |
+
5. Retrieve a set of segments that can answer $q$.
|
| 12 |
+
6. Summarise segments using GPT and return answer to user.
|
main.ipynb
ADDED
|
@@ -0,0 +1,70 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cells": [
|
| 3 |
+
{
|
| 4 |
+
"cell_type": "code",
|
| 5 |
+
"execution_count": 30,
|
| 6 |
+
"metadata": {},
|
| 7 |
+
"outputs": [],
|
| 8 |
+
"source": [
|
| 9 |
+
"import pandas as pd\n",
|
| 10 |
+
"import praw\n",
|
| 11 |
+
"import os\n",
|
| 12 |
+
"\n",
|
| 13 |
+
"pd.set_option('max_colwidth', 100)\n",
|
| 14 |
+
"pd.set_option('display.max_columns', None)"
|
| 15 |
+
]
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"cell_type": "code",
|
| 19 |
+
"execution_count": 1,
|
| 20 |
+
"metadata": {},
|
| 21 |
+
"outputs": [],
|
| 22 |
+
"source": [
|
| 23 |
+
"REDDIT_CLIENT_ID = os.environ.get('REDDIT_CLIENT_ID')\n",
|
| 24 |
+
"REDDIT_CLIENT_SECRET = os.environ.get('REDDIT_CLIENT_SECRET')\n",
|
| 25 |
+
"REDDIT_USER_AGENT = os.environ.get('REDDIT_USER_AGENT')\n",
|
| 26 |
+
"\n",
|
| 27 |
+
"reddit = praw.Reddit(client_id=REDDIT_CLIENT_ID, client_secret=REDDIT_CLIENT_SECRET, user_agent=REDDIT_USER_AGENT)"
|
| 28 |
+
]
|
| 29 |
+
},
|
| 30 |
+
{
|
| 31 |
+
"cell_type": "code",
|
| 32 |
+
"execution_count": 233,
|
| 33 |
+
"metadata": {},
|
| 34 |
+
"outputs": [],
|
| 35 |
+
"source": [
|
| 36 |
+
"posts = []\n",
|
| 37 |
+
"comments = []\n",
|
| 38 |
+
"\n",
|
| 39 |
+
"query = \"Which place sells the best pastizzis in Malta?\"\n",
|
| 40 |
+
"\n",
|
| 41 |
+
"for post in reddit.subreddit(\"all\").search(\"Malta cuisine\", limit=200):\n",
|
| 42 |
+
" posts.append([post.title, post.subreddit, post.selftext, post.created])\n",
|
| 43 |
+
"\n",
|
| 44 |
+
"posts = pd.DataFrame(posts,columns=['title', 'subreddit', 'text', 'created'])"
|
| 45 |
+
]
|
| 46 |
+
}
|
| 47 |
+
],
|
| 48 |
+
"metadata": {
|
| 49 |
+
"kernelspec": {
|
| 50 |
+
"display_name": "Python 3",
|
| 51 |
+
"language": "python",
|
| 52 |
+
"name": "python3"
|
| 53 |
+
},
|
| 54 |
+
"language_info": {
|
| 55 |
+
"codemirror_mode": {
|
| 56 |
+
"name": "ipython",
|
| 57 |
+
"version": 3
|
| 58 |
+
},
|
| 59 |
+
"file_extension": ".py",
|
| 60 |
+
"mimetype": "text/x-python",
|
| 61 |
+
"name": "python",
|
| 62 |
+
"nbconvert_exporter": "python",
|
| 63 |
+
"pygments_lexer": "ipython3",
|
| 64 |
+
"version": "3.8.0"
|
| 65 |
+
},
|
| 66 |
+
"orig_nbformat": 4
|
| 67 |
+
},
|
| 68 |
+
"nbformat": 4,
|
| 69 |
+
"nbformat_minor": 2
|
| 70 |
+
}
|