Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,46 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
import time
|
| 3 |
+
import openai
|
| 4 |
+
import json
|
| 5 |
+
import os
|
| 6 |
+
from transformers import pipeline
|
| 7 |
+
from transformers import AutoProcessor, AutoModelForCTC
|
| 8 |
+
openai.api_key = os.environ.get('OPENAI_KEY')
|
| 9 |
+
|
| 10 |
+
|
| 11 |
+
|
| 12 |
+
|
| 13 |
+
def is_scam(conversation):
|
| 14 |
+
# Create a list of messages
|
| 15 |
+
messages = [
|
| 16 |
+
{"role": "system", "content": "Is this chat a scam, a spam or is safe? Only answer in JSON format with 'classification': '' as string and 'reasons': '' as the most plausible reasons why. The reason should be explaning to the potential victim why the conversation is probably a scam"},
|
| 17 |
+
{"role": "user", "content": conversation},
|
| 18 |
+
]
|
| 19 |
+
|
| 20 |
+
# Call the OpenAI API to generate a response
|
| 21 |
+
response = openai.ChatCompletion.create(
|
| 22 |
+
model="gpt-4", # Replace with the actual GPT-4 model ID
|
| 23 |
+
messages=messages
|
| 24 |
+
)
|
| 25 |
+
|
| 26 |
+
# Extract the generated text
|
| 27 |
+
text = response.choices[0].message['content']
|
| 28 |
+
text = json.loads(text)
|
| 29 |
+
|
| 30 |
+
# Get the decision and reasons from the JSON dictionary
|
| 31 |
+
decision = text["classification"]
|
| 32 |
+
reasons = text["reasons"]
|
| 33 |
+
|
| 34 |
+
# Return the response as it is, you will need to manually parse it into decisions and reasons
|
| 35 |
+
return decision, reasons
|
| 36 |
+
|
| 37 |
+
# Define the Gradio interface
|
| 38 |
+
gr.Interface(
|
| 39 |
+
fn=is_scam,
|
| 40 |
+
inputs='text',
|
| 41 |
+
outputs=[
|
| 42 |
+
gr.outputs.Textbox(label="Classification"),
|
| 43 |
+
gr.outputs.Textbox(label="Reason")
|
| 44 |
+
],
|
| 45 |
+
live=True
|
| 46 |
+
).launch()
|