kokluch's picture
Add debug regex
72ab3a1
from time import sleep
import httpx
from fastapi import FastAPI
from fastapi.responses import JSONResponse, FileResponse
from pydantic import BaseModel
from enum import Enum
from transformers import pipeline
from phishing_datasets import submit_entry
from url_tools import extract_urls, resolve_short_url, extract_domain_from_url
from urlscan_client import UrlscanClient
import requests
import re
app = FastAPI()
urlscan = UrlscanClient()
class MessageModel(BaseModel):
text: str
class QueryModel(BaseModel):
sender: str
message: MessageModel
class AppModel(BaseModel):
version: str
class InputModel(BaseModel):
_version: int
query: QueryModel
app: AppModel
class ActionModel(Enum):
# Insufficient information to determine an action to take. In a query response, has the effect of allowing the message to be shown normally.
NONE = 0
# Allow the message to be shown normally.
ALLOW = 1
# Prevent the message from being shown normally, filtered as Junk message.
JUNK = 2
# Prevent the message from being shown normally, filtered as Promotional message.
PROMOTION = 3
# Prevent the message from being shown normally, filtered as Transactional message.
TRANSACTION = 4
class SubActionModel(Enum):
NONE = 0
class OutputModel(BaseModel):
action: ActionModel
sub_action: SubActionModel
pipe = pipeline(task="text-classification", model="mrm8488/bert-tiny-finetuned-sms-spam-detection")
@app.get("/.well-known/apple-app-site-association", include_in_schema=False)
def get_well_known_aasa():
return JSONResponse(
content={
"messagefilter": {
"apps": [
"X9NN3FSS3T.com.lela.Serenity.SerenityMessageFilterExtension",
"X9NN3FSS3T.com.lela.Serenity"
]
}
},
media_type="application/json"
)
@app.get("/robots.txt", include_in_schema=False)
def get_robots_txt():
return FileResponse("robots.txt")
@app.post("/predict")
def predict(model: InputModel) -> OutputModel:
sender = model.query.sender
text = model.query.message.text
print(f"[{sender}] {text}")
# Debug sleep
pattern = r"^Sent from your Twilio trial account - sleep (\d+)$"
match = re.search(pattern, text)
if match:
number_str = match.group(1)
sleep_duration = int(number_str)
sleep(sleep_duration)
return OutputModel(action=ActionModel.JUNK, sub_action=SubActionModel.NONE)
# Debug category
pattern = r"^Sent from your Twilio trial account - (junk|transaction|promotion)$"
match = re.search(pattern, text)
if match:
category_str = match.group(1)
match category_str:
case 'junk':
return OutputModel(action=ActionModel.JUNK, sub_action=SubActionModel.NONE)
case 'transaction':
return OutputModel(action=ActionModel.TRANSACTION, sub_action=SubActionModel.NONE)
case 'promotion':
return OutputModel(action=ActionModel.PROMOTION, sub_action=SubActionModel.NONE)
result = pipe(text)
label = result[0]['label']
score = result[0]['score']
print(f"classification {label} score {score}")
if label == 'LABEL_0':
score = 1 - score
commercial_sender_pattern = r'\b[2-8]\d{4}\b'
commercial_stop_pattern = r'\bSTOP(?:\s+SMS)?(?:\s+au)?\s+([2-8]\d{4})\b'
commercial_stop = False
if re.search(commercial_sender_pattern, sender):
print("commercial sender")
score = score * 0.9
if re.search(commercial_stop_pattern, text):
print("STOP founded")
score = score * 0.9
commercial_stop = True
else:
print("STOP missing")
urls = extract_urls(text)
if urls:
print(f"found URLs: {urls}")
print("searching for past scans")
search_results = [urlscan.search(f"domain:{extract_domain_from_url(url)}") for url in urls]
scan_results = []
for search_result in search_results:
results = search_result.get('results', [])
for result in results:
result_uuid = result.get('_id', str)
scan_result = urlscan.get_result(result_uuid)
scan_results.append(scan_result)
if not scan_results:
print("scanning...")
scan_results = [urlscan.scan(url) for url in urls]
for result in scan_results:
overall = result.get('verdicts', {}).get('overall', {})
print(f"overall verdict: {overall}")
if overall.get('hasVerdicts'):
score = overall.get('score')
print(f"verdict score {score}")
if 0 < overall.get('score'):
score = 1.0
break
elif overall.get('score') < 0:
score = score * 0.9
else:
print(f"no URL found")
score = score * 0.9
print(f"final score {score}")
action = ActionModel.NONE
if score > 0.7:
action=ActionModel.JUNK
elif score > 0.5:
if commercial_stop:
action=ActionModel.PROMOTION
else:
action=ActionModel.JUNK
print(f"final action {action}")
return OutputModel(action=action, sub_action=SubActionModel.NONE)
class ReportModel(BaseModel):
sender: str
message: str
@app.post("/report")
def report(model: ReportModel):
submit_entry(model.sender, model.message)