![\"Build](\"https:\/\/img.php.cn\/upload\/article\/000\/000\/000\/173496379625625.jpg\")
<\/p>\n\n
??? ??? ???? ??? ? ?? ? ?? ? ??? ???? ?? ??? ?? ?? ???? ????? ???? ????.
Apache SpamAssassin? ???? ???? ???? ?? ?? ??? ????? ? ??? ??? ??? ?? ???? ?????. ? ?????? SpamAssassin? ???? ???? ???? ????? ??? ???? ???? ??? ???? ??? ???????.
??? API? ????? ????? ????? ????? ??? ? ????.
? Apache SpamAssassin???
Apache SpamAssassin? Apache Software Foundation?? ???? ?? ?? ?? ?? ??????. ??? ??, ???? ??? ? ???? ???? ???? ?? ???? ?? "??"? ?????. ????? 5? ??? ???? ???? ??? ??? ????.
SpamAssassin? ??? ???? ? ????? ???? ?? ???? ???? ?? ??? ?? ?? ??? ????? ??? ???? ???? ???? ?? ????.
SpamAssassin ????
SpamAssassin? Linux ????? ????? ???????. ???? ????? Linux OS? ????? Docker VM? ???? ???.
Debian ?? Ubuntu ?????? ??? ???? SpamAssassin? ?????.
apt-get update && apt-get install -y spamassassin sa-update
sa-update ??? SpamAssassin? ??? ?? ???? ?????.
???? ?? ??? ???? SpamAssassin? ??? ??? ??? ? ????. ???? ?? ??? ??? ??? ?? ??? ??? ???? ?? ??? ????? ?????.
???? ???? ??? ????.
spamassassin -t < input_email.txt > results.txt
results.txt?? SpamAssassin? ?? ? ??? ?? ??? ???? ?????.
FastAPI? ???? SpamAssassin? API? ??
???? ??? html_body?? ? ?? ??? ??? ???? ??? API? ??? ?????. ??? SpamAssassin? ???? ?? ??? ?????.
FastAPI ?? ?
from fastapi import FastAPI
from datetime import datetime, timezone
from email.utils import format_datetime
from pydantic import BaseModel
import subprocess
import re
def extract_analysis_details(text):
rules_section = re.search(r"Content analysis details:.*?(pts rule name.*?description.*?)\n\n", text, re.DOTALL)
if not rules_section:
return []
rules_text = rules_section.group(1)
pattern = r"^\s*([-\d.]+)\s+(\S+)\s+(.+)$"
rules = []
for line in rules_text.splitlines()[1:]:
match = re.match(pattern, line)
if match:
score, rule, description = match.groups()
rules.append({
"rule": rule,
"score": float(score),
"description": description.strip()
})
return rules
app = FastAPI()
class Email(BaseModel):
subject: str
html_body: str
@app.post("/spam_check")
def spam_check(email: Email):
# assemble the full email
message = f"""From: example@example.com
To: recipient@example.com
Subject: {email.subject}
Date: {format_datetime(datetime.now(timezone.utc))}
Content-Type: text/html; charset="UTF-8"
{email.html_body}"""
# Run SpamAssassin and capture the output directly
output = subprocess.run(["spamassassin", "-t"],
input=message.encode('utf-8'),
capture_output=True)
output_str = output.stdout.decode('utf-8', errors='replace')
details = extract_analysis_details(output_str)
return {"result": details}
???? SpamAssassin ??? ?? ?? ????? ?????.
?? ??? ?? ???????.
subject:
Test Email
html_body:
<html>
<body>
<p>This is an <b>HTML</b> test email.</p>
</body>
</html>
??? ??? ????.
[
{
"rule": "MISSING_MID",
"score": 0.1,
"description": "Missing Message-Id: header"
},
{
"rule": "NO_RECEIVED",
"score": -0.0,
"description": "Informational: message has no Received headers"
},
{
"rule": "NO_RELAYS",
"score": -0.0,
"description": "Informational: message was not relayed via SMTP"
},
{
"rule": "HTML_MESSAGE",
"score": 0.0,
"description": "BODY: HTML included in message"
},
{
"rule": "MIME_HTML_ONLY",
"score": 0.1,
"description": "BODY: Message only has text/html MIME parts"
},
{
"rule": "MIME_HEADER_CTYPE_ONLY",
"score": 0.1,
"description": "'Content-Type' found without required MIME headers"
}
]
API ??? ??
SpamAssassin? ????? ?????? ??? Linux ??? ?????. ????? ????? EC2 ????? DigitalOcean ???? ??? ? ???, ?? ?? ???? ?? ?? ??? ?? ?? ??? ? ????.
???? ???? ?? SpamAssassin? ?? ??? ???? ???? ??? ??? ???? ?? ??? ????.
?? Leapcell? ???? SpamAssassin? ?? ??? ???? ???? ??? ???? ????? ??? ? ????. ????? ? ??? ??? ???? ??? ???? ???.
Leapcell? API? ???? ?? ?? ????. Linux ??? ???? ???? Dockerfile? ???? ??? ?? ??? ??? ????. ??? Python ???? ???? "?? ??" ??? ???? ???? ???.
???? ???? ???? ??? ? ?? ?????? ?????. API? ??? ??? SpamAssassin? ???? ???? ??? ?? ? ??? ?????.
? ??? ??? ???? ?????? ???? API ??? ?? ?????. ??? ??? PHP ??? ????? ?? ?? ??? ?????!
? AI ??
Undress AI Tool
??? ???? ??
Undresser.AI Undress
???? ?? ??? ??? ?? AI ?? ?
AI Clothes Remover
???? ?? ???? ??? AI ?????.
Clothoff.io
AI ? ???
Video Face Swap
??? ??? AI ?? ?? ??? ???? ?? ???? ??? ?? ????!
?? ??
??? ??
???++7.3.1
???? ?? ?? ?? ???
SublimeText3 ??? ??
??? ??, ???? ?? ????.
???? 13.0.1 ???
??? PHP ?? ?? ??
???? CS6
??? ? ?? ??
SublimeText3 Mac ??
? ??? ?? ?? ?????(SublimeText3)
??? ???? ???
Jul 05, 2025 am 02:58 AM
???? Python ?? ?? ?????? ?? ????, "??? ?????, ?? ??"? ???? ??? ??? ??? ?? ??? ?????. 1. ???? ?? ? ??? ?? ?????. ?? ???? ?? ??? ???? ??? ? ? ????. ?? ??, Spoke () ?? ???? ??? ??? ?? ??? ?? ????? ?? ??? ??? ????. 2. ???? ?? ???? ??? ??? ?????? Draw () ???? ???? ????? ?? ???? ?? ??? ???? ??? ???? ?? ?? ?? ??? ????? ?? ?? ????? ?? ?????. 3. Python ?? ???? ???????. ?? ???? ??? ???? ?? ???? ??? ????? ??? ?? ???? ??? ???? ????. ??? ??? ??? ???? ? ??? "?? ??"??????. 4. ???? ? ???? ?? ??? ?????
??? ??? ? ???? ??????.
Jul 05, 2025 am 02:55 AM
???? __iter __ () ? __next __ () ???? ???? ?????. ???? ??? ? ??? ????, ?? ???? ?? ??? ??? ???? ?????. 1. ???? ?? () ?? ? ??? ??? ???? ? ?? ??? ?? ? ?? ???? ??? ????. 2. ???? ?? ??? ???? ??? ???? ???? ???? ???? ?? ???? ?????. 3. ???? ???? ?? ??? ?? ? ? ? ??? ?? ? ???????? ? ? ??? ?? ??? ??? ???? ?? ? ? ???? ??????. ?? : ??? ?? ???? ??? ???? ????. ???? ?? ?? ? ??? ?????? ???? ? ?? ?? ? ? ????.
????? API ??? ???? ??
Jul 13, 2025 am 02:22 AM
API ??? ??? ??? ?? ??? ???? ???? ???? ????. 1. Apikey? ?? ??? ?? ????, ????? ?? ?? ?? URL ?? ??? ?????. 2. Basicauth? ?? ???? ??? Base64 ??? ??? ??? ??? ????? ?????. 3. OAUTH2? ?? Client_ID ? Client_Secret? ?? ??? ?? ?? ?? ??? BearEtroken? ???????. 4. ?? ??? ???? ?? ?? ?? ???? ????? ???? ?? ?? ? ????. ???, ??? ?? ??? ??? ???? ?? ??? ???? ???? ?? ?????.
? ?? ? ??? ???? ?? Python
Jul 09, 2025 am 01:13 AM
????? ??? ? ??? ??? ?? ??? ???? ??? zip () ??? ???? ????.? ??? ?? ??? ???? ?? ??? ?? ????. ?? ??? ???? ?? ?? itertools.zip_longest ()? ???? ?? ?? ? ??? ?? ? ????. enumerate ()? ???? ??? ???? ?? ? ????. 1.zip ()? ???? ????? ?? ??? ??? ??? ?????. 2.zip_longest ()? ???? ?? ??? ?? ? ? ???? ?? ? ????. 3. Enumental (Zip ())? ??? ??? ????? ??? ???? ???? ?? ???? ?? ? ????.
??? ?? ??? ??????
Jul 07, 2025 am 02:55 AM
typehintsinpythonsolvetheproblemombiguityandpotentialbugsindynamicallytypedcodebyallowingdevelopscifyexpectiontypes. theyenhancereadability, enablearylybugdetection ? improvetoomingsupport.typehintsareaddedusingaColon (:) forvariblesAndAramete
??? ???? ??????
Jul 08, 2025 am 02:56 AM
inpython, iteratorsareobjectsthatlowloppingthroughcollections __ () ? __next __ ()
??? ??? ??????.
Jul 07, 2025 am 12:14 AM
Assert? ????? ???? ???? ?? ? ???? ??? ???? ??? ?? ?? ????. ??? ??? ??? ?? ??? ?????, ?? ?? ?? ??, ?? ?? ?? ?? ?? ?? ??? ????? ?? ?? ??? ?? ???? ??? ? ??? ??? ??? ??? ?? ???????. ?? ??? ???? ?? ?? ???? ?? ????? ??? ? ????.
Python Fastapi ????
Jul 12, 2025 am 02:42 AM
Python? ???? ????? ???? API? ???? Fastapi? ?????. ?? ??? ?? ????? ?????? ??? ??? ??? ???? ?? ? ? ????. Fastapi ? Asgi Server Uvicorn? ?? ? ? ????? ??? ??? ? ????. ??? ??, ?? ?? ?? ? ???? ?????? API? ???? ?? ? ? ????. Fastapi? ??? HTTP ??? ???? ?? ?? ? Swaggerui ? Redoc Documentation Systems? ?????. ?? ??? ?? URL ?? ??? ?? ? ??? ??, ?? ?? ??? ???? ???? ?? ?? ??? ??? ? ????. Pydantic ??? ???? ??? ?? ???? ???? ????? ? ??? ? ? ????.
