mirror of
https://github.com/fabriziosalmi/patterns.git
synced 2025-12-17 09:45:34 +00:00
Update owasp2json.py
This commit is contained in:
fab
GitHub
parent
95b1b4a784
commit
4591dfa52e
360
owasp2json.py
360
owasp2json.py
@ -6,252 +6,362 @@ import base64
|
||||
import hashlib
|
||||
import logging
|
||||
import argparse
|
||||
from typing import List, Dict, Optional
|
||||
from typing import List, Dict, Optional, Match
|
||||
from pathlib import Path
|
||||
from concurrent.futures import ThreadPoolExecutor, as_completed
|
||||
|
||||
import requests
|
||||
from tqdm import tqdm
|
||||
|
||||
# Logging setup
|
||||
logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s")
|
||||
logger = logging.getLogger(__name__)
|
||||
|
||||
# Constants
|
||||
# --- Configuration ---
|
||||
LOG_LEVEL = logging.INFO # Set to DEBUG for more verbose output
|
||||
GITHUB_REPO_URL = "https://api.github.com/repos/coreruleset/coreruleset"
|
||||
OWASP_CRS_BASE_URL = f"{GITHUB_REPO_URL}/contents/rules"
|
||||
GITHUB_REF = "v4" # Default version prefix
|
||||
RATE_LIMIT_DELAY = 600 # Rate limit delay in seconds
|
||||
RETRY_DELAY = 5 # Base retry delay in seconds
|
||||
MAX_RETRIES = 6 # Maximum number of retries
|
||||
EXPONENTIAL_BACKOFF = True # Use exponential backoff for retries
|
||||
BACKOFF_MULTIPLIER = 2 # Multiplier for exponential backoff
|
||||
GITHUB_REF = "v4.0" # More specific default: Major version only
|
||||
RATE_LIMIT_DELAY = 60 # Shorter delay, rely on exponential backoff
|
||||
RETRY_DELAY = 2 # Shorter initial retry
|
||||
MAX_RETRIES = 8 # More retries
|
||||
EXPONENTIAL_BACKOFF = True
|
||||
BACKOFF_MULTIPLIER = 2
|
||||
GITHUB_TOKEN = os.getenv("GITHUB_TOKEN") # GitHub token for authentication
|
||||
CONNECTION_POOL_SIZE = 20 # Increased connection pool size
|
||||
CONNECTION_POOL_SIZE = 30 # More connections for faster parallel downloads
|
||||
|
||||
|
||||
# --- Custom Exceptions ---
|
||||
class GitHubRequestError(Exception):
|
||||
"""Raised when fetching data from GitHub fails after all retries."""
|
||||
|
||||
"""Base exception for GitHub API request failures."""
|
||||
pass
|
||||
|
||||
class GitHubRateLimitError(GitHubRequestError):
|
||||
"""Raised when GitHub API rate limit is exceeded."""
|
||||
|
||||
"""Raised when the GitHub API rate limit is exceeded."""
|
||||
pass
|
||||
|
||||
class GitHubBlobFetchError(GitHubRequestError):
|
||||
"""Raised when fetching a blob from GitHub fails."""
|
||||
"""Raised when fetching a blob (file content) fails."""
|
||||
pass
|
||||
|
||||
|
||||
# --- Logging Setup ---
|
||||
logging.basicConfig(level=LOG_LEVEL, format="%(asctime)s - %(levelname)s - %(message)s")
|
||||
logger = logging.getLogger(__name__)
|
||||
|
||||
|
||||
# --- Utility Functions ---
|
||||
def get_session() -> requests.Session:
|
||||
"""
|
||||
Creates and returns a requests.Session with optional GitHub token authentication.
|
||||
"""
|
||||
"""Creates and returns a requests.Session with optional GitHub token."""
|
||||
session = requests.Session()
|
||||
if GITHUB_TOKEN:
|
||||
session.headers.update({"Authorization": f"token {GITHUB_TOKEN}"})
|
||||
# Increase connection pool size
|
||||
# Increase connection pool size (important for parallel requests)
|
||||
adapter = requests.adapters.HTTPAdapter(pool_connections=CONNECTION_POOL_SIZE, pool_maxsize=CONNECTION_POOL_SIZE)
|
||||
session.mount("https://", adapter)
|
||||
session.mount("https://", adapter) # Mount for all https:// requests
|
||||
return session
|
||||
|
||||
|
||||
def fetch_with_retries(session: requests.Session, url: str) -> requests.Response:
|
||||
"""
|
||||
Fetches the given URL with retries, handling rate limits and transient HTTP errors.
|
||||
Raises GitHubRequestError if the request cannot be completed after all retries.
|
||||
Fetches a URL with retries, handling rate limits and transient errors.
|
||||
Raises: GitHubRequestError (or subclasses) if the request ultimately fails.
|
||||
"""
|
||||
retries = 0
|
||||
while retries < MAX_RETRIES:
|
||||
try:
|
||||
response = session.get(url)
|
||||
if response.status_code == 403 and "X-RateLimit-Remaining" in response.headers:
|
||||
|
||||
# Check for rate limiting (403 with specific header)
|
||||
if response.status_code == 403 and "X-RateLimit-Remaining" in response.headers and response.headers["X-RateLimit-Remaining"] == '0':
|
||||
reset_time = int(response.headers.get("X-RateLimit-Reset", 0))
|
||||
wait_time = max(reset_time - int(time.time()), RATE_LIMIT_DELAY)
|
||||
wait_time = max(0, reset_time - int(time.time())) # Ensure wait_time >= 0
|
||||
# If wait_time is very short, still wait a little bit to avoid hammering the API.
|
||||
wait_time = max(wait_time, 1)
|
||||
logger.warning(f"Rate limit exceeded. Retrying in {wait_time} seconds...")
|
||||
time.sleep(wait_time)
|
||||
continue
|
||||
continue # Retry Immediately
|
||||
|
||||
# Raise exceptions for other HTTP errors (4xx, 5xx)
|
||||
response.raise_for_status()
|
||||
return response
|
||||
except requests.HTTPError as e:
|
||||
logger.warning(f"HTTP error fetching {url}: {e}")
|
||||
|
||||
except requests.exceptions.RequestException as e:
|
||||
# Log the error, calculate wait time (exponential backoff)
|
||||
logger.warning(f"Request failed ({type(e).__name__}): {e} - URL: {url}")
|
||||
wait_time = (RETRY_DELAY * (BACKOFF_MULTIPLIER ** retries)
|
||||
if EXPONENTIAL_BACKOFF else RETRY_DELAY)
|
||||
logger.warning(f"Retrying {url}... ({retries + 1}/{MAX_RETRIES}) in {wait_time} seconds.")
|
||||
time.sleep(wait_time)
|
||||
retries += 1
|
||||
except requests.RequestException as e:
|
||||
logger.error(f"Error fetching {url}: {e}")
|
||||
retries += 1
|
||||
|
||||
# If we reach here, all retries failed.
|
||||
raise GitHubRequestError(f"Failed to fetch {url} after {MAX_RETRIES} retries.")
|
||||
|
||||
|
||||
def fetch_latest_tag(session: requests.Session, ref_prefix: str) -> Optional[str]:
|
||||
"""
|
||||
Fetches the latest matching Git tag from the GitHub repository based on a version prefix.
|
||||
Falls back to the newest tag if no matching prefix is found. Returns the tag reference.
|
||||
"""
|
||||
"""Fetches the latest matching Git tag, or falls back to the latest overall."""
|
||||
ref_url = f"{GITHUB_REPO_URL}/git/refs/tags"
|
||||
try:
|
||||
response = fetch_with_retries(session, ref_url)
|
||||
tags = response.json()
|
||||
|
||||
if not tags:
|
||||
logger.warning("No tags found in the repository.")
|
||||
return None
|
||||
matching = [r["ref"] for r in tags if r["ref"].startswith(f"refs/tags/{ref_prefix}.")]
|
||||
matching.sort(reverse=True, key=lambda x: x.split(".")[-1])
|
||||
if matching:
|
||||
latest_tag = matching[0]
|
||||
|
||||
# Filter tags that start with the given prefix.
|
||||
matching_tags = [
|
||||
r["ref"] for r in tags
|
||||
if r["ref"].startswith(f"refs/tags/{ref_prefix}")
|
||||
]
|
||||
# Sort matching tags to find the latest (lexicographically, assuming semver).
|
||||
matching_tags.sort(reverse=True)
|
||||
|
||||
if matching_tags:
|
||||
latest_tag = matching_tags[0] # The first tag is the latest
|
||||
logger.info(f"Latest matching tag: {latest_tag}")
|
||||
return latest_tag
|
||||
logger.warning(f"No matching refs found for prefix {ref_prefix}. Falling back to the latest tag.")
|
||||
return tags[-1]["ref"]
|
||||
except Exception as e:
|
||||
logger.error(f"Failed to fetch tags. Reason: {e}")
|
||||
|
||||
# Fallback: If no matching tags, return the *very* latest tag.
|
||||
logger.warning(f"No matching refs found for prefix '{ref_prefix}'. Using latest tag.")
|
||||
# Sort *all* tags and get the last one.
|
||||
tags.sort(key=lambda x: x["ref"], reverse=True)
|
||||
return tags[0]["ref"] if tags else None
|
||||
|
||||
except GitHubRequestError as e:
|
||||
logger.error(f"Failed to fetch tags: {e}")
|
||||
return None
|
||||
|
||||
|
||||
def fetch_rule_files(session: requests.Session, ref: str) -> List[Dict[str, str]]:
|
||||
"""
|
||||
Fetches the list of rule files (.conf) from the given ref in the repository.
|
||||
Returns a list of dictionaries containing file name and SHA.
|
||||
"""
|
||||
ref_name = ref.split("/")[-1] if "/" in ref else ref
|
||||
"""Fetches the list of .conf rule files from the given ref."""
|
||||
ref_name = ref.split("/")[-1] if "/" in ref else ref # Extract ref name
|
||||
rules_url = f"{OWASP_CRS_BASE_URL}?ref={ref_name}"
|
||||
|
||||
try:
|
||||
response = fetch_with_retries(session, rules_url)
|
||||
files = response.json()
|
||||
return [{"name": f["name"], "sha": f["sha"]} for f in files if f["name"].endswith(".conf")]
|
||||
except (GitHubRequestError, requests.RequestException) as e:
|
||||
logger.error(f"Failed to fetch rule files from {rules_url}. Reason: {e}")
|
||||
return []
|
||||
# Filter for .conf files and extract relevant data.
|
||||
return [
|
||||
{"name": f["name"], "sha": f["sha"]}
|
||||
for f in files if f["name"].endswith(".conf")
|
||||
]
|
||||
except GitHubRequestError as e:
|
||||
logger.error(f"Failed to fetch rule files from {rules_url}: {e}")
|
||||
return [] # Return an empty list on failure
|
||||
|
||||
|
||||
def fetch_github_blob(session: requests.Session, sha: str) -> str:
|
||||
"""
|
||||
Fetches the blob content (base64-encoded) for a given SHA from GitHub.
|
||||
Returns the content if successful, or an empty string on failure.
|
||||
"""
|
||||
"""Fetches the base64-encoded content of a blob (file) given its SHA."""
|
||||
blob_url = f"{GITHUB_REPO_URL}/git/blobs/{sha}"
|
||||
try:
|
||||
response = fetch_with_retries(session, blob_url)
|
||||
return response.json().get("content", "")
|
||||
except (GitHubRequestError, requests.RequestException) as e:
|
||||
logger.error(f"Failed to fetch blob for SHA {sha}. Reason: {e}")
|
||||
blob_data = response.json()
|
||||
return blob_data.get("content", "") # Return empty string if no content
|
||||
except GitHubRequestError as e:
|
||||
logger.error(f"Failed to fetch blob for SHA {sha}: {e}")
|
||||
return ""
|
||||
|
||||
|
||||
def verify_blob_sha(file_sha: str, blob_content_b64: str) -> bool:
|
||||
"""
|
||||
Verifies that the SHA of the decoded content matches the expected file_sha.
|
||||
Logs a warning if the verification fails but does not block execution.
|
||||
"""
|
||||
"""Verifies the SHA1 hash of the decoded blob content."""
|
||||
decoded_bytes = base64.b64decode(blob_content_b64)
|
||||
blob_header = f"blob {len(decoded_bytes)}\0".encode("utf-8")
|
||||
calculated_sha = hashlib.sha1(blob_header + decoded_bytes).hexdigest()
|
||||
|
||||
if calculated_sha != file_sha:
|
||||
logger.warning(f"SHA mismatch for file. Expected: {file_sha}, Calculated: {calculated_sha}")
|
||||
return False
|
||||
logger.warning(f"SHA mismatch! Expected: {file_sha}, Calculated: {calculated_sha}")
|
||||
return False # This is now an integrity failure, return False
|
||||
return True
|
||||
|
||||
|
||||
def extract_sec_rules(raw_text: str) -> List[str]:
|
||||
def _extract_rule_id(secrule_text: str) -> str:
|
||||
"""Extracts the rule ID from a SecRule directive."""
|
||||
match = re.search(r'id:(\d+)', secrule_text)
|
||||
return match.group(1) if match else "no_id"
|
||||
|
||||
def _extract_rule_severity(secrule_text: str) -> str:
|
||||
"""Extract the severity."""
|
||||
match = re.search(r'severity:(\w+)', secrule_text)
|
||||
return match.group(1) if match else "medium" # Set default to medium
|
||||
|
||||
|
||||
def _extract_rule_location(secrule_text: str) -> str:
|
||||
"""
|
||||
Extracts SecRule patterns from the raw text.
|
||||
Extracts the location (variable) from a SecRule directive. Handles
|
||||
multiple variables and chained rules.
|
||||
"""
|
||||
return re.findall(r'SecRule\s+.*?"((?:[^"\\]|\\.)+?)"', raw_text, re.DOTALL)
|
||||
match = re.search(r'SecRule\s+([^"\s]+)', secrule_text)
|
||||
if not match:
|
||||
return "UNKNOWN"
|
||||
|
||||
variables_str = match.group(1)
|
||||
variables = variables_str.split("|") # Split multiple variables
|
||||
# Process variables for location extraction
|
||||
locations = []
|
||||
|
||||
for var in variables:
|
||||
var = var.upper() # Set all vars to upper case
|
||||
if var.startswith("REQUEST_HEADERS"):
|
||||
if ":" in var: # Specific header
|
||||
locations.append(var.split(":")[1].replace("_","-").strip()) # add support to user-agent
|
||||
else:
|
||||
locations.append("REQUEST_HEADERS") # Generic header location
|
||||
elif var.startswith("ARGS"): # add support to args
|
||||
locations.append("Query-String")
|
||||
elif var == "REQUEST_COOKIES":
|
||||
locations.append("Cookie")
|
||||
elif var == "REQUEST_URI":
|
||||
locations.append("Request-URI")
|
||||
elif var == "QUERY_STRING":
|
||||
locations.append("Query-String")
|
||||
elif var in ("REQUEST_LINE", "REQUEST_BODY", "RESPONSE_BODY", "RESPONSE_HEADERS"):
|
||||
locations.append(var) # if it has an explicit direct
|
||||
# Add more location mappings as needed
|
||||
|
||||
# Prioritize specific locations, fall back to generic ones
|
||||
if "REQUEST_URI" in locations:
|
||||
return "Request-URI" # set request uri as top priority
|
||||
elif "Query-String" in locations:
|
||||
return "Query-String"
|
||||
if locations:
|
||||
return locations[0] # Return the first extracted location
|
||||
return "UNKNOWN" # default locatioN
|
||||
|
||||
|
||||
def extract_sec_rules(raw_text: str) -> List[Dict[str, str]]:
|
||||
"""
|
||||
Extracts SecRule patterns and associated metadata from raw text.
|
||||
Now returns a *list of dictionaries*, each representing a SecRule.
|
||||
"""
|
||||
rules = []
|
||||
# Find all SecRule directives (including those spanning multiple lines).
|
||||
for match in re.finditer(r'SecRule\s+.*?"((?:[^"\\]|\\.)+?)"', raw_text, re.DOTALL):
|
||||
secrule_text = match.group(0) # Full SecRule text
|
||||
pattern = match.group(1).strip().replace("\\\\", "\\") # Extract and clean pattern
|
||||
|
||||
if not pattern: # if there are not pattern then skipp
|
||||
continue
|
||||
|
||||
rule_id = _extract_rule_id(secrule_text) # Extract rule ID
|
||||
location = _extract_rule_location(secrule_text) # Extract location
|
||||
severity = _extract_rule_severity(secrule_text)
|
||||
|
||||
rules.append({
|
||||
"id": rule_id,
|
||||
"pattern": pattern,
|
||||
"location": location,
|
||||
"severity": severity
|
||||
})
|
||||
return rules
|
||||
|
||||
|
||||
def process_rule_file(file: Dict[str, str], session: requests.Session) -> List[Dict[str, str]]:
|
||||
"""
|
||||
Processes a single rule file, fetching its content and extracting SecRule patterns.
|
||||
"""
|
||||
rules = []
|
||||
"""Processes a single rule file, extracting rules and metadata."""
|
||||
blob_b64 = fetch_github_blob(session, file["sha"])
|
||||
if not blob_b64:
|
||||
logger.warning(f"Skipping file {file['name']} due to empty blob content.")
|
||||
return rules
|
||||
logger.warning(f"Skipping {file['name']} (empty blob).")
|
||||
return []
|
||||
|
||||
# Verify SHA (non-blocking)
|
||||
verify_blob_sha(file["sha"], blob_b64)
|
||||
if not verify_blob_sha(file["sha"], blob_b64):
|
||||
pass # We check before but continue, since data is present
|
||||
|
||||
try:
|
||||
raw_text = base64.b64decode(blob_b64).decode("utf-8")
|
||||
except Exception as e:
|
||||
logger.error(f"Failed to decode the file: {file['name']}. Reason: {e}")
|
||||
return []
|
||||
|
||||
raw_text = base64.b64decode(blob_b64).decode("utf-8")
|
||||
sec_rules = extract_sec_rules(raw_text)
|
||||
category = file["name"].split("-")[-1].replace(".conf", "")
|
||||
for rule in sec_rules:
|
||||
pattern = rule.strip().replace("\\", "")
|
||||
if pattern:
|
||||
rules.append({"category": category, "pattern": pattern})
|
||||
extracted_rules = extract_sec_rules(raw_text) # Get list of dicts
|
||||
|
||||
return rules
|
||||
# Add category to each extracted rule.
|
||||
for rule in extracted_rules:
|
||||
rule["category"] = category
|
||||
|
||||
return extracted_rules
|
||||
|
||||
|
||||
def fetch_owasp_rules(session: requests.Session, rule_files: List[Dict[str, str]]) -> List[Dict[str, str]]:
|
||||
"""
|
||||
Fetches the OWASP rule content for each rule file, extracts SecRule patterns,
|
||||
and returns a list of dicts with category and pattern.
|
||||
"""
|
||||
rules = []
|
||||
"""Fetches and processes rule files in parallel, returning all extracted rules."""
|
||||
all_rules = []
|
||||
with ThreadPoolExecutor(max_workers=CONNECTION_POOL_SIZE) as executor:
|
||||
futures = {
|
||||
executor.submit(process_rule_file, file, session): file for file in rule_files
|
||||
future_to_file = {
|
||||
executor.submit(process_rule_file, file, session): file
|
||||
for file in rule_files
|
||||
}
|
||||
for future in tqdm(as_completed(futures), total=len(rule_files), desc="Fetching rule files"):
|
||||
# Use tqdm for progress display. as_completed yields futures as they finish.
|
||||
for future in tqdm(as_completed(future_to_file), total=len(rule_files), desc="Processing rules"):
|
||||
file = future_to_file[future]
|
||||
try:
|
||||
rules.extend(future.result())
|
||||
rules = future.result() # Get result (or raise exception)
|
||||
all_rules.extend(rules)
|
||||
except Exception as e:
|
||||
logger.error(f"Failed to process file. Reason: {e}")
|
||||
logger.error(f"Error processing {file['name']}: {e}")
|
||||
# Consider continuing even on individual file errors
|
||||
|
||||
logger.info(f"Fetched {len(rules)} rules.")
|
||||
return rules
|
||||
logger.info(f"Fetched a total of {len(all_rules)} rules.")
|
||||
return all_rules
|
||||
|
||||
|
||||
def save_as_json(rules: List[Dict[str, str]], output_file: str) -> bool:
|
||||
"""
|
||||
Saves the given list of rules to a JSON file. Returns True if successful, False otherwise.
|
||||
"""
|
||||
"""Saves the extracted rules to a JSON file (atomically)."""
|
||||
try:
|
||||
output_dir = Path(output_file).parent
|
||||
if output_dir:
|
||||
output_dir.mkdir(parents=True, exist_ok=True)
|
||||
# Atomic write using a temporary file
|
||||
temp_file = f"{output_file}.tmp"
|
||||
output_dir.mkdir(parents=True, exist_ok=True)
|
||||
temp_file = f"{output_file}.tmp" # Use a temporary file
|
||||
with open(temp_file, "w", encoding="utf-8") as f:
|
||||
json.dump(rules, f, indent=4)
|
||||
# Rename temp file to the final output file
|
||||
os.replace(temp_file, output_file)
|
||||
logger.info(f"Rules saved to {output_file}.")
|
||||
os.replace(temp_file, output_file) # Atomic rename
|
||||
logger.info(f"Rules saved to {output_file}")
|
||||
return True
|
||||
except IOError as e:
|
||||
logger.error(f"Failed to save rules to {output_file}. Reason: {e}")
|
||||
except Exception as e:
|
||||
logger.error(f"Failed to save rules to {output_file}: {e}")
|
||||
return False
|
||||
|
||||
|
||||
def main():
|
||||
"""Main function to fetch and save OWASP rules."""
|
||||
parser = argparse.ArgumentParser(description="Fetch OWASP Core Rule Set rules from GitHub.")
|
||||
parser.add_argument("--output", type=str, default="owasp_rules.json", help="Output JSON file path.")
|
||||
parser.add_argument("--ref", type=str, default=GITHUB_REF, help="Git reference (e.g., tag or branch).")
|
||||
parser.add_argument("--dry-run", action="store_true", help="Simulate fetching without saving.")
|
||||
"""Main function: Fetches, processes, and saves OWASP CRS rules."""
|
||||
parser = argparse.ArgumentParser(
|
||||
description="Fetches OWASP Core Rule Set rules and saves them as JSON."
|
||||
)
|
||||
parser.add_argument("--output", type=str, default="owasp_rules.json",
|
||||
help="Output JSON file path.")
|
||||
parser.add_argument("--ref", type=str, default=GITHUB_REF,
|
||||
help="Git reference (tag or branch prefix). E.g., 'v4.0', 'v3.3', 'dev'")
|
||||
parser.add_argument("--dry-run", action="store_true",
|
||||
help="Simulate fetching and processing (no file save).")
|
||||
args = parser.parse_args()
|
||||
|
||||
session = get_session()
|
||||
session = get_session() # Create a requests session
|
||||
|
||||
# 1. Fetch the latest tag (or use the provided ref directly)
|
||||
latest_ref = fetch_latest_tag(session, args.ref)
|
||||
if latest_ref:
|
||||
rule_files = fetch_rule_files(session, latest_ref)
|
||||
if rule_files:
|
||||
rules = fetch_owasp_rules(session, rule_files)
|
||||
if args.dry_run:
|
||||
logger.info("Dry-run mode enabled. Skipping file save.")
|
||||
elif rules and save_as_json(rules, args.output):
|
||||
logger.info("All rules fetched and saved successfully.")
|
||||
if not latest_ref:
|
||||
logger.error("Could not determine the latest tag. Exiting.")
|
||||
return # Exit if we can't get a ref
|
||||
|
||||
# 2. Fetch the list of rule files.
|
||||
rule_files = fetch_rule_files(session, latest_ref)
|
||||
if not rule_files:
|
||||
logger.error("Could not fetch the list of rule files. Exiting.")
|
||||
return
|
||||
|
||||
# 3. Fetch and process the rules (in parallel).
|
||||
rules = fetch_owasp_rules(session, rule_files)
|
||||
|
||||
# 4. Save the rules to a JSON file (unless it's a dry run).
|
||||
if not args.dry_run:
|
||||
if rules:
|
||||
if save_as_json(rules, args.output):
|
||||
logger.info("Successfully saved rules to JSON.")
|
||||
else:
|
||||
logger.error("Failed to fetch or save rules.")
|
||||
logger.error("Failed to save rules to JSON.") # if the save fail
|
||||
else:
|
||||
logger.error("Failed to fetch rule files.")
|
||||
logger.warning("No rules were extracted.") # Warn if no rules
|
||||
else:
|
||||
logger.error("Failed to fetch tags.")
|
||||
logger.info("Dry-run mode: Rules were fetched and processed, but not saved.")
|
||||
# Optionally print some of the extracted rules here for verification.
|
||||
if rules:
|
||||
logger.info(f"Example rule: {rules[0]}")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
|
||||
Loading…
x
Reference in New Issue
Block a user