Paijo commited on
update app/grabber/scraping_utils.py
Browse files- app/grabber/scraping_utils.py +374 -0
app/grabber/scraping_utils.py
ADDED
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@@ -0,0 +1,374 @@
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| 1 |
+
"""
|
| 2 |
+
Scraping Utilities
|
| 3 |
+
|
| 4 |
+
Helper functions untuk enhanced scraping dengan rate limiting,
|
| 5 |
+
error handling, dan performance optimization.
|
| 6 |
+
"""
|
| 7 |
+
|
| 8 |
+
import asyncio
|
| 9 |
+
import logging
|
| 10 |
+
import time
|
| 11 |
+
import random
|
| 12 |
+
from typing import List, Dict, Any, Optional, Tuple
|
| 13 |
+
from dataclasses import dataclass, field
|
| 14 |
+
from datetime import datetime, timedelta
|
| 15 |
+
|
| 16 |
+
logger = logging.getLogger(__name__)
|
| 17 |
+
|
| 18 |
+
|
| 19 |
+
@dataclass
|
| 20 |
+
class ProxyAgent:
|
| 21 |
+
"""Proxy agent for rotation and management."""
|
| 22 |
+
|
| 23 |
+
proxy_url: str
|
| 24 |
+
success_rate: float = 1.0
|
| 25 |
+
failure_count: int = 0
|
| 26 |
+
last_used: Optional[datetime] = None
|
| 27 |
+
|
| 28 |
+
|
| 29 |
+
@dataclass
|
| 30 |
+
class ScrapingSession:
|
| 31 |
+
"""Session untuk track scraping statistics"""
|
| 32 |
+
|
| 33 |
+
session_id: str
|
| 34 |
+
start_time: float
|
| 35 |
+
requests_made: int = 0
|
| 36 |
+
successful_requests: int = 0
|
| 37 |
+
failed_requests: int = 0
|
| 38 |
+
proxies_used: List[str] = None
|
| 39 |
+
avg_response_time: float = 0.0
|
| 40 |
+
total_data_bytes: int = 0
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
@dataclass
|
| 44 |
+
class RequestQueue:
|
| 45 |
+
"""Queue untuk mengatur concurrent requests"""
|
| 46 |
+
|
| 47 |
+
max_concurrent: int
|
| 48 |
+
active_requests: Dict[str, datetime] = field(default_factory=dict)
|
| 49 |
+
completed_requests: Dict[str, datetime] = field(default_factory=dict)
|
| 50 |
+
|
| 51 |
+
|
| 52 |
+
class RateLimiter:
|
| 53 |
+
"""Rate limiting per domain and IP"""
|
| 54 |
+
|
| 55 |
+
def __init__(self):
|
| 56 |
+
self.domain_requests: Dict[str, List[datetime]] = {}
|
| 57 |
+
self.ip_requests: Dict[str, List[datetime]] = {}
|
| 58 |
+
self.global_requests: List[datetime] = []
|
| 59 |
+
|
| 60 |
+
def can_make_request(
|
| 61 |
+
self, domain: Optional[str], ip: Optional[str]
|
| 62 |
+
) -> Tuple[bool, Optional[float]]:
|
| 63 |
+
"""Check if request can be made"""
|
| 64 |
+
now = datetime.now()
|
| 65 |
+
|
| 66 |
+
# Rate limiting per domain
|
| 67 |
+
if domain and domain in self.domain_requests:
|
| 68 |
+
recent_requests = [
|
| 69 |
+
req
|
| 70 |
+
for req in self.domain_requests[domain]
|
| 71 |
+
if req > now - timedelta(minutes=1)
|
| 72 |
+
]
|
| 73 |
+
if len(recent_requests) >= 10: # 10 requests per minute
|
| 74 |
+
return False, 60.0 # Retry after 60 seconds
|
| 75 |
+
|
| 76 |
+
# Rate limiting per IP
|
| 77 |
+
if ip and ip in self.ip_requests:
|
| 78 |
+
recent_requests = [
|
| 79 |
+
req for req in self.ip_requests[ip] if req > now - timedelta(minutes=5)
|
| 80 |
+
]
|
| 81 |
+
if len(recent_requests) >= 50: # 50 requests per 5 minutes
|
| 82 |
+
return False, 300.0 # Retry after 5 minutes
|
| 83 |
+
|
| 84 |
+
# Global rate limiting
|
| 85 |
+
total_recent = len(
|
| 86 |
+
[req for req in self.global_requests if req > now - timedelta(minutes=1)]
|
| 87 |
+
)
|
| 88 |
+
if total_recent >= 100: # 100 requests per minute globally
|
| 89 |
+
return False, 60.0
|
| 90 |
+
|
| 91 |
+
return True, 0.0
|
| 92 |
+
|
| 93 |
+
def record_request(self, domain: Optional[str], ip: Optional[str]):
|
| 94 |
+
"""Record successful request"""
|
| 95 |
+
now = datetime.now()
|
| 96 |
+
|
| 97 |
+
if domain:
|
| 98 |
+
if domain not in self.domain_requests:
|
| 99 |
+
self.domain_requests[domain] = []
|
| 100 |
+
self.domain_requests[domain].append(now)
|
| 101 |
+
|
| 102 |
+
if ip:
|
| 103 |
+
if ip not in self.ip_requests:
|
| 104 |
+
self.ip_requests[ip] = []
|
| 105 |
+
self.ip_requests[ip].append(now)
|
| 106 |
+
|
| 107 |
+
self.global_requests.append(now)
|
| 108 |
+
|
| 109 |
+
def record_success(
|
| 110 |
+
self,
|
| 111 |
+
domain: Optional[str],
|
| 112 |
+
ip: Optional[str],
|
| 113 |
+
response_time: float,
|
| 114 |
+
data_size: int,
|
| 115 |
+
):
|
| 116 |
+
"""Record successful request"""
|
| 117 |
+
now = datetime.now()
|
| 118 |
+
|
| 119 |
+
# Update session stats
|
| 120 |
+
self.active_requests[str(uuid.uuid4())] = {
|
| 121 |
+
"timestamp": now,
|
| 122 |
+
"domain": domain,
|
| 123 |
+
"ip": ip,
|
| 124 |
+
"response_time": response_time,
|
| 125 |
+
"data_size": data_size,
|
| 126 |
+
"success": True,
|
| 127 |
+
}
|
| 128 |
+
|
| 129 |
+
|
| 130 |
+
class ExponentialBackoff:
|
| 131 |
+
"""Exponential backoff dengan jitter untuk optimal retry"""
|
| 132 |
+
|
| 133 |
+
@staticmethod
|
| 134 |
+
def get_delay(
|
| 135 |
+
attempt: int,
|
| 136 |
+
base_delay: float = 1.0,
|
| 137 |
+
max_delay: float = 60.0,
|
| 138 |
+
jitter: bool = True,
|
| 139 |
+
) -> float:
|
| 140 |
+
"""Calculate delay dengan exponential backoff"""
|
| 141 |
+
delay = base_delay * (2**attempt)
|
| 142 |
+
|
| 143 |
+
if jitter:
|
| 144 |
+
# Add random jitter (±25%) to avoid thundering herd
|
| 145 |
+
jitter_factor = random.uniform(0.75, 1.25)
|
| 146 |
+
delay *= jitter_factor
|
| 147 |
+
|
| 148 |
+
return min(delay, max_delay)
|
| 149 |
+
|
| 150 |
+
|
| 151 |
+
class ProxyRotator:
|
| 152 |
+
"""Smart proxy rotation untuk load balancing"""
|
| 153 |
+
|
| 154 |
+
def __init__(self, proxies: List[str] = None):
|
| 155 |
+
self.proxies = proxies or []
|
| 156 |
+
self.index = 0
|
| 157 |
+
self.failure_count: Dict[str, int] = {}
|
| 158 |
+
self.last_rotated = time.time()
|
| 159 |
+
|
| 160 |
+
async def get_next_proxy(
|
| 161 |
+
self, exclude: Optional[List[str]] = None
|
| 162 |
+
) -> Optional[ProxyAgent]:
|
| 163 |
+
"""Get next proxy dengan round-robin"""
|
| 164 |
+
available_proxies = [p for p in self.proxies if not exclude or p not in exclude]
|
| 165 |
+
|
| 166 |
+
if not available_proxies:
|
| 167 |
+
return None
|
| 168 |
+
|
| 169 |
+
proxy = available_proxies[self.index % len(available_proxies)]
|
| 170 |
+
|
| 171 |
+
self.index = (self.index + 1) % len(available_proxies)
|
| 172 |
+
|
| 173 |
+
return ProxyAgent(proxy_url=proxy)
|
| 174 |
+
|
| 175 |
+
def record_failure(self, proxy: str):
|
| 176 |
+
"""Record proxy failure"""
|
| 177 |
+
if proxy not in self.failure_count:
|
| 178 |
+
self.failure_count[proxy] = 0
|
| 179 |
+
self.failure_count[proxy] += 1
|
| 180 |
+
|
| 181 |
+
# Rotate proxy setelah 5 failures
|
| 182 |
+
if self.failure_count[proxy] >= 5:
|
| 183 |
+
logger.warning(
|
| 184 |
+
f"Proxy {proxy} memiliki {self.failure_count[proxy]} kegagalan, dirotasi"
|
| 185 |
+
)
|
| 186 |
+
# Move proxy ke akhir daftar
|
| 187 |
+
self.proxies = [p for p in self.proxies if p != proxy]
|
| 188 |
+
self.failure_count[proxy] = 0
|
| 189 |
+
|
| 190 |
+
self.last_rotated = time.time()
|
| 191 |
+
|
| 192 |
+
def get_stats(self) -> Dict[str, Any]:
|
| 193 |
+
"""Get rotation statistics"""
|
| 194 |
+
return {
|
| 195 |
+
"total_proxies": len(self.proxies),
|
| 196 |
+
"failure_counts": dict(self.failure_count),
|
| 197 |
+
"last_rotated": datetime.fromtimestamp(self.last_rotated).isoformat(),
|
| 198 |
+
"rotation_count": sum(
|
| 199 |
+
1 for count in self.failure_count.values() if count > 5
|
| 200 |
+
),
|
| 201 |
+
}
|
| 202 |
+
|
| 203 |
+
|
| 204 |
+
class PerformanceMonitor:
|
| 205 |
+
"""Monitor scraping performance"""
|
| 206 |
+
|
| 207 |
+
def __init__(self):
|
| 208 |
+
self.session_stats: List[ScrapingSession] = []
|
| 209 |
+
self.start_time = time.time()
|
| 210 |
+
|
| 211 |
+
def start_session(self) -> ScrapingSession:
|
| 212 |
+
"""Start new scraping session"""
|
| 213 |
+
session = ScrapingSession(
|
| 214 |
+
session_id=f"session_{int(time.time())}", start_time=time.time()
|
| 215 |
+
)
|
| 216 |
+
self.session_stats.append(session)
|
| 217 |
+
return session
|
| 218 |
+
|
| 219 |
+
def end_session(self, session: ScrapingSession):
|
| 220 |
+
"""End scraping session"""
|
| 221 |
+
session.end_time = time.time()
|
| 222 |
+
session.duration = session.end_time - session.start_time
|
| 223 |
+
session.success_rate = (
|
| 224 |
+
(session.successful_requests / max(session.requests_made, 1)) * 100
|
| 225 |
+
if session.requests_made > 0
|
| 226 |
+
else 0
|
| 227 |
+
)
|
| 228 |
+
session.avg_response_time = (
|
| 229 |
+
session.avg_response_time / max(session.requests_made, 1)
|
| 230 |
+
if session.requests_made > 0
|
| 231 |
+
else 0
|
| 232 |
+
)
|
| 233 |
+
|
| 234 |
+
# Calculate performance metrics
|
| 235 |
+
self.session_stats.remove(session)
|
| 236 |
+
return session
|
| 237 |
+
|
| 238 |
+
def get_overall_stats(self) -> Dict[str, Any]:
|
| 239 |
+
"""Get overall performance statistics"""
|
| 240 |
+
if not self.session_stats:
|
| 241 |
+
return {}
|
| 242 |
+
|
| 243 |
+
total_sessions = len(self.session_stats)
|
| 244 |
+
total_requests = sum(s.requests_made for s in self.session_stats)
|
| 245 |
+
total_successful = sum(s.successful_requests for s in self.session_stats)
|
| 246 |
+
total_data_bytes = sum(s.total_data_bytes for s in self.session_stats)
|
| 247 |
+
avg_duration = (
|
| 248 |
+
sum(s.duration for s in self.session_stats) / max(total_sessions, 1)
|
| 249 |
+
if total_sessions > 0
|
| 250 |
+
else 0
|
| 251 |
+
)
|
| 252 |
+
|
| 253 |
+
return {
|
| 254 |
+
"total_sessions": total_sessions,
|
| 255 |
+
"total_requests": total_requests,
|
| 256 |
+
"total_successful": total_successful,
|
| 257 |
+
"success_rate": (total_successful / max(total_requests, 1)) * 100
|
| 258 |
+
if total_requests > 0
|
| 259 |
+
else 0,
|
| 260 |
+
"total_data_bytes": total_data_bytes,
|
| 261 |
+
"avg_session_duration": avg_duration,
|
| 262 |
+
"requests_per_second": total_requests / max(avg_duration, 1)
|
| 263 |
+
if avg_duration > 0
|
| 264 |
+
else 0,
|
| 265 |
+
"bytes_per_second": total_data_bytes / max(avg_duration, 1)
|
| 266 |
+
if avg_duration > 0
|
| 267 |
+
else 0,
|
| 268 |
+
}
|
| 269 |
+
|
| 270 |
+
|
| 271 |
+
# Helper functions
|
| 272 |
+
def calculate_proxy_score(
|
| 273 |
+
latency: int, can_access_google: bool, proxy_type: str, country_code: str
|
| 274 |
+
) -> int:
|
| 275 |
+
"""Calculate proxy quality score (0-100)"""
|
| 276 |
+
score = 0
|
| 277 |
+
|
| 278 |
+
# Latency scoring (40 points max)
|
| 279 |
+
if latency <= 200:
|
| 280 |
+
score += 40 # Perfect
|
| 281 |
+
elif latency <= 500:
|
| 282 |
+
score += 30
|
| 283 |
+
elif latency <= 1000:
|
| 284 |
+
score += 20
|
| 285 |
+
elif latency <= 2000:
|
| 286 |
+
score += 10
|
| 287 |
+
|
| 288 |
+
# Anonymity scoring (30 points max)
|
| 289 |
+
if proxy_type == "elite":
|
| 290 |
+
score += 30
|
| 291 |
+
elif proxy_type == "anonymous":
|
| 292 |
+
score += 20
|
| 293 |
+
elif proxy_type == "transparent":
|
| 294 |
+
score += 0 # No points for transparent
|
| 295 |
+
|
| 296 |
+
# Google access scoring (15 points)
|
| 297 |
+
if can_access_google:
|
| 298 |
+
score += 15
|
| 299 |
+
|
| 300 |
+
# Residential bonus (15 points)
|
| 301 |
+
if country_code and country_code != "US":
|
| 302 |
+
score += 15 # Assume non-US is residential
|
| 303 |
+
|
| 304 |
+
return min(score, 100)
|
| 305 |
+
|
| 306 |
+
|
| 307 |
+
def extract_domain(url: str) -> str:
|
| 308 |
+
"""Extract domain dari URL"""
|
| 309 |
+
try:
|
| 310 |
+
return urlparse(url).netloc
|
| 311 |
+
except:
|
| 312 |
+
return "unknown"
|
| 313 |
+
|
| 314 |
+
|
| 315 |
+
def validate_url(url: str) -> bool:
|
| 316 |
+
"""Validate URL format"""
|
| 317 |
+
try:
|
| 318 |
+
result = urlparse(url)
|
| 319 |
+
return bool(result.scheme and result.netloc)
|
| 320 |
+
except:
|
| 321 |
+
return False
|
| 322 |
+
|
| 323 |
+
|
| 324 |
+
def clean_text(text: str) -> str:
|
| 325 |
+
"""Clean text dari HTML tags dan noise"""
|
| 326 |
+
import re
|
| 327 |
+
|
| 328 |
+
# Remove HTML tags
|
| 329 |
+
text = re.sub(r"<[^>]+>", " ", text)
|
| 330 |
+
|
| 331 |
+
# Remove multiple whitespace
|
| 332 |
+
text = re.sub(r"\s+", " ", text)
|
| 333 |
+
|
| 334 |
+
# Remove URLs yang tidak relevan
|
| 335 |
+
text = re.sub(r"https?://[^\s]+", "", text)
|
| 336 |
+
|
| 337 |
+
return text.strip()
|
| 338 |
+
|
| 339 |
+
|
| 340 |
+
def format_bytes(bytes_size: int) -> str:
|
| 341 |
+
"""Format bytes size untuk human readable"""
|
| 342 |
+
for unit in ["B", "KB", "MB", "GB"]:
|
| 343 |
+
if bytes_size < 1024:
|
| 344 |
+
return f"{bytes_size} {unit}"
|
| 345 |
+
bytes_size /= 1024
|
| 346 |
+
if bytes_size < 1024:
|
| 347 |
+
return f"{bytes_size} {unit}"
|
| 348 |
+
bytes_size /= 1024
|
| 349 |
+
if bytes_size < 1024:
|
| 350 |
+
return f"{bytes_size} {unit}"
|
| 351 |
+
else:
|
| 352 |
+
return f"{bytes_size:.1f} {unit}"
|
| 353 |
+
|
| 354 |
+
|
| 355 |
+
def generate_session_id() -> str:
|
| 356 |
+
"""Generate unique session ID"""
|
| 357 |
+
import uuid
|
| 358 |
+
|
| 359 |
+
return str(uuid.uuid4())
|
| 360 |
+
|
| 361 |
+
|
| 362 |
+
# Constants
|
| 363 |
+
DEFAULT_TIMEOUT = 30
|
| 364 |
+
DEFAULT_MAX_RETRIES = 3
|
| 365 |
+
DEFAULT_BATCH_SIZE = 100
|
| 366 |
+
|
| 367 |
+
# Rate limiting constants
|
| 368 |
+
DOMAIN_RATE_LIMIT = 10 # requests per minute per domain
|
| 369 |
+
IP_RATE_LIMIT = 50 # requests per 5 minutes per IP
|
| 370 |
+
GLOBAL_RATE_LIMIT = 100 # requests per minute globally
|
| 371 |
+
|
| 372 |
+
# Quality thresholds
|
| 373 |
+
MIN_QUALITY_SCORE = 30
|
| 374 |
+
SUCCESS_RATE_THRESHOLD = 0.3 # 30% success rate untuk proxy rotation
|