Wave 1: Add StructuredLogger and review topics inference
Task #1: StructuredLogger class (modules/structured_logger.py) - LogEntry dataclass with timestamp, level, category, metrics, network - Thread-safe storage with automatic pruning at 10k entries - Level methods: debug(), info(), warn(), error(), fatal() - Backward-compatible log() method for migration - Filter methods: get_logs_by_category(), get_logs_by_level() Task #16: Review topics inference (modules/scraper_clean.py) - get_topic_variants(): Generate word variants (plural, -ing, -ed forms) - infer_review_topics(): Match review text to topic keywords - Word boundary matching to avoid false positives - Integrated into scrape_reviews() to add 'topics' field to reviews Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
This commit is contained in:
@@ -9,9 +9,131 @@ import json
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import time
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import threading
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from datetime import datetime
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from typing import List
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from selenium.webdriver.common.by import By
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def get_topic_variants(topic: str) -> List[str]:
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"""
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Generate common variants of a topic word for matching.
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Handles:
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- Singular/plural forms
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- Verb forms (-ing, -ed, -s)
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- Common stemming patterns
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Args:
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topic: The topic word/phrase to generate variants for
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Returns:
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List of variant strings including the original
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Example:
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>>> get_topic_variants("cutting")
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["cutting", "cut", "cuts"]
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>>> get_topic_variants("service")
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["service", "services", "servicing"]
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"""
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if not topic:
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return []
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topic = topic.lower().strip()
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variants = {topic} # Use set to avoid duplicates
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# Handle -ing forms (cutting -> cut, cuts)
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if topic.endswith("ing"):
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base = topic[:-3] # Remove -ing
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if base:
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variants.add(base)
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variants.add(base + "s")
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# Handle doubled consonants (cutting -> cut)
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if len(base) >= 2 and base[-1] == base[-2]:
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single_consonant = base[:-1]
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variants.add(single_consonant)
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variants.add(single_consonant + "s")
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# Handle -s/-es plural forms (services -> service)
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if topic.endswith("es") and len(topic) > 2:
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variants.add(topic[:-2]) # Remove -es
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variants.add(topic[:-2] + "ing")
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elif topic.endswith("s") and len(topic) > 1 and not topic.endswith("ss"):
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variants.add(topic[:-1]) # Remove -s
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variants.add(topic[:-1] + "ing")
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# Handle -ed forms (colored -> color)
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if topic.endswith("ed") and len(topic) > 2:
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base = topic[:-2]
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if base:
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variants.add(base)
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variants.add(base + "s")
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variants.add(base + "ing")
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# Handle doubled consonants (colored -> color from coloured)
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if len(base) >= 2 and base[-1] == base[-2]:
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single_consonant = base[:-1]
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variants.add(single_consonant)
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# Add common forms if base word (no suffix detected)
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if not (topic.endswith("ing") or topic.endswith("ed") or topic.endswith("s")):
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variants.add(topic + "s")
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variants.add(topic + "ing")
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# Handle consonant doubling for -ing (cut -> cutting)
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if len(topic) >= 2 and topic[-1] not in "aeiouwy":
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variants.add(topic + topic[-1] + "ing")
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return list(variants)
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def infer_review_topics(review_text: str, topics: List[dict]) -> List[str]:
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"""
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Match review text against extracted topic keywords.
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Args:
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review_text: The review text to analyze
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topics: List of topic dicts, e.g., [{"topic": "cutting", "count": 3}]
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Returns:
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List of matched topic names
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Example:
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>>> topics = [{"topic": "hair salon", "count": 4}, {"topic": "cutting", "count": 3}]
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>>> text = "Great haircut! The cutting was professional."
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>>> infer_review_topics(text, topics)
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["cutting"]
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"""
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# Handle empty/None inputs gracefully
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if not review_text or not topics:
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return []
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review_text_lower = review_text.lower()
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matched_topics = []
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for topic_dict in topics:
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topic = topic_dict.get("topic", "")
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if not topic:
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continue
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topic_lower = topic.lower().strip()
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# Get all variants of the topic
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variants = get_topic_variants(topic_lower)
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# Check each variant for word boundary match
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for variant in variants:
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if not variant:
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continue
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# Use word boundary regex to avoid partial matches
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# \b ensures we match whole words only
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# E.g., "cut" won't match "execute" or "cutlery" partially
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pattern = r'\b' + re.escape(variant) + r'\b'
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if re.search(pattern, review_text_lower):
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matched_topics.append(topic) # Use original topic name
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break # Found a match, no need to check other variants
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return matched_topics
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class LogCapture:
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"""Captures scraper logs for storage and viewing."""
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@@ -1138,6 +1260,18 @@ def scrape_reviews(driver, url: str, max_reviews: int = 5000, timeout_no_new: in
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else:
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log.info(f"📋 Total: {len(review_list)} unique reviews (DOM: {dom_count}, API: {api_count})")
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# Infer topics for each review if review_topics is available
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if review_topics:
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log.info(f"🏷️ Inferring topics for {len(review_list)} reviews...")
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topics_inferred_count = 0
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for review in review_list:
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review_text = review.get("text", "")
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matched = infer_review_topics(review_text, review_topics)
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review["topics"] = matched
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if matched:
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topics_inferred_count += 1
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log.info(f"🏷️ Topics inferred for {topics_inferred_count}/{len(review_list)} reviews")
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return {
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"reviews": review_list, # Only unflushed reviews (flushed already sent to callback)
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"total": grand_total,
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250
modules/structured_logger.py
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250
modules/structured_logger.py
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@@ -0,0 +1,250 @@
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"""
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Structured Logger Module
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Provides a thread-safe, structured logging system with JSON-serializable output.
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Designed to replace the LogCapture class with enhanced categorization and metrics support.
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"""
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from dataclasses import dataclass, field, asdict
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from datetime import datetime, timezone
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from typing import Dict, List, Literal, Optional
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import threading
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import time
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LogLevel = Literal['DEBUG', 'INFO', 'WARN', 'ERROR', 'FATAL']
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LogCategory = Literal['scraper', 'browser', 'network', 'system']
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@dataclass
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class LogEntry:
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"""Structured log entry with timestamp, level, category, and optional metrics."""
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timestamp: str # ISO 8601 with Z suffix
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timestamp_ms: int # Unix milliseconds
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level: LogLevel
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category: LogCategory
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message: str
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metrics: Optional[Dict] = None # memory_mb, reviews_count, scroll_position, dom_nodes, etc.
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network: Optional[Dict] = None # url, method, status, size_bytes, duration_ms
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snapshot_id: Optional[str] = None
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def to_dict(self) -> Dict:
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"""Convert to JSON-serializable dictionary, excluding None values."""
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result = {
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'timestamp': self.timestamp,
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'timestamp_ms': self.timestamp_ms,
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'level': self.level,
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'category': self.category,
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'message': self.message,
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}
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if self.metrics is not None:
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result['metrics'] = self.metrics
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if self.network is not None:
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result['network'] = self.network
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if self.snapshot_id is not None:
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result['snapshot_id'] = self.snapshot_id
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return result
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class StructuredLogger:
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"""
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Thread-safe structured logger with categorized log entries and automatic pruning.
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Example usage:
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logger = StructuredLogger()
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logger.info('browser', 'Navigating to URL', metrics={'memory_mb': 245})
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logger.warn('network', 'Rate limit detected', network={'status': 429, 'url': '...'})
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logger.error('system', 'Chrome crashed', metrics={'memory_mb': 489, 'dom_nodes': 12000})
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"""
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def __init__(self, max_entries: int = 10000):
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"""
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Initialize the structured logger.
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Args:
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max_entries: Maximum number of log entries to retain (default 10000).
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Oldest entries are pruned when limit is exceeded.
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"""
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self._entries: List[LogEntry] = []
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self._lock = threading.Lock()
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self._max_entries = max_entries
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def _create_entry(
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self,
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level: LogLevel,
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category: LogCategory,
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message: str,
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metrics: Optional[Dict] = None,
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network: Optional[Dict] = None,
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snapshot_id: Optional[str] = None,
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) -> LogEntry:
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"""Create a new log entry with current timestamp."""
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now = datetime.now(timezone.utc)
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timestamp = now.strftime('%Y-%m-%dT%H:%M:%S.') + f'{now.microsecond // 1000:03d}Z'
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timestamp_ms = int(now.timestamp() * 1000)
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return LogEntry(
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timestamp=timestamp,
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timestamp_ms=timestamp_ms,
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level=level,
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category=category,
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message=message,
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metrics=metrics,
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network=network,
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snapshot_id=snapshot_id,
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)
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def _add_entry(self, entry: LogEntry) -> None:
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"""Add an entry to the log with thread-safety and automatic pruning."""
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with self._lock:
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self._entries.append(entry)
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# Prune oldest entries if limit exceeded
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if len(self._entries) > self._max_entries:
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# Remove oldest 10% to avoid frequent pruning
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prune_count = max(1, self._max_entries // 10)
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self._entries = self._entries[prune_count:]
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def debug(
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self,
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category: LogCategory,
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message: str,
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*,
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metrics: Optional[Dict] = None,
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network: Optional[Dict] = None,
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snapshot_id: Optional[str] = None,
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) -> None:
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"""Log a DEBUG level message."""
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entry = self._create_entry('DEBUG', category, message, metrics, network, snapshot_id)
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self._add_entry(entry)
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def info(
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self,
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category: LogCategory,
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message: str,
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*,
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metrics: Optional[Dict] = None,
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network: Optional[Dict] = None,
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snapshot_id: Optional[str] = None,
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) -> None:
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"""Log an INFO level message."""
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entry = self._create_entry('INFO', category, message, metrics, network, snapshot_id)
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self._add_entry(entry)
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def warn(
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self,
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category: LogCategory,
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message: str,
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*,
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metrics: Optional[Dict] = None,
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network: Optional[Dict] = None,
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snapshot_id: Optional[str] = None,
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) -> None:
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"""Log a WARN level message."""
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entry = self._create_entry('WARN', category, message, metrics, network, snapshot_id)
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self._add_entry(entry)
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def error(
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self,
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category: LogCategory,
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message: str,
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*,
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metrics: Optional[Dict] = None,
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network: Optional[Dict] = None,
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snapshot_id: Optional[str] = None,
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) -> None:
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"""Log an ERROR level message."""
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entry = self._create_entry('ERROR', category, message, metrics, network, snapshot_id)
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self._add_entry(entry)
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def fatal(
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self,
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category: LogCategory,
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message: str,
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*,
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metrics: Optional[Dict] = None,
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network: Optional[Dict] = None,
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snapshot_id: Optional[str] = None,
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) -> None:
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"""Log a FATAL level message."""
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entry = self._create_entry('FATAL', category, message, metrics, network, snapshot_id)
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self._add_entry(entry)
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def log(self, message: str, level: str = 'INFO') -> None:
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"""
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Backward-compatible log method for legacy code.
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Maps to 'system' category by default.
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Args:
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message: The log message
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level: Log level as string (DEBUG, INFO, WARN, ERROR, FATAL)
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"""
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level_upper = level.upper()
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if level_upper not in ('DEBUG', 'INFO', 'WARN', 'ERROR', 'FATAL'):
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level_upper = 'INFO'
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entry = self._create_entry(level_upper, 'system', message)
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self._add_entry(entry)
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def get_logs(self) -> List[Dict]:
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"""
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Get all log entries as JSON-serializable dictionaries.
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Returns:
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List of log entry dictionaries.
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"""
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with self._lock:
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return [entry.to_dict() for entry in self._entries]
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def get_logs_by_category(self, category: LogCategory) -> List[Dict]:
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"""
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Get log entries filtered by category.
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Args:
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category: The category to filter by ('scraper', 'browser', 'network', 'system')
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Returns:
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List of log entry dictionaries matching the category.
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"""
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with self._lock:
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return [entry.to_dict() for entry in self._entries if entry.category == category]
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def get_logs_by_level(self, level: LogLevel) -> List[Dict]:
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"""
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Get log entries filtered by level.
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Args:
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level: The level to filter by ('DEBUG', 'INFO', 'WARN', 'ERROR', 'FATAL')
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Returns:
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List of log entry dictionaries matching the level.
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"""
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with self._lock:
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return [entry.to_dict() for entry in self._entries if entry.level == level]
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def get_logs_since(self, timestamp_ms: int) -> List[Dict]:
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"""
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Get log entries since a specific timestamp.
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Args:
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timestamp_ms: Unix timestamp in milliseconds
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Returns:
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List of log entry dictionaries with timestamp >= timestamp_ms.
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"""
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with self._lock:
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return [entry.to_dict() for entry in self._entries if entry.timestamp_ms >= timestamp_ms]
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def clear(self) -> None:
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"""Clear all log entries."""
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with self._lock:
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self._entries.clear()
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def count(self) -> int:
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"""Get the current number of log entries."""
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with self._lock:
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return len(self._entries)
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def __len__(self) -> int:
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"""Get the current number of log entries."""
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return self.count()
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