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log classification

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Goodme Frontend Team
Goodme Frontend Team
Nov 25, 2024 · Artificial Intelligence

How to Use spaCy to Auto‑Split and Classify Multi‑Platform Error Logs

This article explains how to preprocess diverse error messages from apps, mini‑programs, and browsers, then fine‑tune a small spaCy NLP model with data generated via ChatGPT to automatically split and categorize errors for alerting and workflow handling.

AIPythonerror monitoring
0 likes · 8 min read
How to Use spaCy to Auto‑Split and Classify Multi‑Platform Error Logs
NetEase Game Operations Platform
NetEase Game Operations Platform
May 9, 2022 · Operations

Intelligent Log Classification and Anomaly Detection: Design and Implementation

This article presents a two‑stage streaming log classification system using an improved prefix‑tree and longest‑common‑subsequence algorithms, along with a statistical unsupervised anomaly detection method that leverages chi‑square aggregation and box‑plot scoring to reduce false alarms and accelerate template convergence.

LCS algorithmanomaly detectionlog classification
0 likes · 11 min read
Intelligent Log Classification and Anomaly Detection: Design and Implementation
NetEase Game Operations Platform
NetEase Game Operations Platform
Aug 4, 2019 · Big Data

Log Classification and Real-Time Aggregation Architecture Using Flink and Kafka

This article describes a real‑time log‑classification pipeline built on Flink and Kafka that pre‑filters, structures, classifies, and aggregates heterogeneous logs, enabling efficient frequency‑based alerts and statistical analysis without storing raw log data at scale.

AggregationFlinkKafka
0 likes · 11 min read
Log Classification and Real-Time Aggregation Architecture Using Flink and Kafka
360 Quality & Efficiency
360 Quality & Efficiency
May 18, 2018 · Backend Development

Comprehensive Guide to Server Log Testing and Classification

This article explains the importance of server‑side log testing, outlines four main log categories, provides practical logging standards and error‑code conventions, and lists key checkpoints for effective log testing to ensure reliable backend operations.

DebuggingLoggingbackend
0 likes · 9 min read
Comprehensive Guide to Server Log Testing and Classification