Shypd.aiThe largest open index of AI toolsPyRCA is an open-source Python machine learning library for root cause analysis. It helps identify the underlying causes of system failures in complex microservices architectures by offering various state-of-the-art RCA algorithms.
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PyRCA is a Python machine learning library designed to facilitate root cause analysis (RCA) in complex IT environments, particularly those utilizing microservices architectures. It offers a comprehensive suite of state-of-the-art RCA algorithms, primarily focusing on metric-based analysis. Users can identify anomalous metrics using methods like ε-diagnosis or pinpoint root causes based on topology/causal graphs through techniques such as Bayesian inference and Random Walk. The library also provides a convenient tool for building and refining causal graphs from time series data and domain knowledge, simplifying the development of graph-based RCA solutions. PyRCA supports various methods including ε-Diagnosis, Bayesian Inference-based RCA, Random Walk-based RCA, Root Cause Discovery, and Hypothesis Testing-based RCA, with plans to expand to trace and log-based RCA in the future. It also includes a benchmark for evaluating different RCA methods.
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