docs(guides): add stream processing and aggregation framework guide#469
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…459) Add docs/guides/STREAM_PROCESSING.md covering all 7 stream processing components plus supporting types: - Stream Aggregator: Welford's algorithm, P2 quantile estimation, moving window, outlier detection, Pearson correlation - Aggregation Processor: multi-metric pipeline with storage integration - Time Series: chronological storage with dead-band compression - Time Series Buffer: ring buffer-backed bounded storage with statistics - Ring Buffer: lock-free CAS implementation with cache-line alignment - Statistics Engine: generic percentile computation with chrono support - Metric Storage: unified ring buffer ingestion + time series history Includes architecture diagram, 4 usage examples, memory sizing guide, and complete configuration reference appendices. Resolves #459
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…459) (#469) Add docs/guides/STREAM_PROCESSING.md covering all 7 stream processing components plus supporting types: - Stream Aggregator: Welford's algorithm, P2 quantile estimation, moving window, outlier detection, Pearson correlation - Aggregation Processor: multi-metric pipeline with storage integration - Time Series: chronological storage with dead-band compression - Time Series Buffer: ring buffer-backed bounded storage with statistics - Ring Buffer: lock-free CAS implementation with cache-line alignment - Statistics Engine: generic percentile computation with chrono support - Metric Storage: unified ring buffer ingestion + time series history Includes architecture diagram, 4 usage examples, memory sizing guide, and complete configuration reference appendices. Resolves #459
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Summary
docs/guides/STREAM_PROCESSING.mdcovering all 7 stream processing componentsResolves #459
Part of documentation EPIC kcenon/common_system#325
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