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Glossario IA

Il dizionario completo dell'Intelligenza Artificiale

162
categorie
2.032
sottocategorie
23.060
termini
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Retention Policy

Rule defining the automatic retention period of time-series data based on their age, allowing for the deletion or gradual archiving of old data to manage storage space.

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Data Rollup

Process of automatically aggregating raw time-series data into precomputed metrics (averages, sums, minimums) over defined time intervals to accelerate analytical queries.

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InfluxDB Line Protocol

Text format optimized for high-performance ingestion of time-series data, structuring measurements with tags, fields, and timestamps in a single text line.

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Chunking Strategy

Method of dividing time-series data into segments (chunks) of defined size or duration to optimize read/write operations and compression of time series.

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Tag-Value Optimization

Technique involving the use of indexed tags for dimensional metadata rather than fields, enabling much faster filtering queries on large volumes of data.

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WAL (Write-Ahead Log)

Sequential transaction log where time-series writes are recorded before being applied to the main database, ensuring data durability in case of a crash.

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Series Encoding

Time-series specific compression method exploiting temporal patterns (delta encoding, gorilla compression) to drastically reduce required storage space.

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Query PromQL

Functional query language specifically designed for time-series data, enabling complex selections, filtering, and aggregations on multi-dimensional metrics.

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Prometheus Remote Write

Standardized protocol for sending time-series metrics from Prometheus agents to centralized storage systems, supporting high-frequency streaming writes.

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TSMetric Ingestion

Process of high-speed time-series metric ingestion, involving parsing, validation, indexing, and storage optimized to handle millions of points per second.

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Temporal Sharding

Strategy for partitioning time-series data based on time, distributed across different nodes or servers to balance load and horizontally scale performance.

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Backfilling Strategy

Approach for retroactively populating a time-series database with historical data, requiring specific optimizations to avoid impacting real-time performance.

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Time-Series Indexing

Hybrid indexing structure combining tag indexes and temporal indexes to enable ultra-fast searches across trillions of time-series data points.

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Gorilla Compression

Compression algorithm optimized for time-series data using delta-of-delta encoding for timestamps and XOR for values, achieving 10:1 ratios while preserving precision.

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High-Frequency Sampling

Collection of time-series data at very short intervals (sub-second), requiring specific optimizations to handle massive volumes while maintaining low latency.

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