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Glosarium AI

Kamus lengkap Kecerdasan Buatan

162
kategori
2.032
subkategori
23.060
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Column Family

Logical grouping of related columns in columnar databases, enabling hierarchical data organization for more efficient access.

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Row Group

Processing unit in columnar formats containing a set of vertically stored rows, optimizing I/O operations and compression.

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Column Chunk

Physical data fragment containing values from a specific column, compressed and stored independently to enable selective data access.

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Parquet Format

Open-source columnar storage format optimized for analytical workloads, using efficient encoding and advanced compression techniques.

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ORC Format

Columnar format optimized for Apache Hive, providing high compression and fast query performance with strict data typing.

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Vectorized Execution

Processing technique where operations are applied to batches of data in parallel, reducing overhead and improving columnar query throughput.

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Predicate Pushdown

Optimization pushing query filters to the data source, reducing the amount of data read and processed in columnar systems.

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Column Pruning

Technique eliminating the reading of unrequired columns in a query, leveraging columnar organization to minimize disk access.

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Dictionary Encoding

Compression method replacing repeated values with short identifiers, particularly effective for categorical data in columnar systems.

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Zone Maps

Metadata indicating minimum and maximum values in data segments, allowing rapid elimination of irrelevant blocks during queries.

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Delta Encoding

Compression technique storing differences between successive values rather than absolute values, optimal for ordered and temporal data.

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RLE Encoding

Run Length Encoding compressing sequences of identical values by storing the value and the number of consecutive occurrences.

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Bloom Filters

Probabilistic data structures allowing quick determination of a value's absence in a set, optimizing searches in columnar systems.

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Skip Index

Metadata allowing direct skipping to relevant data blocks during sequential column reading, accelerating data scans.

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Vertical Partitioning

Process of physically dividing data into partitions based on columns, enabling efficient distribution and parallelism in columnar clusters.

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Pushdown Aggregation

Optimization moving aggregation calculations to the storage layer, reducing the volume of data transferred in columnar architectures.

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