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Từ điển đầy đủ về Trí tuệ nhân tạo

162
danh mục
2.032
danh mục con
23.060
thuật ngữ
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GFS (Google File System)

Distributed file system architecture developed by Google, optimized for Big Data workloads with sequential data access and automatic replication management.

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NameNode

Master node in HDFS that maintains the file system metadata, including directory structure, block locations, and cluster topology.

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DataNode

Worker node in HDFS responsible for the physical storage of data blocks, their replication, and communication with the NameNode for status reports.

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Block Replication

Fault tolerance mechanism where each data block is stored in multiple copies on different DataNodes to ensure data availability in case of hardware failure.

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Rack Awareness

Algorithmic optimization that places data replicas on different physical racks to maximize fault tolerance in case of an entire rack failure.

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HDFS Federation

Scalable HDFS architecture allowing multiple independent NameNamespaces, each managing a portion of the namespace to improve scalability and isolation.

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Checkpoint Node

Specialized node in HDFS that periodically creates file system checkpoints by merging the modification log with the file system image to optimize restart.

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Erasure Coding

Data protection technique more efficient than replication, dividing data into fragments and encoding parity fragments to reduce storage space while maintaining fault tolerance.

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FsImage

Persistent snapshot of HDFS filesystem metadata, containing the complete directory structure and file attributes at the time of its creation.

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Edit Log

Transactional log in HDFS that sequentially records all filesystem metadata modifications to ensure consistency and enable crash recovery.

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Safe Mode

Read-only state of HDFS during which the NameNode verifies the minimum replication of blocks before accepting modifications, ensuring data consistency at startup.

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Distributed Namespace

Architecture where metadata management is distributed across multiple servers to eliminate bottlenecks and enable horizontal scalability of the filesystem.

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Block Placement Policy

Algorithm determining the optimal placement of block replicas in the cluster by considering network topology, node load, and fault tolerance requirements.

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Journal Node

Component in HDFS High Availability that persistently stores the active NameNode's modification logs to enable seamless failover to the standby NameNode.

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Data Balancer

Tool that redistributes blocks between DataNodes to balance disk space usage and network load in the cluster, optimizing overall performance.

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Heartbeat Mechanism

Periodic signal sent by DataNodes to the NameNode to confirm their operational status, enabling rapid failure detection and triggering replication.

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Namespace Quota

Configured limit on the number of files and directories that a user or group can create in HDFS to control system resource usage.

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