Explore the fundamental concepts of code mapping techniques within system design architecture. This quiz aims to enhance your understanding of mapping strategies, patterns, and challenges encountered in scalable and efficient system-level design.
In system-level design, what does 'direct mapping' typically refer to when translating identifiers like user IDs to storage addresses?
Explanation: Direct mapping involves assigning each identifier a unique storage address in a straightforward, one-to-one fashion, making lookups efficient. Random permutation does not guarantee predictable access. An indirect reference table introduces a level of indirection, and duplicate storage increases redundancy instead of mapping efficiency. Therefore, a simple one-to-one assignment best defines direct mapping.
What is the main advantage of using hash mapping in a distributed cache system for code lookups?
Explanation: Hash mapping enables quick access by translating keys or codes into storage locations using a hash function. While it may result in collisions, it does not guarantee the data is always sorted or that there are never any collisions. Merging objects to reduce duplication is not its primary function.
Which scenario best illustrates the use of a mapping table in system architecture?
Explanation: A mapping table is typically used to associate keys such as product codes with more detailed values like product descriptions. Sorting logs is unrelated to mapping tables, encryption focuses on security rather than mapping, and replication is about data redundancy, not code mapping.
What is a common challenge encountered when using hash-based code mapping techniques in a large-scale distributed architecture?
Explanation: Hash collisions occur when two different keys generate the same hash value, requiring collision handling strategies. Enforcing access controls and compressing data are separate concerns, and calculating averages is not relevant to mapping hashes. Thus, handling hash collisions is a typical challenge.
Why is consistent hashing especially useful when servers are frequently added or removed in a distributed code cache system?
Explanation: Consistent hashing is designed to reduce the amount of key remapping required as servers change, aiding system scalability and availability. Duplicating all data is inefficient and not the purpose of consistent hashing. Sorting servers or assigning static addresses differs from the dynamic key allocation that consistent hashing provides.
Which mapping technique is used in the encoder-decoder pattern to enable communication between two different data formats?
Explanation: Translation mapping is employed to convert codes or data from one format to another in the encoder-decoder pattern. Iterative sorting does not address data format differences, and data merging combines inputs rather than translating them. Simple hashing isn't designed for bidirectional conversion.
What best describes 'reverse mapping' in the context of system-level code management?
Explanation: Reverse mapping refers to retrieving an original key when provided with its mapped value, which is essential in decoding or reverse lookups. Random assignments, encryption, and compression are not related to the process of reverse mapping within code management.
Why might a system designer employ namespace mapping in a complex software architecture?
Explanation: Namespace mapping helps systematically organize code elements and prevent naming conflicts by assigning unique contexts. Shortening names and increasing file size are not objectives of such mapping, and encryption is a separate function from organizing identifiers.
In a relational database system, what does foreign key mapping generally achieve when relating two tables?
Explanation: Foreign key mapping links records in one table to those in another, defining relationships necessary for relational data integrity. Efficient image storage, removing duplicates, or compressing codes are not its purposes.
What is the primary reason for using canonical mapping in system integration scenarios?
Explanation: Canonical mapping is used to ensure a standardized data format so that diverse subsystems can interoperate seamlessly. Encryption, speeding computations, and shuffling keys are unrelated to harmonizing data formats, which is the goal of canonical mapping.