_________ databases are optimized for handling graph-like data structures.
- Document
- Graph
- Key-value
- Relational
Graph databases, such as Neo4j or Amazon Neptune, are specifically designed to handle complex relationships and interconnected data in a graph-like format. They use nodes, edges, and properties to represent and store data.
Your team is developing a web application where users frequently search for articles based on keywords. How would you implement index-based search to improve query performance?
- Create separate indexes for each keyword
- Implement bitmap indexes
- Use inverted indexes for keywords
- Utilize clustering indexes
Using inverted indexes for keywords involves mapping each keyword to the articles that contain it, enabling efficient keyword-based searches. Creating separate indexes for each keyword may lead to index bloat and inefficiency. Clustering indexes organize related data physically to reduce disk I/O, which is not directly related to keyword-based searches. Bitmap indexes are more suitable for low-cardinality data like flags or categories. Therefore, implementing inverted indexes is the optimal approach for improving query performance in keyword-based searches.
Which mechanism is used to switch between processes in multitasking operating systems?
- Context switch
- Inter-process communication
- Interrupt handling
- Resource allocation
In multitasking operating systems, the mechanism used to switch between processes is known as a context switch. A context switch involves saving the state of a currently running process, including its registers, program counter, and other relevant information, and then loading the state of the next process to be executed. This allows the operating system to efficiently allocate CPU time among multiple processes, enabling concurrent execution and multitasking capabilities. Understanding context switching is crucial for system performance optimization and multitasking efficiency.
The ___________ property ensures that subproblems are independent and can be solved separately in dynamic programming.
- Divide and Conquer
- Greedy
- Optimal Substructure
- Overlapping
The "Optimal Substructure" property in dynamic programming states that the optimal solution to a problem can be constructed from optimal solutions to its subproblems. This property enables subproblems to be solved independently and then combined to solve the overall problem efficiently.
Explain the differences between authentication and authorization in network security.
- Data encryption
- Granting access
- Network monitoring
- Verification of identity
Authentication involves verifying the identity of users or devices, ensuring they are who they claim to be. Authorization, on the other hand, deals with granting or denying access to resources based on the authenticated identity and specified permissions. While authentication establishes trust, authorization controls the level of access granted.
What is the main principle behind dynamic programming?
- Divide and conquer
- Memoization
- Optimal substructure
- Overlapping subproblems
Dynamic programming is based on the principle of breaking down complex problems into smaller, manageable subproblems and solving each subproblem just once, storing the results for future reference. Memoization is a technique used in dynamic programming to store previously computed results to avoid redundant computations, making it an essential aspect of this approach.
Explain the trade-offs involved in maintaining ACID properties in distributed databases compared to centralized databases.
- Consistency vs. Availability
- Increased Latency
- Network Partitioning
- Scalability Challenges
Maintaining ACID properties in distributed databases involves trade-offs compared to centralized databases. One major trade-off is the balance between consistency and availability. In distributed systems, ensuring strong consistency across all nodes can lead to increased latency and potential scalability challenges due to the need for synchronous communication and coordination. On the other hand, prioritizing availability may sacrifice consistency, leading to eventual consistency models where data may be temporarily inconsistent across nodes. Additionally, network partitioning issues can arise in distributed databases, affecting the system's ability to maintain ACID properties uniformly. These trade-offs require careful consideration and architectural decisions based on the specific requirements of the application and the desired level of data consistency and availability.
Containerization promotes ___________ by encapsulating applications and their dependencies into portable units.
- Efficiency
- Scalability
- Portability
- Security
The correct option is "Portability." Containerization encapsulates applications along with their dependencies, libraries, and configurations into portable units called containers. This portability allows containers to run consistently across different environments, making application deployment and migration easier. It also enhances collaboration and agility in software development and deployment processes.
_______ is a constraint in RESTful APIs that ensures each request from a client must contain all the information needed to process the request.
- Hypertext
- Idempotence
- Self-descriptive messages
- Statelessness
Statelessness is a fundamental constraint in RESTful APIs that requires each request from a client to contain all the necessary information for the server to process it, without relying on any stored server state. This enables scalability, reliability, and better performance as servers can handle requests independently without retaining client-specific information between requests.
How can you revert a commit in Git without losing the changes?
- git checkout
- git reset --hard
- git reset --soft
- git revert
To revert a commit in Git without losing the changes, you can use the git revert command. Unlike git reset, which can remove commits and potentially lose changes, git revert creates a new commit that undoes the changes introduced by a specific commit. This maintains a clean history and preserves the changes made in subsequent commits. The git revert command is especially useful when working in a collaborative environment where rewriting history can cause conflicts for other team members. It allows for a safer way to undo changes while keeping the project history intact.