Podcast
Questions and Answers
What is a major challenge in developing parallel and distributed applications?
What is a major challenge in developing parallel and distributed applications?
Which issue is specifically related to maintaining data consistency across distributed systems?
Which issue is specifically related to maintaining data consistency across distributed systems?
What do security concerns in distributed environments primarily focus on?
What do security concerns in distributed environments primarily focus on?
Which of the following is a key factor affecting application performance in wide-area distributed systems?
Which of the following is a key factor affecting application performance in wide-area distributed systems?
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What is one of the goals of ongoing research in parallel and distributed computing?
What is one of the goals of ongoing research in parallel and distributed computing?
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What is a primary benefit of using parallel computing in data analytics?
What is a primary benefit of using parallel computing in data analytics?
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Which open-source project is commonly associated with parallel and distributed application management?
Which open-source project is commonly associated with parallel and distributed application management?
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In which field is parallel computing NOT commonly applied?
In which field is parallel computing NOT commonly applied?
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What role do standardization bodies like IEEE and ISO play in distributed computing?
What role do standardization bodies like IEEE and ISO play in distributed computing?
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What is one major challenge faced in parallel and distributed computing?
What is one major challenge faced in parallel and distributed computing?
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Which of the following is a use case of distributed computing?
Which of the following is a use case of distributed computing?
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What is a benefit of using distributed databases like MongoDB and Cassandra?
What is a benefit of using distributed databases like MongoDB and Cassandra?
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Which distributed computing service is known for providing resources over the internet?
Which distributed computing service is known for providing resources over the internet?
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What is the purpose of load balancing in parallel and distributed computing?
What is the purpose of load balancing in parallel and distributed computing?
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What feature distinguishes cloud computing from traditional computing methods?
What feature distinguishes cloud computing from traditional computing methods?
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Which aspect can be improved by using distributed databases?
Which aspect can be improved by using distributed databases?
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What was a key feature that made personal computing more user-friendly during the desktop era?
What was a key feature that made personal computing more user-friendly during the desktop era?
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Which development is considered a significant milestone of the network era?
Which development is considered a significant milestone of the network era?
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What does parallel computing offer compared to serial computing?
What does parallel computing offer compared to serial computing?
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During which era did computing begin to focus on interconnected networks and the internet?
During which era did computing begin to focus on interconnected networks and the internet?
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How did the introduction of cloud computing change the delivery of computing services?
How did the introduction of cloud computing change the delivery of computing services?
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What limitation is associated with serial computing?
What limitation is associated with serial computing?
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What technology played a crucial role in making personal computers affordable during the desktop era?
What technology played a crucial role in making personal computers affordable during the desktop era?
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Which of the following best describes client-server architecture used in the network era?
Which of the following best describes client-server architecture used in the network era?
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What is the main objective of reliable client-server communication?
What is the main objective of reliable client-server communication?
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How does reliable group communication differ from reliable client-server communication?
How does reliable group communication differ from reliable client-server communication?
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What is the main purpose of distributed commit protocols?
What is the main purpose of distributed commit protocols?
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What role do recovery mechanisms serve in a distributed system?
What role do recovery mechanisms serve in a distributed system?
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Which of the following is NOT a benefit of load balancing?
Which of the following is NOT a benefit of load balancing?
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What is a key characteristic of load balancing in distributed computing?
What is a key characteristic of load balancing in distributed computing?
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Which of the following best describes the effect of effective load balancing?
Which of the following best describes the effect of effective load balancing?
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What prevents overloading of any single resource in load balancing?
What prevents overloading of any single resource in load balancing?
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What is the main characteristic of static mapping in load balancing?
What is the main characteristic of static mapping in load balancing?
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Which of the following is NOT a scheme for static mapping?
Which of the following is NOT a scheme for static mapping?
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What distinguishes dynamic mapping from static mapping in load balancing?
What distinguishes dynamic mapping from static mapping in load balancing?
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Which of the following is an example of a mechanism used in concurrency control?
Which of the following is an example of a mechanism used in concurrency control?
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How does timestamp ordering work in concurrency control?
How does timestamp ordering work in concurrency control?
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Which statement is true about the optimistic concurrency control approach?
Which statement is true about the optimistic concurrency control approach?
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What is the primary purpose of locking in concurrency control?
What is the primary purpose of locking in concurrency control?
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Which of the following describes feedback-based mapping in dynamic load balancing?
Which of the following describes feedback-based mapping in dynamic load balancing?
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What is a characteristic of thread-based concurrency?
What is a characteristic of thread-based concurrency?
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Which of the following best describes the principle of locality?
Which of the following best describes the principle of locality?
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What factor significantly impacts system performance related to memory?
What factor significantly impacts system performance related to memory?
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Which statement about cache memory is accurate?
Which statement about cache memory is accurate?
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In what scenario are memory bandwidth limitations most impactful?
In what scenario are memory bandwidth limitations most impactful?
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What is one effect of using multiple levels of cache memory?
What is one effect of using multiple levels of cache memory?
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What type of applications struggle to utilize computational resources due to memory constraints?
What type of applications struggle to utilize computational resources due to memory constraints?
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What describes the relationship between memory latency and performance?
What describes the relationship between memory latency and performance?
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Flashcards
Personal Computers (PCs)
Personal Computers (PCs)
Affordable and accessible computers for individual use.
Graphical User Interface (GUI)
Graphical User Interface (GUI)
Visual interfaces that make computers easier to use.
Internet and Web
Internet and Web
Revolutionized how we share information and communicate.
Client-Server Architecture
Client-Server Architecture
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Serial Computing
Serial Computing
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Parallel Computing
Parallel Computing
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IBM PC
IBM PC
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Cloud Computing
Cloud Computing
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Distributed Computing
Distributed Computing
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Cloud Computing (Distributed)
Cloud Computing (Distributed)
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Content Delivery Networks (CDNs)
Content Delivery Networks (CDNs)
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Load Balancing
Load Balancing
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Synchronization Overhead
Synchronization Overhead
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Scalability Challenges
Scalability Challenges
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Distributed databases
Distributed databases
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Node Failure Resilience
Node Failure Resilience
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Data Consistency
Data Consistency
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Distributed System Programming
Distributed System Programming
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Synchronization in Distributed Systems
Synchronization in Distributed Systems
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Security Threats in Distributed Systems
Security Threats in Distributed Systems
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Scalability in Distributed Databases
Scalability in Distributed Databases
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Network Latency Impact
Network Latency Impact
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Interoperability in Distributed Systems
Interoperability in Distributed Systems
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Reliable Client-Server Communication
Reliable Client-Server Communication
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Reliable Group Communication
Reliable Group Communication
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Distributed Commit
Distributed Commit
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Recovery Mechanisms
Recovery Mechanisms
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Load Balancing Benefits
Load Balancing Benefits
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What is the core goal of load balancing?
What is the core goal of load balancing?
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How does load balancing improve fault tolerance?
How does load balancing improve fault tolerance?
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Static Mapping
Static Mapping
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Round-Robin Mapping
Round-Robin Mapping
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Least-Connections Mapping
Least-Connections Mapping
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Dynamic Mapping
Dynamic Mapping
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Load-Based Mapping
Load-Based Mapping
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Concurrency Control
Concurrency Control
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Locking
Locking
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Timestamp Ordering
Timestamp Ordering
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Concurrency Models
Concurrency Models
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Thread-Based Concurrency
Thread-Based Concurrency
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Event-Based Concurrency
Event-Based Concurrency
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Memory Levels
Memory Levels
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Locality of Reference
Locality of Reference
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Memory Latency
Memory Latency
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Memory Bandwidth
Memory Bandwidth
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Cache Memory
Cache Memory
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Study Notes
Parallel Computing
- Parallel computing involves many calculations simultaneously.
- Large problems are broken down into smaller ones.
- Key characteristics include multiple processors, concurrency, and performance improvement.
- Parallel computing can be implemented at different levels, from low-level hardware circuits to high-level algorithms.
Distributed Computing
- Multiple computers work together over a network.
- Each computer performs part of the overall task.
- Results are combined to form the final output.
- Key features include geographically dispersed systems, autonomy, and resource sharing.
- Distributed computing improves fault tolerance, scalability, and resource utilization.
- Examples include cloud computing, grid computing, and peer-to-peer networks.
History of Computing: Key Eras
-
Batch Processing Era (1950s-1960s): Characterized by submitting jobs (programs and data) on punch cards for operators to process sequentially. Mainframes were expensive, so high utilization was crucial.
- Important systems include IBM 701 (1952) and IBM 1401 (1959).
-
Time-Sharing Era (1960s-1970s): Introduced interactive computing, allowing multiple users to concurrently access the computer. Multiple users share CPU time via terminals.
- Compatible Time-Sharing System (CTSS, 1961) and Multics (1965) were significant systems.
-
Desktop Era (1980s-1990s): Personal computers (PCs) became affordable and accessible. Graphical user interfaces (GUIs) improved user-friendliness.
-
Network Era (1990s-Present): Focuses on interconnected computing and the internet.
Parallel Computing Principles
- Decomposition: Breaking down a problem into smaller tasks for concurrent execution (Task Decomposition) and splitting the data into chunks (Data Decomposition) for parallel processing.
- Concurrency: Performing multiple tasks simultaneously for increased computational speed.
- Communication: Mechanisms for processors to exchange information.
- Synchronization: Techniques to coordinate parallel tasks to ensure correct execution. This includes locks, semaphores, and barriers.
- Scalability: Ability of a parallel system to efficiently utilize increasing numbers of processors.
- Load Balancing: Even distribution of work across processors to avoid bottlenecks.
- Fault Tolerance: System's ability to continue working even if some components fail.
- Granularity: Size of tasks in a decomposed problem (fine-grained parallelism for smaller, frequent communication tasks; coarse-grained parallelism for larger, less frequent communication tasks).
Parallel vs Serial Computing
- Serial Computing: Tasks executed sequentially. Single processor. Performance limited by single processor speed
- Parallel Computing: Tasks executed simultaneously. Multiple processors. Greater speed and efficiency. Increased Complexity.
Applications of Parallel and Distributed Computing
- Scientific Simulations: Weather forecasting, climate modeling, molecular dynamics.
- Data Analytics: Big data processing, machine learning, artificial intelligence.
- Engineering: Computer-aided design (CAD), finite element analysis.
- Financial Modeling: Risk analysis, option pricing, portfolio optimization.
- Computer Graphics/Rendering: Visual effects in movies, realistic images.
- Genomics & Bioinformatics: Analyzing genetic data, sequencing genomes.
- Real-time Processing: Weather forecasting, financial modeling.
Distributed Computing Concepts
- Decentralized Architecture: Multiple nodes, not a central machine, handle tasks.
- Resource Sharing: Nodes share resources like processing power, memory, and data storage to improve efficiency.
- Autonomy: Individual nodes operate independently without a central controller.
- Concurrency: Tasks can run concurrently across multiple nodes.
- Fault Tolerance: System can continue operating if nodes fail.
- Scalability: Ability to handle increasing workloads by adding more nodes.
- Examples: Cloud computing, peer-to-peer networks. Distributed databases
Issues in Parallel and Distributed Computing
- Synchronization and Communication Overhead: Coordinating parallel tasks and communication between nodes.
- Scalability Challenges: Systems ability to handle increasing loads and resources without sacrificing performance or reliability.
- Fault Tolerance and Reliability: Dealing with node/network failures.
- Complexity of Programming Models: Developing/debugging parallel applications, synchronization and communication management
- Data Management and Consistency: Ensuring data consistency and integrity across distributed systems.
- Security Concerns: Threats such as unauthorized access, breaches, and denial-of-service.
- Scalability of Distributed Databases: Manage distributed databases large scale with consistent and reliable data accessibility.
- Network Latency and Bandwidth Limitations: Delays and bandwidth issues in wide-area distributed systems.
- Interoperability and Compatibility: Ensuring compatibility across different hardware and software platforms.
Load Balancing
- Even Distribution of work across multiple processors or nodes in a system to ensure efficient resource utilization; prevents one node getting overloaded.
- Improves Performance & Scalability and increases fault tolerance / resilience
Concurrency Control
- Mechanisms in database management systems to ensure transactions execute concurrently without interfering with each other.
- Common approaches include locking, timestamp ordering, and optimistic concurrency control.
Memory Hierarchies
- Memory Levels: Registers, cache, main memory (RAM), and secondary storage (disk) have different speeds and capacities.
- Locality Principle: Programs tend to access nearby data frequently (temporal and spatial locality.)
- Memory Latency/Bandwidth: Time and rate data is accessed impacting system performance.
- Cache Memory: Fast memory between processor/main memory reducing time to access instructions/data.
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Description
Explore the fundamentals of parallel and distributed computing in this quiz. Learn about key characteristics, historical eras, and the differences between these two computing paradigms. Enhance your understanding of how these systems optimize performance and resource utilization.