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Questions and Answers
What is the relationship between algorithms and performance in computing?
What is the relationship between algorithms and performance in computing?
Algorithms dictate the number of operations executed, which directly affects overall performance.
How do programming languages and compilers influence the number of machine instructions executed?
How do programming languages and compilers influence the number of machine instructions executed?
They determine the translation of operations into machine instructions, affecting how efficiently a task is performed.
In terms of performance, why is it important to consider the processor and memory system?
In terms of performance, why is it important to consider the processor and memory system?
They influence the speed at which instructions are executed, impacting the execution time of programs.
What role does the I/O system play in the overall performance of a computer?
What role does the I/O system play in the overall performance of a computer?
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How do execution time and throughput relate to the replacement of a processor with a faster version?
How do execution time and throughput relate to the replacement of a processor with a faster version?
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How is performance defined in terms of execution time?
How is performance defined in terms of execution time?
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If program A takes 10 seconds and program B takes 15 seconds to execute, how much faster is A than B?
If program A takes 10 seconds and program B takes 15 seconds to execute, how much faster is A than B?
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What factors are included in the total elapsed time for measuring execution time?
What factors are included in the total elapsed time for measuring execution time?
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What is the role of a CPU clock in digital hardware operation?
What is the role of a CPU clock in digital hardware operation?
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What is the relationship between CPU execution time, clock cycles, and clock rate?
What is the relationship between CPU execution time, clock cycles, and clock rate?
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In designing Computer B, how does the clock rate affect the CPU time if the clock cycles increase?
In designing Computer B, how does the clock rate affect the CPU time if the clock cycles increase?
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How can CPU time be improved?
How can CPU time be improved?
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What clock speed must Computer B achieve to meet a CPU time of 6 seconds while operating at a rate that is 1.2 times that of Computer A?
What clock speed must Computer B achieve to meet a CPU time of 6 seconds while operating at a rate that is 1.2 times that of Computer A?
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How does the instruction count affect CPU time?
How does the instruction count affect CPU time?
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Given the same ISA, which computer is faster: Computer A with a cycle time of 250ps and CPI of 2.0 or Computer B with a cycle time of 500ps and CPI of 1.2?
Given the same ISA, which computer is faster: Computer A with a cycle time of 250ps and CPI of 2.0 or Computer B with a cycle time of 500ps and CPI of 1.2?
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Calculate the CPI for Computer A if it has a clock rate of 8 GHz and achieves a CPU time of 10 seconds with an instruction count of 20 billion.
Calculate the CPI for Computer A if it has a clock rate of 8 GHz and achieves a CPU time of 10 seconds with an instruction count of 20 billion.
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What is the relationship between clock cycle time and clock rate?
What is the relationship between clock cycle time and clock rate?
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If Computer A executes 10 billion instructions in 10 seconds and has a CPI of 2.0, what is its clock rate?
If Computer A executes 10 billion instructions in 10 seconds and has a CPI of 2.0, what is its clock rate?
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What factors influence the CPI for a CPU?
What factors influence the CPI for a CPU?
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Explain how increasing the clock speed affects CPU performance.
Explain how increasing the clock speed affects CPU performance.
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If Computer B has a total of 30 billion instructions and a CPI of 1.2, how much CPU time does it take at a clock rate of 4 GHz?
If Computer B has a total of 30 billion instructions and a CPI of 1.2, how much CPU time does it take at a clock rate of 4 GHz?
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What is the significance of the clock cycles per instruction (CPI) in determining CPU time?
What is the significance of the clock cycles per instruction (CPI) in determining CPU time?
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Using the provided CPU time equations, compare the speed of CPU A and CPU B based on their CPU time calculations.
Using the provided CPU time equations, compare the speed of CPU A and CPU B based on their CPU time calculations.
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Calculate the average CPI for Sequence 2 in the CPI example and explain its significance.
Calculate the average CPI for Sequence 2 in the CPI example and explain its significance.
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What is Amdahl's Law and how does it apply to improving specific computer operations?
What is Amdahl's Law and how does it apply to improving specific computer operations?
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If multiplication operations take 80 seconds out of 100 seconds, what factor of improvement is needed to achieve a 5x overall performance boost according to Amdahl's Law?
If multiplication operations take 80 seconds out of 100 seconds, what factor of improvement is needed to achieve a 5x overall performance boost according to Amdahl's Law?
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Explain how instruction count impacts CPU time in the context of CPI.
Explain how instruction count impacts CPU time in the context of CPI.
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Study Notes
Understanding Performance
- System performance is determined by execution time
- Execution time is affected by algorithm, programming language, compiler, architecture, processor and memory, and I/O system
- Execution time is the time it takes to complete a task
- Throughput is the total work done per unit time.
- Throughput example: tasks/transactions per hour.
- Replacing a processor with a faster version can affect execution time and throughput as can adding more processors.
Defining Performance
- Performance is defined as the inverse of execution time.
- Performance = 1/Execution Time
- Example: If computer A takes 10 seconds to complete a program and computer B takes 15 seconds, then computer A has a performance of 1/10 and computer B has a performance of 1/15.
- To determine how much faster A is than B, calculate the ratio of their performance (PerformanceA / PerformanceB).
- In this case, A is 1.5 times faster than B.
Execution Time and Throughput
- Understanding execution time and throughput helps to understand how performance is affected by different aspects of a computer system.
Relative Performance
- Relative performance refers to how much faster one computer is compared to another.
- An example: If Computer A takes 10 seconds to run a program and Computer B takes 15 seconds, then Computer A is 1.5 times faster than Computer B.
Measuring Execution Time
- Elapsed Time: The total time it takes to complete a task, including all aspects (processing, I/O, OS overhead, idle time).
- CPU Time: The time spent by the CPU working on a specific task. CPU time does not include time spent waiting for I/O or running other programs.
- User CPU Time: The CPU time spent by the user program.
- System CPU Time: The CPU time spent by the operating system on behalf of the user program.
- Different programs are affected differently by CPU and system performance. -Batch programs are heavily affected by CPU performance since they spend most of their time doing computation. -Interactive programs are more heavily affected by system performance, since communication with the user and I/O operations are more significant.
CPU Clocking
- Digital hardware operation is controlled by a constant-rate clock.
- Clock Period: The duration of a clock cycle.
- Clock Frequency: Number of clock cycles per second. E.g., 4.0GHz = 4.0 x 109Hz
- The clock period and frequency are inversely proportional. A higher clock frequency results in a shorter clock period.
CPU Time
- The CPU time is the amount of time the CPU actually spends working on a task.
- CPU time can be improved by reducing the number of clock cycles required or by increasing the clock rate.
- CPU Time = (CPU Clock Cycles * Clock Cycle Time)
- CPU Time = (CPU Clock Cycles / Clock Rate)
CPI Example
- If Computer A has a clock cycle time of 250ps and a CPI of 2.0, while Computer B has a clock cycle time of 500ps and a CPI of 1.2, then Computer A is faster.
- This is because Computer A requires less time per instruction, even though it has a faster clock.
- The CPU time calculation shows that Computer A takes less overall time to execute.
- The CPI calculation shows that Computer A can execute more instructions per second.
CPI in More Detail
- CPI (Clock cycles per instruction) is a metric that measures CPU efficiency, indicating the number of clock cycles required to execute a single instruction.
- Lower CPI values represent higher CPU performance for executing a given program. It means that the CPU is able to execute instructions more efficiently and quickly.
- To calculate the total number of clock cycles, you can sum the product of CPI and instruction count for each instruction class.
Pitfall – Amdahl’s Law
- Amdahl's Law states that the performance improvement achievable by enhancing a specific part of a system is limited by the fraction of time that part is actually used.
- Improving one aspect of a computer doesn’t necessarily lead to a proportional improvement in overall performance.
- For example, even if you significantly increase the speed of multiplication operations in a program, if these operations only account for a small portion of the overall execution time, the overall performance gain will be limited.
Fallacies
- Fallacies are commonly held misconceptions about computer performance.
- Case 1: Computers at low utilization use little power. This is not necessarily true. Servers in Google's warehouse often operate at low utilization, consuming around 33% of their peak power even at only 10% of their workload.
- Case 2: Designing for performance and designing for energy efficiency are unrelated goals. Not true. Optimization of hardware and software can increase energy consumption during optimization, leading to reduced power consumption overall as execution time decreases.
SPEC CPU Benchmark
- SPEC CPU provides a way to measure system and CPU performance using a set of standardized benchmarks.
- Benchmarks are programs designed to measure performance. They are representative of actual workloads in order to determine bottlenecks.
- SPEC CPU consists of a set of programs that are considered representative of typical workloads.
- SPEC CPU benchmark is important for hardware and software designers for benchmarking.
- The benchmarks can measure factors such as CPU cycles, memory access, and execution times.
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Description
This quiz explores the concepts of system performance, execution time, and throughput. It covers how various factors such as algorithms, programming languages, and hardware impact performance metrics. Learn how to measure and compare the efficiency of different systems.