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This powerpoints presention presents our new developed FOCAP tool (Framework for optimizing the Computer Architecture Performance) in order to gain a better understanding and familiarity of the students with new advanced learning methods and tools in the Microarchitecture Simulation and Optimization. At this stage, FOCAP allows a mono-objective automatic design space exploration (DSE) of a superscalar processor by varying several architectural parameters. Such DSE tools are very useful, since it is impossible to simulate all the configurations of a highly parameterized microarchitecture. Therefore, heuristic methods, local search algorithms and advanced machine learning methods are good candidates to find near-optimal configurations by evaluating a reduced number of configurations from the huge design space. Our application falls in the European trend of Framework projects that aim expanding research towards the advanced education field using modern learning technologies. The FOCAP tool facilitates the comprehending of theoretical questions, thus allowing students to feel more confident when studying microarchitecture optimization and DSE-related issues.
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FOCAP ToolFramework for Optimizing Computer Architecture
Performance
Associate Professor: Adrian FLOREA, PhD
Students: Andrei Klein Florin
Badea Victor
Advanced Computer Architecture & Processing Systems Research Lab -http://acaps.ulbsibiu.ro/index.php/en/
InfoMatrix 2013Programming Section
Understand the importance of each component of the processor
Understand the need for Automatic Design Space Exploration
See the impact on productivity vs. manual exploration
Good start in Research
Combining concepts from different Computer Science domains:microarchitecture simulation and optimization, networking,evolutionary computing, programming, reliability, database
Open Source code http://webspace.ulbsibiu.ro/adrian.florea/html/simulatoare/FOCAP_Tool.rar
Teaching Tool- in Computer Architecture -
Optimization Algorithms inDesign Space Exploration
Enumerative
(exhaustive search)
Search and optimization
algorithms
Heuristic
Deterministic
Hill Climbing
Stochastic
Simulating Annealing
Genetic Algorithms
FOCAP Software Design – User View
FOCAP Client. The microarchitecture simulator
Client – Server Architecture
Client
• Send client performance & nr of threads
• Wait for work from the server
• Process work
• Send results back to the server
Server
• Receive client performance & nr of threads
• Send request
• Store connection info for future use
• If request times out, send request elsewhere
FOCAP Server. The Communication and DSE algorithm
Scalability
FOCAP Server (continued)
Concurrency
Client fault tolerant
Runtime client connection capability
Timers
Checkpointing
Database storage of simulated configurations
FOCAP Server (continued)
Reliability
C
Server
Client
MySQL
Server (Data storage)
C#
Interface (Java and Objective C coming soon)
Technologies Used
Some Simulation Results
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Simulated configurations
(a) Microarchitecture optimizationusing Hill-Climbing(b) Optimal configuration at each step
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Number of Hill-Climbing iterations
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FOCAP is:
very good education tool in Computer Architecture
free availability for use, flexibility, extensibility and portability
Encourages the student to take a research path
Encourages Open Source Projects
Provides a good code implementation for a stable and reliable asynchronous communication system
Emphasizes the importance of a adequate architecture
Conclusions
Extending the performance analysis in order to find optimum configuration from a multi-criteria point of view (processing performance, power consumption) Processor power consumption measurement (integration with CACTI).
Notification System
Bring the UI to the mobile world
Add support for Linux machines
And that’s not all… Further Work
THANK YOU!
Questions ?
