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buzzword [2015/02/16 19:16]
rachata
buzzword [2015/02/18 19:22]
rachata
Line 522: Line 522:
     * Difficulties?​     * Difficulties?​
  
 +===== Lecture 14 (2/18 Wed.) =====
 +
 +  * SISD/​SIMD/​MISD/​MIMD
 +  * Array processor
 +  * Vector processor
 +  * Data parallelism
 +    * Where does the concurrency arise?
 +  * Differences between array processor vs. vector processor
 +  * VLIW
 +  * Compactness of an array processor ​
 +  * Vector operates on a vector of data (rather than a single datum (scalar))
 +    * Vector length (also applies to array processor)
 +    * No dependency within a vector --> can have a deep pipeline
 +    * Highly parallel (both instruction level (ILP) and memory level (MLP))
 +    * But the program needs to be very parallel
 +    * Memory can be the bottleneck (due to very high MLP)
 +    * What does the functional units look like? Deep pipelin and simpler control.
 +    * CRAY-I is one of the examples of vector processor
 +    * Memory access pattern in a vector processor
 +      * How do the memory accesses benefit the memory bandwidth?
 +      * Memory level parallelism
 +      * Stride length vs. the number of banks
 +        * stride length should be relatively prime to the number of banks
 +      * Tradeoffs between row major and column major --> How can the vector processor deals with the two
 +    * How to calculate the efficiency and performance of vector processors
 +    * What if there are multiple memory ports?
 +    * Gather/​Scatter allows vector processor to be a lot more programmable (i.e. gather data for parallelism)
 +      * Helps handling sparse metrices
 +    * Conditional operation
 +    * Structure of vector units
 +    * How to automatically parallelize code through the compiler?
 +      * This is a hard problem. Compiler does not know the memory address.
 +  * What do we need to ensure for both vector and array processor?
 +  * Sequential bottleneck ​
 +    * Amdahl'​s law  ​
 +  * Intel MMX --> An example of Intel'​s approach to SIMD
 +    * No VLEN, use OpCode to define the length
 +    * Stride is one in MMX
 +    * Intel SSE --> Modern version of MMX
  
buzzword.txt ยท Last modified: 2015/04/27 18:20 by rachata