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What is the primary function of scalar registers in a vector computer?
What is the primary function of scalar registers in a vector computer?
What is the characteristic of the vector load/store unit in a pipelined architecture?
What is the characteristic of the vector load/store unit in a pipelined architecture?
What is the purpose of the control unit in a vector computer?
What is the purpose of the control unit in a vector computer?
Which of the following is a characteristic of vector functional units in a pipelined architecture?
Which of the following is a characteristic of vector functional units in a pipelined architecture?
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What is the purpose of the vector add instruction (vadd) in RISC-V ISA?
What is the purpose of the vector add instruction (vadd) in RISC-V ISA?
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How many general-purpose registers and floating-point registers are there in this particular architecture?
How many general-purpose registers and floating-point registers are there in this particular architecture?
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What is the purpose of the vector load instruction (vld) in RISC-V ISA?
What is the purpose of the vector load instruction (vld) in RISC-V ISA?
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What is the significance of the initial latency in the vector load/store unit?
What is the significance of the initial latency in the vector load/store unit?
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What is the primary advantage of vector processing in terms of control hazards?
What is the primary advantage of vector processing in terms of control hazards?
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What is the typical number of registers in RV64V vector registers?
What is the typical number of registers in RV64V vector registers?
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What is the purpose of the switches in the RV64V architecture?
What is the purpose of the switches in the RV64V architecture?
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What is the base instruction set for 64-bit RISC-V?
What is the base instruction set for 64-bit RISC-V?
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What is the extension for vector operations in RISC-V?
What is the extension for vector operations in RISC-V?
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What is the primary function of a scalar unit in a vector processor?
What is the primary function of a scalar unit in a vector processor?
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What is the typical pipeline architecture of a vector processor?
What is the typical pipeline architecture of a vector processor?
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What is the width of each vector register in RV64V?
What is the width of each vector register in RV64V?
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What is the main advantage of vector processors in scientific and engineering applications?
What is the main advantage of vector processors in scientific and engineering applications?
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What is the characteristic of a single instruction that specifies a large amount of work to be performed?
What is the characteristic of a single instruction that specifies a large amount of work to be performed?
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What is the purpose of interleaved memory in vector processing?
What is the purpose of interleaved memory in vector processing?
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What is the advantage of using vector instructions in terms of control hazards?
What is the advantage of using vector instructions in terms of control hazards?
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What is the purpose of the dependency verification logic in vector instructions?
What is the purpose of the dependency verification logic in vector instructions?
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What is the advantage of vector instructions in terms of the complexity of the dependency verification logic?
What is the advantage of vector instructions in terms of the complexity of the dependency verification logic?
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What is the purpose of multimedia extensions in microprocessors?
What is the purpose of multimedia extensions in microprocessors?
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What is the benefit of using vector instructions in terms of elementary operations?
What is the benefit of using vector instructions in terms of elementary operations?
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What is the purpose of the block ID, number of threads per block, and thread ID in the GPU function?
What is the purpose of the block ID, number of threads per block, and thread ID in the GPU function?
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In a vectorized loop, what is the purpose of dividing the iteration into two loops?
In a vectorized loop, what is the purpose of dividing the iteration into two loops?
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What is the advantage of using a grid with multiple thread blocks in GPU parallel processing?
What is the advantage of using a grid with multiple thread blocks in GPU parallel processing?
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What is the purpose of the modulo operation in the MVL code example?
What is the purpose of the modulo operation in the MVL code example?
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How many elements are executed simultaneously by the SIMD instruction in the example?
How many elements are executed simultaneously by the SIMD instruction in the example?
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What is the purpose of the thread block configuration in the GPU code?
What is the purpose of the thread block configuration in the GPU code?
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What is the advantage of using a vectorized loop in GPU parallel processing?
What is the advantage of using a vectorized loop in GPU parallel processing?
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What is the purpose of the grid configuration in the GPU code?
What is the purpose of the grid configuration in the GPU code?
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What is the main feature of the instruction 'a * X ~ and Y ~'?
What is the main feature of the instruction 'a * X ~ and Y ~'?
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Why are vector processors particularly useful for scientific and engineering applications?
Why are vector processors particularly useful for scientific and engineering applications?
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What is the purpose of interleaved memory in vector processing?
What is the purpose of interleaved memory in vector processing?
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What is the benefit of using vector instructions in terms of control hazards?
What is the benefit of using vector instructions in terms of control hazards?
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Why are multimedia extensions introduced in microprocessors ISA?
Why are multimedia extensions introduced in microprocessors ISA?
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What is the main characteristic of vector instructions?
What is the main characteristic of vector instructions?
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What is the advantage of vector instructions in terms of dependency verification logic?
What is the advantage of vector instructions in terms of dependency verification logic?
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What is the significance of the parallelism of loops in vector processing?
What is the significance of the parallelism of loops in vector processing?
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How many elements are processed at a time by each thread of SIMD instructions in the given example?
How many elements are processed at a time by each thread of SIMD instructions in the given example?
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What is the role of the hardware thread block scheduler in CUDA?
What is the role of the hardware thread block scheduler in CUDA?
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How many thread blocks are used in the given example?
How many thread blocks are used in the given example?
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What is the purpose of the hardware thread scheduler in CUDA?
What is the purpose of the hardware thread scheduler in CUDA?
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What is the total number of elements in the grid in the given example?
What is the total number of elements in the grid in the given example?
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How are the elements divided in the given example?
How are the elements divided in the given example?
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Study Notes
Vector Processors
- A vector processor consists of a scalar unit, common pipeline, and vector units, with functional units being vector functional units.
- In the RISC-V vector instruction set extension (RV64V), both vector and scalar registers have multiple read/write ports to accommodate parallel vector operations.
- RV64V has 32 vector registers, each 64-bit wide, and a vector register file that provides multiple ports to feed all vector functional units.
Instruction Set Architecture
- RISC-V instruction set extension has different versions for different bit sizes: RV32 (32-bit), RV64 (64-bit), and RV128 (128-bit).
- Standard extensions include: M (integer multiplication and division), A (atomic operations), F (single-precision floating-point), D (double-precision floating-point), G (base and MAFD standard extensions), and V (vector operations).
Vector Registers and Functional Units
- Each vector register holds a single vector, and the vector register file provides multiple ports to enable overlap among vector operations.
- Scalar registers provide data as input to vector functional units and computed addresses to pass to the vector load/store unit.
- Vector functional units are fully pipelined, able to start a new operation on every clock cycle, and require a control unit to detect hazards.
Vector Load/Store Unit
- The vector load/store unit loads and stores vectors to and from memory, is fully pipelined, and handles scalar loads and stores.
Vector Instructions
- Vector instructions include:
vadd
(add elements of two vectors),vsub
(subtract elements of two vectors),vdiv
(divide elements of two vectors),vld
(load vector register from memory). - Vector instructions follow the RISC approach, specifying a large amount of work to be performed.
Applications and Characteristics
- Vector processors are useful for scientific and engineering applications, simulations, weather forecasts, and multimedia applications.
- Vector processing benefits from parallelism in loops, which can be exposed by the programmer or compiler through vector instructions.
- Memory access is adapted to provide access to a whole vector instead of each element at a time, and control hazards are eliminated.
CUDA Terminology and Grid Concept
- 1 grid can handle 8192 elements, divided into 16 blocks, each with 16 threads, and each thread handling 32 elements at a time.
- The hardware thread block scheduler assigns thread blocks to multithreaded SIMD processors.
- The hardware thread scheduler picks which thread of SIMD instructions to run each clock cycle within a SIMD processor.
CUDA Code Example
- The code launches
n
threads, once per vector element, with 256 threads per thread block in a multithread SIMD processor. - The GPU function computes the corresponding element index
i
based on the block ID, number of threads per block, and the thread ID. - The operation of multiplication and addition is performed as long as the index
i
is within the array.
Vector Computers and Graphics Processing Units
- Vector processors are useful for scientific and engineering applications, such as simulations of physical phenomena, weather forecasts, and applications that operate on large structured data.
- Multimedia applications can also benefit from vector processing, including machine learning algorithms.
- Vector processors were commercialized even before superscalar processors.
Main Characteristics of Vector Processors
- The parallelism of loops can be exposed by the programmer or the compiler through the usage of vector instructions.
- The memory system is adapted to provide memory access to a whole vector instead of to each element at a time.
- The hardware only needs to check data hazards between two vector instructions once per vector operand.
- Control hazards that would arise are eliminated, and the dependency verification logic is almost equal to the one required for scalar instructions.
- Much more elementary operations are executed in the same control logic's complexity.
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Description
This quiz covers the basic architecture of a vector processor, including its components and functional units. It also discusses the advantages of vector processing in terms of control hazards.