Compiler-Assisted Register File Write Reduction
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Solution Overview
Problem
Partial updates in register files of graphics processing units (GPUs) lead to wasted bandwidth and increased power consumption due to read-modify-write operations, particularly in applications like machine learning where instructions often have operands of different data types, causing performance losses and increased power usage.
Innovation Solution
A compiler-assisted approach that groups instructions causing partial register writes and provides hardware hints to combine outputs for single writes, emulating read-modify-write operations only when necessary, thereby reducing the number of register file writes and improving write bandwidth.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If partial updates are performed in register files, then byte-level write granularity is achieved, but bandwidth is wasted and power consumption increases
Solution Approach 1:
The patent merges multiple partial write operations into a single consolidated write operation. The register file includes multiple write ports that can simultaneously write to different bytes of the same register, and the control logic combines these writes into one unified write cycle, eliminating redundant read-modify-write sequences and reducing power consumption.
Solution Approach 2:
The patent performs preliminary actions by detecting multiple write operations targeting the same register before they are executed. The control logic identifies these overlapping writes in advance and prepares a consolidated write operation, preventing the execution of unnecessary read-modify-write cycles and reducing power consumption before the actual write occurs.
2Adaptability or versatility
If partial updates are performed in register files, then byte-level write granularity is achieved, but bandwidth is wasted
Solution Approach 1:
The patent merges multiple partial write operations into a single consolidated write operation. The register file includes multiple write ports that can simultaneously write to different bytes of the same register, and the control logic combines these writes into one unified write cycle, eliminating redundant read-modify-write sequences and reducing power consumption.
Solution Approach 2:
The patent performs preliminary actions by detecting multiple write operations targeting the same register before they are executed. The control logic identifies these overlapping writes in advance and prepares a consolidated write operation, preventing the execution of unnecessary read-modify-write cycles and reducing power consumption before the actual write occurs.
3Adaptability or versatility
If read-modify-write operations are used, then partial register updates are enabled, but power consumption increases
Solution Approach 1:
The patent merges multiple partial write operations into a single consolidated write operation. The register file includes multiple write ports that can simultaneously write to different bytes of the same register, and the control logic combines these writes into one unified write cycle, eliminating redundant read-modify-write sequences and reducing power consumption.
Solution Approach 2:
The patent performs preliminary actions by detecting multiple write operations targeting the same register before they are executed. The control logic identifies these overlapping writes in advance and prepares a consolidated write operation, preventing the execution of unnecessary read-modify-write cycles and reducing power consumption before the actual write occurs.
4Productivity
If multiple write ports are added to register file, then write bandwidth is improved, but device complexity increases
Solution Approach 1:
The patent segments the write operation control into multiple independent write ports, each capable of handling write operations independently. This segmentation allows parallel write operations to different bytes of the same register, improving write bandwidth while keeping each individual write port relatively simple in structure.
Data Source
AI summary
Examples described herein relate to a software and hardware optimization that manages scenarios where a write operation to a register is less than an entirety of the register. A compiler detects instructions that make partial writes to the same register, groups such instructions, and provides hints to hardware of the partial write. The execution unit combines the output data for grouped instructions and updates the destination register as single write instead of multiple separate partial writes.


