Compiler IF2FOR Transformation for Branch Mispredictions

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Solution Overview

Problem

Existing branch prediction techniques in processor pipelines suffer from high branch misprediction rates, particularly for control flow and condition-based branches, leading to pipeline stalls and performance inefficiencies.

Innovation Solution

The IF2FOR transformation method, where a compiler converts conditional branch instructions within loops into a pair of FOR-loops, storing branch condition results and executing control-dependent instructions only when the condition is true, reducing branch mispredictions by eliminating speculative execution penalties.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Productivity

If branch prediction is used to pre-fetch and speculatively execute instructions, then processor pipeline utilization is improved, but branch misprediction causes pipeline stalls and performance degradation

Engineering Contradiction:
Improveprocessor pipeline utilizationVSAvoidbranch prediction accuracy
Core Design Contradiction:
ProductivityVSReliability

Solution Approach 1:

The patent segments the conditional branch handling into two separate FOR-loops: one for evaluating branch conditions and storing results, and another for executing control-dependent instructions. This segmentation eliminates the need for speculative execution and branch prediction, allowing the processor pipeline to operate without misprediction penalties while maintaining full utilization.

Inventive Principle:
Principle #1Segmentation

Solution Approach 2:

The patent performs preliminary evaluation of branch conditions for all loop iterations before executing control-dependent instructions. By storing branch condition results in advance and using them to guide instruction execution, the system eliminates the need for runtime branch prediction, ensuring reliable pipeline operation without stalls.

Inventive Principle:
Principle #10Preliminary action

2Adaptability or versatility

If conditional branch instructions are used in control flow constructs, then program logic is achieved, but high misprediction rates occur leading to pipeline flushes

Engineering Contradiction:
Improvecontrol flow capabilityVSAvoidpipeline flush time
Core Design Contradiction:
Adaptability or versatilityVSLoss of time

Solution Approach 1:

The patent transforms conditional branch instructions into two segmented FOR-loops: the first loop evaluates branch conditions and stores results, while the second loop executes control-dependent instructions based on pre-evaluated conditions. This eliminates conditional branches entirely, preventing pipeline flushes while preserving control flow functionality.

Inventive Principle:
Principle #1Segmentation

Solution Approach 2:

The patent replaces the mechanical branch prediction and pipeline flush mechanism with a software-based approach using pre-evaluation of branch conditions and selective instruction execution through FOR-loops. This substitution eliminates the harmful pipeline flushes associated with branch mispredictions.

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

3Speed

If speculative execution is performed without knowing actual branch direction, then instruction processing speed is improved, but mispredicted instructions cause pipeline stalls

Engineering Contradiction:
Improveinstruction processing speedVSAvoideffective instruction completion
Core Design Contradiction:
SpeedVSProductivity

Solution Approach 1:

The patent performs preliminary evaluation of branch conditions for all loop iterations before instruction execution. By determining which iterations require control-dependent instructions in advance and storing these results, the system enables continuous pipeline operation without speculative execution, ensuring both high speed and effective instruction completion.

Inventive Principle:
Principle #10Preliminary action

Solution Approach 2:

The patent uses the pre-evaluated branch condition results to self-determine which control-dependent instructions should be executed for each loop iteration. This self-service mechanism eliminates the need for external branch prediction, allowing the processor to maintain full pipeline utilization with 100% effective instruction completion.

Inventive Principle:
Principle #25Self-service

Data Source

PatentUS10235173B2Program code optimization for reducing branch mispredictions
Publication Date: 2019.03.19 ADVANCED MICRO DEVICES INC
  • US10235173B2 patent drawing
  • US10235173B2 patent drawing
  • US10235173B2 patent drawing

AI summary

Systems, apparatuses, and methods for implementing an IF2FOR transformation are disclosed. In one embodiment, a first group of instructions include an IF-statement and one or more control dependent instructions. The first group of instructions are transformed into a second group of instructions if the first group of instructions meet one or more criteria. In one embodiment, the criteria includes the (1) IF-statement being part of a loop and (2) the control dependent instructions not having any inter-loop iteration dependency. The second group of instructions are executable to (1) store results of the IF-statement condition for a first number of iterations and (2) execute the control dependent instructions for a second number of iterations when the IF-statement condition evaluates to true.