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Using FPGAs to Supplement Ray-Tracing Computations on the Cray XD-1

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TopicsTopics

Using FPGAs to Supplement Ray-Tracing Computations on the Cray XD-1

Charles B. Cameron

United States Naval Academy

Department of Electrical Engineering

United States Naval Academy

105 Maryland Avenue, Stop 14B

Annapolis, Maryland 21402-5025

- Research supported by:
- NASA Goddard Space Flight Center (Code 586)
- NRL Applied Optics Branch (Code 5630)
- DoD High Performance Computing Modernization Program at NRL (Code 5593)
- United States Naval Academy
- Xilinx, Inc.

Topics

- Ray tracing
- Conventional parallel processing
- Modulo scheduling
- Coordination of sequential and parallel processing
- Expected Performance

Ray tracing

- MODIS
- Moderate-resolution Imaging Spectroradiometer
- The Intersection Problem
- Finding the Perpendicular
- Refraction
- Reflection

MODIS Optical System (Moderate-resolution Imaging Spectroradiometer)

MODIS Optical System

- 485 pinholes
- 400 rays per pinhole
- 241 ´ 121 rays reflected from the diffuser
- 5.66 ´ 109 rays

Ray Directed to a Surface

- MODIS
- Moderate-resolution Imaging Spectroradiometer
- The Intersection Problem
- Finding the Perpendicular
- Refraction
- Reflection
- Coordinate Transformation

Calculate the Intercept Point

- MODIS
- Moderate-resolution Imaging Spectroradiometer
- The Intersection Problem
- Finding the Perpendicular
- Refraction
- Reflection
- Coordinate Transformation

Find the Normal

- MODIS
- Moderate-resolution Imaging Spectroradiometer
- The Intersection Problem
- Finding the Perpendicular
- Refraction
- Reflection
- Coordinate Transformation

Find the Refracted Ray

- MODIS
- Moderate-resolution Imaging Spectroradiometer
- The Intersection Problem
- Finding the Perpendicular
- Refraction
- Reflection
- Coordinate Transformation

Find the Reflected Ray

- MODIS
- Moderate-resolution Imaging Spectroradiometer
- The Intersection Problem
- Finding the Perpendicular
- Refraction
- Reflection
- Coordinate Transformation

Coordinate Transformation

- MODIS
- Moderate-resolution Imaging Spectroradiometer
- The Intersection Problem
- Finding the Perpendicular
- Refraction
- Reflection
- Coordinate Transformation

(Hard to visualize this!)

Topics

- Ray tracing
- Conventional parallel processing
- Modulo scheduling
- Coordination of sequential and parallel processing
- Expected Performance

Performance (5.66 ´ 109 rays)

*

99.998 %

5,857 %

* Rate based on a linear regression of results obtained using a varying numbers of processors.

Topics

- Ray tracing
- Conventional parallel processing
- Modulo scheduling
- Coordination of sequential and parallel processing
- Expected Performance

Operations Required as a Function of Surface, Aperture, and Interaction Types

Not too many of these

Lots of these

Modulo Scheduling:One Multiplier

Equal to the Data-Flow Limit

Modulo Scheduling:Filling the Pipeline

One collective computation

Modulo Scheduling:Two Multipliers

Two multipliers with two multiplications each

Modulo Scheduling:Two Multipliers

Less than the Data-Flow Limit

Modulo Scheduling:Two Multipliers

Less than the Data-Flow Limit, but double the throughput.

- Ray tracing
- Conventional parallel processing
- Modulo scheduling
- Coordination of sequential and parallel processing
- Expected Performance

Cray XD-1

- MPI (Message Passing Interface)
- Master node
- Reads file
- Distributes file
- Collates results

One Node of the Cray XD-1

- Open MP (Multi Processing)
- 144 of 220 nodes have a Xilinx Virtex II Pro FPGA
- Opteron processors
- Sequential program
- Depth first
- FPGA
- Pipelined hardware
- Breadth first

- Ray tracing
- Conventional parallel processing
- Modulo scheduling
- Coordination of sequential and parallel processing
- Expected Performance

Summary

- Modulo scheduling produces 100 % efficiency of critical resources.
- Sequential processors get a boost from supplemental FPGA processing.
- Deep pipelines are efficient only if filled much of the time.
- FPGAs beat ASICs only if they can take advantage of special problem knowledge.
- Opteron uses 55 W.
- Virtex II Pro FPGA uses 4 W to 45 W.

Equations

- Intersection of a Ray with a Plane
- Intersection of a Ray with a Sphere
- Intersection of a Ray with a Conicoid
- Finding the Perpendicular
- Interaction of a Ray with an Optical Surface
- Coordinate Transformations

Intersection of a Ray with a Plane

Point in the plane

Initial direction

Final point

Initial point

Normal to the plane

List of equations

Finding the Perpendicular

Unit Vector Normal to a Sphere

Unit Vector Normal to a Conicoid

List of equations

Interaction of a Ray with an Optical Surface

Refraction

Reflection

Initial index of refraction

Final index of refraction

Normal to the plane

Initial direction

Final direction

List of equations

Coordinate Transformations

Position in Frame of Reference k

Positionin Frame of Reference k+1

Rotation and Translation

Rotation

Direction in Frame of Reference k+1

Rotation Matrix

Direction in Frame of Reference k

Translation Vector

List of equations

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