Chris Chu Iowa State University Yiu-Chung Wong Rio Design Automation Fast and Accurate Rectilinear...

Chris ChuIowa State University

Yiu-Chung WongRio Design Automation

Fast and Accurate Rectilinear Steiner Minimal Tree

Algorithm for VLSI Design

2

RSMT Problem Rectilinear Steiner minimal tree (RSMT) problem:

Given pin positions, find a rectilinear Steiner tree with minimum WL

NP-complete Optimal algorithms:

Hwang, Richards, Winter [ADM 92] Warme, Winter, Zachariasen [AST 00] GeoSteiner package

Near-optimal algorithms: Griffith et al. [TCAD 94] Batched 1-Steiner heuristic (BI1S) Mandoiu, Vazirani, Ganley [ICCAD-99]

Low-complexity algorithms: Borah, Owens, Irwin [TCAD 94] Edge-based heuristic, O(n log n) Zhou [ISPD 03] Spanning graph based, O(n log n)

Algorithms targeting low-degree nets (VLSI applications): Soukup [Proc. IEEE 81] Single Trunk Steiner Tree (STST) Chen et al. [SLIP 02] Refined Single Trunk Tree (RST-T)

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Overview

A fast and accurate algorithm targeting VLSI applications

Based on the FLUTE (Fast LookUp Table Estimation) idea [ICCAD-04] with three new contributions

The new algorithm is still called FLUTE

Handling of low degree nets is extremely well: Optimal and extremely efficient for nets up to 9 pins Still very accurate for nets up to degree 100

So FLUTE is especially suitable for VLSI applications: Over all 1.57 million nets in 18 IBM circuits [ISPD 98]

More accurate than Batched 1-Steiner heuristic Almost as fast as minimum spanning tree construction

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Review of FLUTE

Lookup Table based approach Originally proposed for wirelength estimation Given a net:

1. Find the group index of the net

2. Get the POWVs from LUT

3. Find the segment lengths

4. Find WL for each POWV and return the best

Group index:3142

3

2

14

POWVs:(1,2,1,1,1,1) (1,1,1,1,2,1)

HPWL + 2 = 22 HPWL + 6 = 26 Return

3 2 5262

3 2 5262

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Statistics on POWV Table Boundary compaction technique to build LUT

Optimal up to degree 9 Table size for all nets up to degree 9 is 2.75MB

MST-based algorithm to evaluate a net efficiently Impractical for high-degree nets

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High-Degree Nets by Net Breaking

Build lookup table only up to degree D=9 For nets up to degree D, use lookup table For nets with degree > D, recursively break net

until degree <= D

Original Net Breaking Technique: Try to break a net both horizontally and vertically For each direction, select one pin to break the net

Select the pin that minimize total HPWL of two subnets

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Our Contributions

1. Extension for RSMT construction2. Improved net breaking technique

Optimal net breaking algorithm Net Breaking Heuristic #1 Net Breaking Heuristic #2 Net Breaking Heuristic #3

3. Accuracy control scheme

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RSMT Construction

If degree <= D, store 1 routing topology for each POWV

If degree > D, Steiner trees of two sub-nets are combined

Redundant segment can be detected and removed

POWV(1,2,1,1,1,1)

POWV(1,1,1,1,2,1)

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Optimal Net Breaking Algorithm

Steiner node

Condition:Pins on opposite quadrants.

Theorem:By combining the two optimal sub-trees,the Steiner tree constructed is optimal.

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Net Breaking Heuristic #1 A score for each direction and each pin Break in a way which gives the highest score

Subnet 1

Subnet 2

)(1 rSPin r

)()()()( 321 rSrSrSrSV

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Net Breaking Heuristic #2 A score for each direction and each pin Break in a way which gives the highest score

Subnet 1

Subnet 2

)(2 rS

Pin r

3.0

)()()()( 321 rSrSrSrSV

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Net Breaking Heuristic #3

)()()()( 321 rSrSrSrSV

A score for each direction and each pin Break in a way which gives the highest score

yyxx dndnrS )(3Centergridpoint 3.0

lengthsegment horizontal Averagexd

lengthsegment verticalAverage

ydPin r

2xn1yn

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Accuracy Control Scheme Accuracy parameter A Break a net in A ways with the highest scores Subnets are handled with accuracy max(A-1, 1 ) Runtime complexity = O(A! n log n) Default A=3

3

22

1

1

1 1

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Experimental Setup

Comparing five techniques: RMST – Prim’s RMST algorithm

Prim [BSTJ 57] RST-T – Refined Single Trunk Tree

Chen et al. [SLIP 02] SPAN –Spanning graph based algorithm

Zhou [ISPD 03] BI1S -- Batched Iterated 1-Steiner heuristic

Griffith et al. [TCAD 94] FLUTE with D=9 and A=3

18 IBM circuits in the ISPD98 benchmark suite Placement by FastPlace [ISPD 04] Optimal solutions by GeoSteiner 3.1 (Warme et al.)

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Benchmark Information

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Accuracy Comparison

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Runtime Comparison

All experiments are carried out on a 750 MHz Sun Sparc-2 machine

Normalized

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Breakdown According to Net Degree

All 1.57 million nets in 18 circuits

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Accuracy vs. Runtime Tradeoff

0

0.1

0.2

0.3

0.4

0.5

0 5 10 15 20 25 30Runtime (s)

Err

or (

%)

Orig. FLUTE

New FLUTE (return RSMT)

New FLUTE (no RSMT)

D=9

A=1

A=2

A=3(default)

A=4A=5 A=6

A=1

A=2

A=3

A=4A=5 A=6 A=7

RMST Runtime(Error 4.23%)

BI1S Error(Runtime 8020s)

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Conclusion

FLUTE: Rectilinear Steiner Minimal Tree algorithm Post-placement pre-routing wirelength estimation

Very suitable for VLSI applications: Optimal up to degree 9 Very accurate up to degree 100 Very fast Nice tradeoff between accuracy and runtime

Techniques introduced: Extension of FLUTE idea to RSMT construction 1 optimal algorithm + 3 heuristics for net

breaking Scheme to tradeoff accuracy and runtime

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Future Works

Better technique to handle high-degree nets RSMT construction with obstacles Extend to timing-driven Steiner tree

construction

Source code available in GSRC Bookshelf:http://vlsicad.eecs.umich.edu/BK/slots(Rectilinear Spanning and Steiner tree slot)

Thank You

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Accuracy for Nets of Degree <=100

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Runtime for Nets of Degree <=100

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POWV Generation for Degree >= 7

Need to include some extra topologies For degree 7 or more, if all pins are on

boundary, include the following topologies in addition to those generated by boundary compaction:

Enumerate all POWVs for degree-7 nets Enumerate almost all POWVs for degree-8 nets