ilp-based inter-die routing for 3d ics chia-jen chang, pao-jen huang, tai-chen chen, and chien-nan...

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ILP-Based Inter-Die Routing for 3D ICs Chia-Jen Chang, Pao-Jen Huang, Tai-Chen Chen, and Chien-Nan Jimmy Liu Department of Electrical Engineering, N ational Central University, Taiwan ASPDAC 2011

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ILP-Based Inter-Die Routing for 3D ICs

Chia-Jen Chang Pao-Jen Huang Tai-Chen Chen and Chien-Nan Jimmy Liu

Department of Electrical Engineering National Central University Taiwan

ASPDAC 2011

Outline

Introduction Problem formulation Algorithms Experimental results Conclusions

Introduction

3D ICs are the promising way to get better performance etc Good for SoC and SiP

But the routing between dies has to be made

Introduction (cont)

Key issue Routing interface between silicon-based layers and routing layers of 3D ICs TSV and micro bump are popular

Sometimes we cannot control placement and routing on each die Like IP reuse prompt dies etc Re-Distribution Layer (RDL) is used

Schematic view

Previous works

[7] address the freely assigned problem by network flow based alg Inexact connection

[8] considers chip-package co-design Still the inexact connection

[9] are based on ILP Terminals and bump pads are regular-

distributed

Problem formulation

M = m1 m2hellipm|M| the set of all micro bumps

U = u1 u2hellipu|N| the set of terminals in the upper die

B = b1 b2hellipb|N| the set of terminals in the lower die

N = n1 n2hellipn|N| the set of nets where each net ni defines the connection

Problem formulation (cont)

The inter-die routing problem for 3D ICs is to connect a set of u1049710U and a set of b1049710B through micro bumps m1049710M such that no wire crossing in the upper and lower RDLs and the total wirelength is minimized under the 100 routability guarantee

Assumptions

Only one RDL routing layer Lower cost

Only one micro-bump for each net between two adjacent dies Lower loading capacitance -gt higher

performance Freely assigned micro-bump

Algorithms

Two stages Micro-bump assignment Non-regular RDL routing

Determine the micro-bump location first then do single-layer routing

Both by ILP

Micro-bump assignment

Objective Maximize the number of micro-bump

assignment for each net between two adjacent dies

Constraints Avoid detour ndash assign it in the bonding

box of a net Avoid edge crossing

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Outline

Introduction Problem formulation Algorithms Experimental results Conclusions

Introduction

3D ICs are the promising way to get better performance etc Good for SoC and SiP

But the routing between dies has to be made

Introduction (cont)

Key issue Routing interface between silicon-based layers and routing layers of 3D ICs TSV and micro bump are popular

Sometimes we cannot control placement and routing on each die Like IP reuse prompt dies etc Re-Distribution Layer (RDL) is used

Schematic view

Previous works

[7] address the freely assigned problem by network flow based alg Inexact connection

[8] considers chip-package co-design Still the inexact connection

[9] are based on ILP Terminals and bump pads are regular-

distributed

Problem formulation

M = m1 m2hellipm|M| the set of all micro bumps

U = u1 u2hellipu|N| the set of terminals in the upper die

B = b1 b2hellipb|N| the set of terminals in the lower die

N = n1 n2hellipn|N| the set of nets where each net ni defines the connection

Problem formulation (cont)

The inter-die routing problem for 3D ICs is to connect a set of u1049710U and a set of b1049710B through micro bumps m1049710M such that no wire crossing in the upper and lower RDLs and the total wirelength is minimized under the 100 routability guarantee

Assumptions

Only one RDL routing layer Lower cost

Only one micro-bump for each net between two adjacent dies Lower loading capacitance -gt higher

performance Freely assigned micro-bump

Algorithms

Two stages Micro-bump assignment Non-regular RDL routing

Determine the micro-bump location first then do single-layer routing

Both by ILP

Micro-bump assignment

Objective Maximize the number of micro-bump

assignment for each net between two adjacent dies

Constraints Avoid detour ndash assign it in the bonding

box of a net Avoid edge crossing

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Introduction

3D ICs are the promising way to get better performance etc Good for SoC and SiP

But the routing between dies has to be made

Introduction (cont)

Key issue Routing interface between silicon-based layers and routing layers of 3D ICs TSV and micro bump are popular

Sometimes we cannot control placement and routing on each die Like IP reuse prompt dies etc Re-Distribution Layer (RDL) is used

Schematic view

Previous works

[7] address the freely assigned problem by network flow based alg Inexact connection

[8] considers chip-package co-design Still the inexact connection

[9] are based on ILP Terminals and bump pads are regular-

distributed

Problem formulation

M = m1 m2hellipm|M| the set of all micro bumps

U = u1 u2hellipu|N| the set of terminals in the upper die

B = b1 b2hellipb|N| the set of terminals in the lower die

N = n1 n2hellipn|N| the set of nets where each net ni defines the connection

Problem formulation (cont)

The inter-die routing problem for 3D ICs is to connect a set of u1049710U and a set of b1049710B through micro bumps m1049710M such that no wire crossing in the upper and lower RDLs and the total wirelength is minimized under the 100 routability guarantee

Assumptions

Only one RDL routing layer Lower cost

Only one micro-bump for each net between two adjacent dies Lower loading capacitance -gt higher

performance Freely assigned micro-bump

Algorithms

Two stages Micro-bump assignment Non-regular RDL routing

Determine the micro-bump location first then do single-layer routing

Both by ILP

Micro-bump assignment

Objective Maximize the number of micro-bump

assignment for each net between two adjacent dies

Constraints Avoid detour ndash assign it in the bonding

box of a net Avoid edge crossing

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Introduction (cont)

Key issue Routing interface between silicon-based layers and routing layers of 3D ICs TSV and micro bump are popular

Sometimes we cannot control placement and routing on each die Like IP reuse prompt dies etc Re-Distribution Layer (RDL) is used

Schematic view

Previous works

[7] address the freely assigned problem by network flow based alg Inexact connection

[8] considers chip-package co-design Still the inexact connection

[9] are based on ILP Terminals and bump pads are regular-

distributed

Problem formulation

M = m1 m2hellipm|M| the set of all micro bumps

U = u1 u2hellipu|N| the set of terminals in the upper die

B = b1 b2hellipb|N| the set of terminals in the lower die

N = n1 n2hellipn|N| the set of nets where each net ni defines the connection

Problem formulation (cont)

The inter-die routing problem for 3D ICs is to connect a set of u1049710U and a set of b1049710B through micro bumps m1049710M such that no wire crossing in the upper and lower RDLs and the total wirelength is minimized under the 100 routability guarantee

Assumptions

Only one RDL routing layer Lower cost

Only one micro-bump for each net between two adjacent dies Lower loading capacitance -gt higher

performance Freely assigned micro-bump

Algorithms

Two stages Micro-bump assignment Non-regular RDL routing

Determine the micro-bump location first then do single-layer routing

Both by ILP

Micro-bump assignment

Objective Maximize the number of micro-bump

assignment for each net between two adjacent dies

Constraints Avoid detour ndash assign it in the bonding

box of a net Avoid edge crossing

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Schematic view

Previous works

[7] address the freely assigned problem by network flow based alg Inexact connection

[8] considers chip-package co-design Still the inexact connection

[9] are based on ILP Terminals and bump pads are regular-

distributed

Problem formulation

M = m1 m2hellipm|M| the set of all micro bumps

U = u1 u2hellipu|N| the set of terminals in the upper die

B = b1 b2hellipb|N| the set of terminals in the lower die

N = n1 n2hellipn|N| the set of nets where each net ni defines the connection

Problem formulation (cont)

The inter-die routing problem for 3D ICs is to connect a set of u1049710U and a set of b1049710B through micro bumps m1049710M such that no wire crossing in the upper and lower RDLs and the total wirelength is minimized under the 100 routability guarantee

Assumptions

Only one RDL routing layer Lower cost

Only one micro-bump for each net between two adjacent dies Lower loading capacitance -gt higher

performance Freely assigned micro-bump

Algorithms

Two stages Micro-bump assignment Non-regular RDL routing

Determine the micro-bump location first then do single-layer routing

Both by ILP

Micro-bump assignment

Objective Maximize the number of micro-bump

assignment for each net between two adjacent dies

Constraints Avoid detour ndash assign it in the bonding

box of a net Avoid edge crossing

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Previous works

[7] address the freely assigned problem by network flow based alg Inexact connection

[8] considers chip-package co-design Still the inexact connection

[9] are based on ILP Terminals and bump pads are regular-

distributed

Problem formulation

M = m1 m2hellipm|M| the set of all micro bumps

U = u1 u2hellipu|N| the set of terminals in the upper die

B = b1 b2hellipb|N| the set of terminals in the lower die

N = n1 n2hellipn|N| the set of nets where each net ni defines the connection

Problem formulation (cont)

The inter-die routing problem for 3D ICs is to connect a set of u1049710U and a set of b1049710B through micro bumps m1049710M such that no wire crossing in the upper and lower RDLs and the total wirelength is minimized under the 100 routability guarantee

Assumptions

Only one RDL routing layer Lower cost

Only one micro-bump for each net between two adjacent dies Lower loading capacitance -gt higher

performance Freely assigned micro-bump

Algorithms

Two stages Micro-bump assignment Non-regular RDL routing

Determine the micro-bump location first then do single-layer routing

Both by ILP

Micro-bump assignment

Objective Maximize the number of micro-bump

assignment for each net between two adjacent dies

Constraints Avoid detour ndash assign it in the bonding

box of a net Avoid edge crossing

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Problem formulation

M = m1 m2hellipm|M| the set of all micro bumps

U = u1 u2hellipu|N| the set of terminals in the upper die

B = b1 b2hellipb|N| the set of terminals in the lower die

N = n1 n2hellipn|N| the set of nets where each net ni defines the connection

Problem formulation (cont)

The inter-die routing problem for 3D ICs is to connect a set of u1049710U and a set of b1049710B through micro bumps m1049710M such that no wire crossing in the upper and lower RDLs and the total wirelength is minimized under the 100 routability guarantee

Assumptions

Only one RDL routing layer Lower cost

Only one micro-bump for each net between two adjacent dies Lower loading capacitance -gt higher

performance Freely assigned micro-bump

Algorithms

Two stages Micro-bump assignment Non-regular RDL routing

Determine the micro-bump location first then do single-layer routing

Both by ILP

Micro-bump assignment

Objective Maximize the number of micro-bump

assignment for each net between two adjacent dies

Constraints Avoid detour ndash assign it in the bonding

box of a net Avoid edge crossing

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Problem formulation (cont)

The inter-die routing problem for 3D ICs is to connect a set of u1049710U and a set of b1049710B through micro bumps m1049710M such that no wire crossing in the upper and lower RDLs and the total wirelength is minimized under the 100 routability guarantee

Assumptions

Only one RDL routing layer Lower cost

Only one micro-bump for each net between two adjacent dies Lower loading capacitance -gt higher

performance Freely assigned micro-bump

Algorithms

Two stages Micro-bump assignment Non-regular RDL routing

Determine the micro-bump location first then do single-layer routing

Both by ILP

Micro-bump assignment

Objective Maximize the number of micro-bump

assignment for each net between two adjacent dies

Constraints Avoid detour ndash assign it in the bonding

box of a net Avoid edge crossing

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Assumptions

Only one RDL routing layer Lower cost

Only one micro-bump for each net between two adjacent dies Lower loading capacitance -gt higher

performance Freely assigned micro-bump

Algorithms

Two stages Micro-bump assignment Non-regular RDL routing

Determine the micro-bump location first then do single-layer routing

Both by ILP

Micro-bump assignment

Objective Maximize the number of micro-bump

assignment for each net between two adjacent dies

Constraints Avoid detour ndash assign it in the bonding

box of a net Avoid edge crossing

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Algorithms

Two stages Micro-bump assignment Non-regular RDL routing

Determine the micro-bump location first then do single-layer routing

Both by ILP

Micro-bump assignment

Objective Maximize the number of micro-bump

assignment for each net between two adjacent dies

Constraints Avoid detour ndash assign it in the bonding

box of a net Avoid edge crossing

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Micro-bump assignment

Objective Maximize the number of micro-bump

assignment for each net between two adjacent dies

Constraints Avoid detour ndash assign it in the bonding

box of a net Avoid edge crossing

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Suitable assignment result

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Unsuitable assignment result

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

ILP formulation for micro-bump assignment

lt- Maximize the assignment number

(1) is for ldquoOne net chooses at most one micro-bumprdquo

(2) is for ldquoOne micro-bump chosen by at most one netrdquo

(3) is for ldquoIn upper RDL if two edges cross each other at most one can existrdquo

(4) is for ldquoIn lower RDL if two edges cross each other at most one can existrdquo

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Non-regular RDL routing

Objective Minimize wirelength

Constraints - 100 routability No congestion overflow No edge crossing

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Non-regular RDL routing (cont)

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Non-regular RDL routing (cont)

Composes the terminals and micro-bumps according to their y-coordinates Source is lower one while target is the

higher one for each pair Adds ILP nodes as candidate nodes

for net passing through and constructs candidate segments (edges)

Solve by ILP

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

ILP formulation for non-regular RDL routing

lt- Minimize the total wirelength

(1) is for ldquoavoid congestion overflow in a horizontal intervalrdquo

(2) (3) are for ldquoone edge of the source (target) terminal of a net should be choserdquo

(4) is for flow conservation

(5) is for no edge crossing

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

ILP formulation for non-regular RDL routing (cont)

Some nets cannot be routed after the ILP reduction Apply maze routing to find global routing

path for those nets

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Experimental results

Environment Implemented in C++ Linux with 22GHz AMD Opteron and 8GB mem

ory Solver

lp_solve Benchmark

Real industry designs with pre-defined net-list and wire-width constraints

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Benchmark information

Since all cases achieve 100 routability two experiments are applied to show the effectiveness

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Effects of the reduction technique

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Effects of micro-bump assignment

The one without micro-bump assignment select the micro bump which is closest to the center of the bounding box for each net

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times

Conclusions

Proposes an inter-die routing algorithm for 3D ICs based on ILP

Micro-bump assignment followed by non-regular RDL routing

Experimental results shows that the proposed approach can obtain optimal WL and achieve 100 routability under reasonable CPU times