Two for One: SerDes Flows for AMI Model Development

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1 Two for One: SerDes Flows for AMI Model Development Corey Mathis, Ren Sang Nah (MathWorks) Richard Allred, Todd Westerhoff (SiSoft) DesignCon 2016 IBIS Summit Santa Clara, California January 22, 2016 * Adapted from the DesignCon 2016 paper Leveraging SerDes Flows for AMI Model Development Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 1

2 Background Good AMI models are hard to develop Analog / algorithmic partitioning IBIS-AMI requirements: samples per bit Portability issues between EDA tools AMI development typically occurs after the fact AMI Models are customer collateral Created by different group Limited testing before distribution Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 2

3 Architectural models SerDes Design Created up-front to define architecture & budgets Limited design detail, execute relatively fast Good for design budgets & control loop behavior Implementation models Detail varies from architectural to gate to circuit level A snapshot of the design at a point in time This presentation is based on Architectural models Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 3

4 An AMI Model Primer Fundamental Assumption Model Components Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 4

5 AMI_Init Model configuration parameters Impulse response processing Linear, Time-Invariant (LTI) AMI Simulation Primer AMI_Getwave Waveform processing Clock ticks Non-Linear, Time-Varying (NLTV) AMI_Close Clean up & exit Algorithmic Model Network Characterization (Circuit Simulation) Channel Simulation (Signal Processing) Channel Simulation For more info: Understanding IBIS-AMI Simulations, DesignCon 2015 Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 5

6 SerDes Architectural Exploration Typical flow: end to end link in Architectural simulator Our flow: leverage strengths of Architectural and AMI simulators Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 6

7 IBIS-AMI Model Development Loop AMI Simulator Test case generation Batch & regression tests Architectural Simulator Interactive design & analysis Test case debugging Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 7

8 Leveraging Existing Infrastructure Build on existing capabilities for embedded software code generation Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 8

9 Mixing Structure and Code Key parts of SerDes designs are often implemented as code Ability to mix structure and code is critical Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 9

10 Creating Algorithmic Models Identify model type Identify AMI parameters Generate Code & Compile Based on design characteristics (Init/LTI or Getwave/NLTV) C++ code.ami file Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 10

11 TX: 4 tap filter IBIS-AMI Model Types Simple, linear, non-adaptive Init or LTI model Complex, non-linear, adaptive Getwave or NLTV model RX: CTLE, Saturation, 8 tap DFE, CDR Design characteristics drive proper IBIS-AMI model type Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 11

12 A Simple AMI Transmitter 4 tap TX with normalization captured two ways Structural model MATLAB code Channel behavior with & without equalization Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 12

13 Generated C++ Code AMI wrapper Model behavior Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 13

14 Architectural vs. AMI Results Architectural simulation ends, AMI simulation run for more bits Test bench Output waveform comparison Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 14

15 USB 3.0 Receiver Model Low power mobile receiver with multi-protocol support Design challenge: balance AGC, linear/non-linear EQ and CDR USB3.0 On-the-Go (OTG) support especially challenging Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 15

16 Model Correlation Simulator to Simulator Architectural Model AMI Model Simulator to Hardware Receiver hardware reports eye height and width based on sampling clock Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 16

17 Other Findings Internal models External (customer) models Expose extra controls and outputs Internal testing & design tuning Internal regression testing Fewer exposed controls & outputs Early models for key customer feedback Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 17

18 Throughput Other Findings AMI Compliance AMI models run 4-8x faster than their Architectural counterparts Running AMI simulations in parallel can provide ~150x speedup for regression testing AMI requires models run at any setting of samples per bit Architectural models can be set up to meet this requirement Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 18

19 AMI Parameters AMI RX Model Saturation Block Code, Continuous Time, Time-Domain CDR/DFE Code, Sampled Time, Time-Domain Peaking Filter Structural, Continuous Time, Frequency-Domain Clock Ticks output Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 19

20 AMI RX - Architectural Simulation Pad Data Clock Position Latch CDR Inc./Dec. Early / Late Count DFE Taps Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 20

21 AMI RX Compiled Model Eye Diagram Output Clock Output Control Inputs Performance Test Simulation Time Reference Time Relative Speed Statistical 1 sec 1 sec 1.000x TimeDomain_008spb 1.46 min/mbit 1.30 min/mbit 0.889x TimeDomain_016spb 1.87 min/mbit 1.46 min/mbit 0.783x TimeDomain_032spb 3.33 min/mbit 2.60 min/mbit 0.781x TimeDomain_064spb 7.97 min/mbit 6.02 min/mbit 0.755x TimeDomain_128spb min/mbit min/mbit 0.814x Simulation Speed Compliance - Samples/Bit Compliance - Block Size Comparable to hand-written models Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 21

22 Summary AMI models can be created from Architectural models normally created during the SerDes design cycle The parameters exposed in an AMI model can be varied depending on the application Models produced with this process behave just like any other well-constructed AMI model Two for One: SerDes Flows for AMI Model Development DesignCon 2016 IBIS Summit 22

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