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Is it time to declare a
verification war?

Brian Bailey
Email: brian_bailey@acm.org
Tel: 503 632 7448
Cell: 503 753 6040
Web: brianbailey.us




                    Copyright © 2008-2009 Brian Bailey Consulting
In the beginning
                            • The year app. 500 BC
                            • Sun Tzu published “on
                              the art of war”
                              孫子兵法
                            • Since then it has been
                              used for
                                  –   Military strategies
                                  –   Political
                                  –   Business
                                  –   Anything requiring
                                      tactics


         Copyright © 2008-2009 Brian Bailey Consulting      2
Why was it so important
• Sun Tzu was the first to recognize the importance of
  positioning in strategy and that position is affected
  both by:
   – objective conditions in the physical environment
   – subjective opinions of competitive actors in that environment

                              • He taught that strategy was
                                not a to do list
                                    – requires quick and appropriate
                                      responses to changing conditions


                              • Begins to sound like
                                verification
                                    – Can we learn from Sun Tzu?


                   Copyright © 2008-2009 Brian Bailey Consulting         3
Who is the Enemy?
         • When thinking about verification,
           the battle is being fought against
           Murphy the Design
               – Murphy is powerful and indiscriminate
               – He will show up anywhere and attempt
                 to cause the maximum damage
               – He is also indestructible
               – Kill him and he shows up somewhere
                 else
               – Is it possible to know he is dead – no we
                 know he will never die
         • Why then do we bother fighting?
               – Because we are the verification heroes!



         Copyright © 2008-2009 Brian Bailey Consulting       4
Sun Tzu’s 13 Chapters
1.    Laying Plans explores the five key elements that define competitive position (mission, climate, ground,
      leadership, and methods) and how to evaluate your competitive strengths against your competition.
2.    Waging War explains how to understand the economic nature of competition and how success requires making
      the winning play, which in turn, requires limiting the cost of competition and conflict.
3.    Attack by Stratagem defines the source of strength as unity, not size, and the five ingredients that you
      need to succeed in any competitive situation.
4.    Tactical Dispositions explains the importance of defending existing positions until you can advance them
      and how you must recognize opportunities, not try to create them.
5.    Energy explains the use of creativity and timing in building your competitive momentum.
6.    Weak Points & Strong explains how your opportunities come from the openings in the environment
      caused by the relative weakness of your competitors in a given area.
7.    Maneuvering explains the dangers of direct conflict and how to win those confrontations when they are forced
      upon you.
8.    Variation in Tactics focuses on the need for flexibility in your responses. It explains how to respond to
      shifting circumstances successfully.
9.    The Army on the March describes the different situations in which you find yourselves as you move into
      new competitive arenas and how to respond to them. Much of it focuses on evaluating the intentions of others.
10.   Terrain looks at the three general areas of resistance (distance, dangers, and barriers) and the six types of
      ground positions that arise from them. Each of these six field positions offer certain advantages and disadvantages.
11.   The Nine Situations describe nine common situations (or stages) in a competitive campaign, from scattering
      to deadly, and the specific focus you need to successfully navigate each of them.
12.   The Attack by Fire explains the use of weapons generally and the use of the environment as a weapon
      specifically. It examines the five targets for attack, the five types of environmental attack, and the appropriate
      responses to such attack.
13.   The Use of Spies focuses on the importance of developing good information sources, specifically the five
      types of sources and how to manage them.




                                  Copyright © 2008-2009 Brian Bailey Consulting                                              5
The Key Essence
• Know the enemy
  – Understand the design and the best ways to
    approach the verification challenge
• Know yourself
  – Understand (and improve) the process
  – Understand its strengths and weaknesses
• Prepare yourself
  – Make sure the tools you use are those most likely
    to lead to success
  – Be flexible in the way that you use them
• Use feedback
  – Based on objective observations
              Copyright © 2008-2009 Brian Bailey Consulting   6
Outline
• Know yourself
  – I am going to revisit some fundamentals of
    verification that many forget
  – Take a look at coverage metrics
  – Primarily for the people newer to verification
     • Also a good reminder to more seasoned amongst us
• Arm yourself with the best weapons
  – Some recent tools that help
     • Make verification more objective
     • Raise the level of abstraction
     • Preserve and use knowledge




                Copyright © 2008-2009 Brian Bailey Consulting   7
Verification definition
   "Confirmation by examination and provisions of
     objective evidence that specified requirements
     have been fulfilled."
                                            IEEE Definition of verification.




    Verification is all about answering the question:

      Have we implemented something correctly ?




                Copyright © 2008-2009 Brian Bailey Consulting                  8
Verification definition
• 4 Key phrases
  – Confirmation by examination
     • If you don’t look, then there is no hope of finding
       incorrect behavior
  – provisions of objective evidence
     • Requires a second independent model of functionality
  – specified requirements
     • This introduces the needs for coverage to ensure the
       right things have been verified
  – have been fulfilled
     • Requires an act of verification to be associated with a
       coverage measurement




                 Copyright © 2008-2009 Brian Bailey Consulting   9
Verification fundamentals

                             Propagation success

                              Bug
                                                                                  Checker
   Stimulus
                                                     2. Propagate                3. Detect
                         1. Activate

                    Design

                                   Propagation failure
Remember: If you don’t look it hasn’t been verified
              If it hasn’t been verified against something objective, then it isn’t trustworthy

                              Only place this happens is in the checker
                             Copyright © 2008-2009 Brian Bailey Consulting                        10
Fundamentals - Coverage
• The extent or degree to which something is
  observed, analyzed, and reported.
                                                                thefreedictionary.com

  – High coverage does not imply high quality
    • With the metrics that are in use today
  – While coverage metrics are objective (the
    information they provide is impassionate)
    • The decision about which to apply is subjective
    • The analysis of results is often subjective
    • Most coverage metrics do not provide “Confirmation by
      examination and provisions of objective evidence”
       – This include code coverage, functional coverage and almost
         all other metrics in use



                Copyright © 2008-2009 Brian Bailey Consulting                           11
Structural Metrics
• These metrics are automatically extracted
  from the implementation source
    Easy to implement
    Cannot identify what is missing
• They tell you that something was ‘reached’
  – A line of code
  – A decision point
  – A state
  They do not tell you that it was reached for
 the right reason
  They do not tell you that the right thing
 happened after that

               Copyright © 2008-2009 Brian Bailey Consulting   12
Structural Coverage

                Propagation success

                    Bug
                                                                Checker
Stimulus
              1. Activate

           Design

                      Propagation failure




                Copyright © 2008-2009 Brian Bailey Consulting             13
Structural Coverage

            Propagation success

         Shows if you have reached
             Bug
                                    Checker
     every point in the implementation
Stimulus
            where a bug may be
          1. Activate
      Does not show you that the
        Design
      bug would have been detected
                  Propagation failure


   Coverage != Verification
            Copyright © 2008-2009 Brian Bailey Consulting   14
Structural metrics
• Path coverage
   This is the set of all combinations of all branches
   It identifies exhaustive execution of a model
       This is the closest form of coverage that relates to
      formal methods
    Still cannot identify missing functionality
    Expensive computationally
  – Limited path sets have been defined but not in use
    Does not identify data errors that do not affect
    control
    • Would not have identified Intel FP bug since this was
      related to values in a ROM



                Copyright © 2008-2009 Brian Bailey Consulting   15
Path Coverage

                Propagation success

                    Bug
                                                                Checker
Stimulus
                                        2. Propagate
              1. Activate

           Design

                      Propagation failure




                Copyright © 2008-2009 Brian Bailey Consulting             16
Path Coverage

                Propagation success

                 Bug
                                                                Checker
Stimulus
                                        2. Propagate
              1. Activate
      Shows if you have executed all
        Design
    possible paths in the implementation
                      Propagation failure
           Does not show you that the
           bug would have been detected

                Copyright © 2008-2009 Brian Bailey Consulting             17
Structural coverage – dirty word
• When did structural coverage become a dirty
  word?
  – Directed tests target specific functionality
  – structural coverage was an impartial way to identify holes
• Along came constrained/pseudo-random
  generation
  – No longer targeting specific functionality
  – Needed a way to ensure important functionality was
    executed
• Thus functional coverage was born
  – There is nothing wrong with structural coverage coupled to
    directed testing
     • Unless used irresponsibly
     • Becoming less useful with increased concurrency

                 Copyright © 2008-2009 Brian Bailey Consulting   18
Functional Coverage
• Identifies indicators of functionality
  –   A data value
  –   A specific state
  –   A sequence of states
  –   etc
  It does not identify that the functionality is
  correct
  – Still expects that the comparison of two models is
    happening
  – Suffers from some of the same problems as code
    coverage


                Copyright © 2008-2009 Brian Bailey Consulting   19
Functional coverage
• It is a third independent model
  – Does not define the correct behaviors, just the behaviors
    that should be detectable
  – Different language
     • Good and bad
    No way to define completion
     • Implementation is subjective
     • Closest theoretical model is path coverage
         – Expensive in terms of execution time

• Higher cost than structural coverage
     An extra model to define
     Slows down simulator
     Analysis of holes is easier

Functional Coverage != Verification
                   Copyright © 2008-2009 Brian Bailey Consulting   20
Adding Propagation
• Path Coverage
  – Already talked about this
• OCCOM    (Observability-based Code COverage Metrics )
  – Srinivas Devadas Abhijit Ghosh Kurt Keutzer – DAC 1998
  – Computes the probability that an effect of the
    fault would be propagated
  – During normal simulation – variables are tagged
     • Positive and negative tags are used
  – In a post processing step, these tags are used to
    compute the probabilities of propagation




                Copyright © 2008-2009 Brian Bailey Consulting   21
OCCOM results




• Notes:
  – Shows the problems with coupling code coverage
    and random techniques
  – Shows that people creating directed tests
    consider propagation
     • This is a flaw with random methods
  – Some of the new intelligent testbench tools will
    make this a lot worse
                Copyright © 2008-2009 Brian Bailey Consulting   22
Summary of coverage methods

             Cost to     Cost to     Imp or     Completion     Objective   Benefits   Analysis
             implement   execute     spec



Code           Low         Low         Imp          Low            Yes       Low      Difficult

Path           Low         Low         Imp          High           Yes      High      Moderate

Toggle         Low         Low         Imp        Medium           Yes     Medium     Moderate


Functional   Medium      Medium        Spec          ?*            No      Medium       Easy

Assertion      High        High        Spec          ?*            No       High      Difficult



       * No direct way to measure today


                         Copyright © 2008-2009 Brian Bailey Consulting                            23
Arm yourself with the best weapons
• A look at some new technologies

  – Functional Qualification from Certess (Now part of
    Springsoft)
  – Raising abstraction with Calypto
  – Behavioral Indexing from Jasper




              Copyright © 2008-2009 Brian Bailey Consulting   24
Mutation Analysis
• Similar to manufacturing test
  – Looks for a change in values seen on an output
  – Stuck-at faults: what fault model is the equivalent
    for designer errors?
     • Mutation fault model based on two hypotheses:
        – that programmers or engineers write code that is close to
          being correct
        – that a test that distinguishes the good version from all its
          mutants is also sensitive to more complex errors
  – Potentially huge number of faults
• Concept introduced in 1971
  – First tool implementation in 1980



                 Copyright © 2008-2009 Brian Bailey Consulting           25
Mutation analysis
• Performs complete stimulate and propagate
  analysis
  – Addresses --
     • If you don’t look it hasn’t been verified
  – But not –
     • If it hasn’t been verified against something objective,
       then it isn’t trustworthy
• This is the same as manufacturing test
  – It is not good enough to know that something
    was different
  – Must be able to detect that it was in error



                 Copyright © 2008-2009 Brian Bailey Consulting   26
Functional Qualification
• Based on mutation analysis
• Several differences:
  – Functional Qualification includes the detection
    phase. For a fault to be detected there must be a
    check made so that at least one testcase fails
  – Functional qualification does not depend on
    propagation to a primary output. Directly supports
    white box assertions
  – Uses very different fault injections schemes to
    provide relevant results faster
  – Applied to hardware instead of software



              Copyright © 2008-2009 Brian Bailey Consulting   27
Some other differences
• For SW, mutation analysis was used to “cover” the
  program
• Functional qualification is being used as a quality
  measure for the testbench
   – First time verification engineers have a tool that allows
     them to objectively measure themselves
• Statistical in nature
   –   Technology advancements to improve performance
   –   Do not have to run all faults or all testcases
   –   Stop as soon as a testbench flaw has been revealed
   –   Tackle the difficult problems first, and let the easy ones take
       case of themselves




                    Copyright © 2008-2009 Brian Bailey Consulting        28
Certitude Metrics - ST References
    Global Metric
          Representing the overall quality of the Verification Environment
          ST reference : 75%, but usually higher
    Activation Score
          Measures the ability of the test suite to exercise all the RTL of the
          IP
          Similar to code coverage
          ST reference : 95%, & 100% explained
          Missing % should deeply studied & fixed or explained
    Propagation Score
          Measures the ability of the test suite to propagate mutations to the
          outputs of the IP
          ST reference : 80%, but should probably be enhanced by adding
          more test scenarios to reach 90%
    Detection Score
          Measures the ability of the environment to catch errors
          ST reference : 90%, but usually higher
DAC’2008 - Anaheim               Elevating Confidence in Design IP      29
Case study 1 : 3rd Party - IP qualification
    •    Case study 1:                                              Activation Score (A/F)
             •    Application: 3rd party IP                             95%
                                                                                                         IP            ST Ref ST Avg 3rd Party IP
                                                                                             Activation Score (A/F)       95%    97%         97%
             •    HDL Directed Environment                              90%                  Propagation Score (P/A)     80%     90%         80%
                                                                        85%                  Global Metric (D/F)          75%    80%         66%
             •    ~300 tests, 30 minutes                                80%                  Detection Score (D/P)        90%    93%         85%
                                                                        75%
             •    Code Coverage ~100%                                   70%
                                                                        65%
                                 Detection Score (D/P)                  60%                              Propagation Score (P/A)

•       Challenges
                                                                                                            ST Ref
         •       Convince 3rd Party IP provider
                                                                                                            ST Avg
         •       High revenue, high visibility chip;                                                        3rd Party IP

                 reduce respin risk
                                                                     Global Metric (D/F)



    •    Results
             •    Helped us to push IP provider to improve verification environment
                  • and monitor progress
             •    Low detection score highlighted manual waveform checks

        DAC’2008 - Anaheim                               Elevating Confidence in Design IP                                         30
Raising the abstraction
• Just as combinatorial equivalence checking
  allowed us to move from gate to RTL
  verification
  – Sequential equivalence checking will allow a
    migration to higher levels of abstraction
    • Higher simulation speeds
    • Enable longer runs
    • Use real scenarios (live data)




                Copyright © 2008-2009 Brian Bailey Consulting   31
Uses for SEC
• Untimed input in C/C++/SystemC
  – Ensure hand coded RTL functionally matches
• Synthesis verification
  – Ensure constraints, setup and options produced a
    valid result
• Power optimization
  – Clock gating
  – Power optimizations




              Copyright © 2008-2009 Brian Bailey Consulting   32
A simple example
Always @ (posedge CLK) begin
  Out = A + B + C
end


          A       B       C                          A B C

              +

                                                           +
                      +

                                                CLK
  CLK

              Out                                              Out




                          Copyright © 2008-2009 Brian Bailey Consulting   33
Commercialization
• Large pool of researchers
  – Shares many technologies with property checking
• Internally generated tools
  – IBM
• Esterel Studio – 2007
  – Only within Esterel environment
• Calypto introduced SLEC at DAC 2005
  – Enables retimed RTL to be verified
  – Untimed to timed functional equivalency
  – Integrated with Mentor, Forte, Cadence synthesis
    products


              Copyright © 2008-2009 Brian Bailey Consulting   34
Using the right weapon
• We have a number of different products in
  the verification portfolio
  – Each have very different characteristics
  – Each have different areas where they can excel
  – They also have weaknesses
• Need to carefully match the tool to the
  situation
  – Verification planning helps in this regard
  – Requires thought upfront




               Copyright © 2008-2009 Brian Bailey Consulting   35
Thinking slightly differently
• But it is not just the application of the tools
  – It is also the application of technology to make
    tools
  – For years formal methods were used to make
    formal verification tools
     • Seems obvious, but limited usefulness
     • Capacity constraints, etc.
  – Started to target technology to fit the problem
     • Bounded model checking
     • Semi-formal verification
     • Application of abstractions
  – Look for completely different applications
     • Accelerating design reuse (ActiveDesign)


                 Copyright © 2008-2009 Brian Bailey Consulting   36
Intelligent Testbenches
• Two primary types
  – Graph based
  – Simulation based
• Graph based ones basically create a formal
  model of the system and use it to create
  stimulus paths that in turn exercise the
  design
• Simulation based ones “learn” as they simulate so
  that they can get to an “objective” faster
• Neither type of company wants to be called “formal”
  – but they both employ formal technologies
• Now Jasper is adding a new paradigm for
  intelligence:
  – ActiveDesign with Behavioral Indexing

                Copyright © 2008-2009 Brian Bailey Consulting   37
Typical Questions That Must Be Answered
      for Successful Design Reuse
                                        Will this IP block operate correctly in
                                        my target use environment?

             What part of the RTL                                             How do I correctly and
             pertains to feature XYZ?                                         efficiently program
                                                                              these registers?
     If I change these lines of RTL,              ANSWERS
     what features might break?
                                                                                    What is the minimum
                                                                                    latency of this path?
       Can this block be
       configured for my new                                                      Can this event
       application?                                                               ever happen?

                                                         SATA: What is the latency
                 PCIe: How do I program the
                                                        through the data-link layer?
                 number of links and lanes?
      •The design is the authority of what it can and cannot do!
      •Jasper’s ActiveDesign™ System extracts definitive answers

- 38 - ©2008 Jasper Design Automation
Behavioral Indexing – Automated Extraction

                                        Behavioral Indexing System       Indexed Database
                                                                       (Under Construction)
       Partial RTL,
      Legacy RTL, …

            RTL




                  Design Information such as                Auto-exploration such as
                  • Inputs                                  • FSM states
                  • Outputs                                 • FSM transitions
                  • Flops                                   • Coverage-driven
                  • Counters, relevant values                 reachability analysis
                  • FSMs, states                            •…
                  •…

- 39 - ©2008 Jasper Design Automation
Behavioral Indexing – Interactive Extraction
                                        Behavioral Indexing System


       Partial RTL,
      Legacy RTL, …                                                         Indexed Database
                                                                          (Under Construction)
               RTL


               Spec



                             Captures and                            Analyzes
                                Labels                         Automatically-Generated
                              Behaviors                         Timing Diagrams, etc.


                                            Observes Meaningful
                                                Behaviors
- 40 - ©2008 Jasper Design Automation
Behavioral Indexing Enables Many Capabilities
       Executable specification cross-correlated to RTL to facilitate dynamic analysis
       Executable specification cross-correlated to RTL to facilitate dynamic analysis
                      of proposed uses and/or changes to the design
                      of proposed uses and/or changes to the design




                    Automatically-extracted waveforms for design behavior queries
                    Automatically-extracted waveforms for design behavior queries
                          to provide definitive answers to reuse questions
                          to provide definitive answers to reuse questions
                                  -- without a testbench or simulator
                                  -- without a testbench or simulator



                                        Waveform manipulation


- 41 - ©2008 Jasper Design Automation
And More…




        Live annotation of transactions and design behaviors on the waveforms
        Live annotation of transactions and design behaviors on the waveforms
        Implication analysis and re-verification of design modifications
        Implication analysis and re-verification of design modifications
        Accelerated firmware development through automatic generation of
        Accelerated firmware development through automatic generation of
         programming sequences
         programming sequences
- 42 - ©2008 Jasper Design Automation
Check RTL Correctness Across Revisions

                             Automatic Implication Analysis

    Rev i             Rev i+1


                                                              Identical trace length
                                                              (unaffected)

                                                              Different trace length
                                                              (potentially affected)

                                                              Trace       No Trace
                                        AD                    (broken)

      ActiveDesign




- 43 - ©2008 Jasper Design Automation
Is it “The Art of Verification”




          Copyright © 2008-2009 Brian Bailey Consulting   44
Verification is Not Art
• We denigrate ourselves by calling it
• While we have not yet formalized and
  perfected the philosophy of verification
  – We do create highly adaptive strategies
  – We do use highly sophisticated tools
  – We do not believe that defeat is inevitable


The last word goes to Sun Tzu:
 To subdue the enemy without fighting is the
               supreme excellence


               Copyright © 2008-2009 Brian Bailey Consulting   45
Thank You

Questions?


Email: brian_bailey@acm.org
Tel: 503 632 7448
Cell: 503 753 6040
Web: brianbailey.us




                 Copyright © 2008-2009 Brian Bailey Consulting

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  • 1. Is it time to declare a verification war? Brian Bailey Email: brian_bailey@acm.org Tel: 503 632 7448 Cell: 503 753 6040 Web: brianbailey.us Copyright © 2008-2009 Brian Bailey Consulting
  • 2. In the beginning • The year app. 500 BC • Sun Tzu published “on the art of war” 孫子兵法 • Since then it has been used for – Military strategies – Political – Business – Anything requiring tactics Copyright © 2008-2009 Brian Bailey Consulting 2
  • 3. Why was it so important • Sun Tzu was the first to recognize the importance of positioning in strategy and that position is affected both by: – objective conditions in the physical environment – subjective opinions of competitive actors in that environment • He taught that strategy was not a to do list – requires quick and appropriate responses to changing conditions • Begins to sound like verification – Can we learn from Sun Tzu? Copyright © 2008-2009 Brian Bailey Consulting 3
  • 4. Who is the Enemy? • When thinking about verification, the battle is being fought against Murphy the Design – Murphy is powerful and indiscriminate – He will show up anywhere and attempt to cause the maximum damage – He is also indestructible – Kill him and he shows up somewhere else – Is it possible to know he is dead – no we know he will never die • Why then do we bother fighting? – Because we are the verification heroes! Copyright © 2008-2009 Brian Bailey Consulting 4
  • 5. Sun Tzu’s 13 Chapters 1. Laying Plans explores the five key elements that define competitive position (mission, climate, ground, leadership, and methods) and how to evaluate your competitive strengths against your competition. 2. Waging War explains how to understand the economic nature of competition and how success requires making the winning play, which in turn, requires limiting the cost of competition and conflict. 3. Attack by Stratagem defines the source of strength as unity, not size, and the five ingredients that you need to succeed in any competitive situation. 4. Tactical Dispositions explains the importance of defending existing positions until you can advance them and how you must recognize opportunities, not try to create them. 5. Energy explains the use of creativity and timing in building your competitive momentum. 6. Weak Points & Strong explains how your opportunities come from the openings in the environment caused by the relative weakness of your competitors in a given area. 7. Maneuvering explains the dangers of direct conflict and how to win those confrontations when they are forced upon you. 8. Variation in Tactics focuses on the need for flexibility in your responses. It explains how to respond to shifting circumstances successfully. 9. The Army on the March describes the different situations in which you find yourselves as you move into new competitive arenas and how to respond to them. Much of it focuses on evaluating the intentions of others. 10. Terrain looks at the three general areas of resistance (distance, dangers, and barriers) and the six types of ground positions that arise from them. Each of these six field positions offer certain advantages and disadvantages. 11. The Nine Situations describe nine common situations (or stages) in a competitive campaign, from scattering to deadly, and the specific focus you need to successfully navigate each of them. 12. The Attack by Fire explains the use of weapons generally and the use of the environment as a weapon specifically. It examines the five targets for attack, the five types of environmental attack, and the appropriate responses to such attack. 13. The Use of Spies focuses on the importance of developing good information sources, specifically the five types of sources and how to manage them. Copyright © 2008-2009 Brian Bailey Consulting 5
  • 6. The Key Essence • Know the enemy – Understand the design and the best ways to approach the verification challenge • Know yourself – Understand (and improve) the process – Understand its strengths and weaknesses • Prepare yourself – Make sure the tools you use are those most likely to lead to success – Be flexible in the way that you use them • Use feedback – Based on objective observations Copyright © 2008-2009 Brian Bailey Consulting 6
  • 7. Outline • Know yourself – I am going to revisit some fundamentals of verification that many forget – Take a look at coverage metrics – Primarily for the people newer to verification • Also a good reminder to more seasoned amongst us • Arm yourself with the best weapons – Some recent tools that help • Make verification more objective • Raise the level of abstraction • Preserve and use knowledge Copyright © 2008-2009 Brian Bailey Consulting 7
  • 8. Verification definition "Confirmation by examination and provisions of objective evidence that specified requirements have been fulfilled." IEEE Definition of verification.  Verification is all about answering the question: Have we implemented something correctly ? Copyright © 2008-2009 Brian Bailey Consulting 8
  • 9. Verification definition • 4 Key phrases – Confirmation by examination • If you don’t look, then there is no hope of finding incorrect behavior – provisions of objective evidence • Requires a second independent model of functionality – specified requirements • This introduces the needs for coverage to ensure the right things have been verified – have been fulfilled • Requires an act of verification to be associated with a coverage measurement Copyright © 2008-2009 Brian Bailey Consulting 9
  • 10. Verification fundamentals Propagation success Bug Checker Stimulus 2. Propagate 3. Detect 1. Activate Design Propagation failure Remember: If you don’t look it hasn’t been verified If it hasn’t been verified against something objective, then it isn’t trustworthy Only place this happens is in the checker Copyright © 2008-2009 Brian Bailey Consulting 10
  • 11. Fundamentals - Coverage • The extent or degree to which something is observed, analyzed, and reported. thefreedictionary.com – High coverage does not imply high quality • With the metrics that are in use today – While coverage metrics are objective (the information they provide is impassionate) • The decision about which to apply is subjective • The analysis of results is often subjective • Most coverage metrics do not provide “Confirmation by examination and provisions of objective evidence” – This include code coverage, functional coverage and almost all other metrics in use Copyright © 2008-2009 Brian Bailey Consulting 11
  • 12. Structural Metrics • These metrics are automatically extracted from the implementation source Easy to implement Cannot identify what is missing • They tell you that something was ‘reached’ – A line of code – A decision point – A state They do not tell you that it was reached for the right reason They do not tell you that the right thing happened after that Copyright © 2008-2009 Brian Bailey Consulting 12
  • 13. Structural Coverage Propagation success Bug Checker Stimulus 1. Activate Design Propagation failure Copyright © 2008-2009 Brian Bailey Consulting 13
  • 14. Structural Coverage Propagation success Shows if you have reached Bug Checker every point in the implementation Stimulus where a bug may be 1. Activate Does not show you that the Design bug would have been detected Propagation failure Coverage != Verification Copyright © 2008-2009 Brian Bailey Consulting 14
  • 15. Structural metrics • Path coverage This is the set of all combinations of all branches It identifies exhaustive execution of a model This is the closest form of coverage that relates to formal methods Still cannot identify missing functionality Expensive computationally – Limited path sets have been defined but not in use Does not identify data errors that do not affect control • Would not have identified Intel FP bug since this was related to values in a ROM Copyright © 2008-2009 Brian Bailey Consulting 15
  • 16. Path Coverage Propagation success Bug Checker Stimulus 2. Propagate 1. Activate Design Propagation failure Copyright © 2008-2009 Brian Bailey Consulting 16
  • 17. Path Coverage Propagation success Bug Checker Stimulus 2. Propagate 1. Activate Shows if you have executed all Design possible paths in the implementation Propagation failure Does not show you that the bug would have been detected Copyright © 2008-2009 Brian Bailey Consulting 17
  • 18. Structural coverage – dirty word • When did structural coverage become a dirty word? – Directed tests target specific functionality – structural coverage was an impartial way to identify holes • Along came constrained/pseudo-random generation – No longer targeting specific functionality – Needed a way to ensure important functionality was executed • Thus functional coverage was born – There is nothing wrong with structural coverage coupled to directed testing • Unless used irresponsibly • Becoming less useful with increased concurrency Copyright © 2008-2009 Brian Bailey Consulting 18
  • 19. Functional Coverage • Identifies indicators of functionality – A data value – A specific state – A sequence of states – etc It does not identify that the functionality is correct – Still expects that the comparison of two models is happening – Suffers from some of the same problems as code coverage Copyright © 2008-2009 Brian Bailey Consulting 19
  • 20. Functional coverage • It is a third independent model – Does not define the correct behaviors, just the behaviors that should be detectable – Different language • Good and bad No way to define completion • Implementation is subjective • Closest theoretical model is path coverage – Expensive in terms of execution time • Higher cost than structural coverage An extra model to define Slows down simulator Analysis of holes is easier Functional Coverage != Verification Copyright © 2008-2009 Brian Bailey Consulting 20
  • 21. Adding Propagation • Path Coverage – Already talked about this • OCCOM (Observability-based Code COverage Metrics ) – Srinivas Devadas Abhijit Ghosh Kurt Keutzer – DAC 1998 – Computes the probability that an effect of the fault would be propagated – During normal simulation – variables are tagged • Positive and negative tags are used – In a post processing step, these tags are used to compute the probabilities of propagation Copyright © 2008-2009 Brian Bailey Consulting 21
  • 22. OCCOM results • Notes: – Shows the problems with coupling code coverage and random techniques – Shows that people creating directed tests consider propagation • This is a flaw with random methods – Some of the new intelligent testbench tools will make this a lot worse Copyright © 2008-2009 Brian Bailey Consulting 22
  • 23. Summary of coverage methods Cost to Cost to Imp or Completion Objective Benefits Analysis implement execute spec Code Low Low Imp Low Yes Low Difficult Path Low Low Imp High Yes High Moderate Toggle Low Low Imp Medium Yes Medium Moderate Functional Medium Medium Spec ?* No Medium Easy Assertion High High Spec ?* No High Difficult * No direct way to measure today Copyright © 2008-2009 Brian Bailey Consulting 23
  • 24. Arm yourself with the best weapons • A look at some new technologies – Functional Qualification from Certess (Now part of Springsoft) – Raising abstraction with Calypto – Behavioral Indexing from Jasper Copyright © 2008-2009 Brian Bailey Consulting 24
  • 25. Mutation Analysis • Similar to manufacturing test – Looks for a change in values seen on an output – Stuck-at faults: what fault model is the equivalent for designer errors? • Mutation fault model based on two hypotheses: – that programmers or engineers write code that is close to being correct – that a test that distinguishes the good version from all its mutants is also sensitive to more complex errors – Potentially huge number of faults • Concept introduced in 1971 – First tool implementation in 1980 Copyright © 2008-2009 Brian Bailey Consulting 25
  • 26. Mutation analysis • Performs complete stimulate and propagate analysis – Addresses -- • If you don’t look it hasn’t been verified – But not – • If it hasn’t been verified against something objective, then it isn’t trustworthy • This is the same as manufacturing test – It is not good enough to know that something was different – Must be able to detect that it was in error Copyright © 2008-2009 Brian Bailey Consulting 26
  • 27. Functional Qualification • Based on mutation analysis • Several differences: – Functional Qualification includes the detection phase. For a fault to be detected there must be a check made so that at least one testcase fails – Functional qualification does not depend on propagation to a primary output. Directly supports white box assertions – Uses very different fault injections schemes to provide relevant results faster – Applied to hardware instead of software Copyright © 2008-2009 Brian Bailey Consulting 27
  • 28. Some other differences • For SW, mutation analysis was used to “cover” the program • Functional qualification is being used as a quality measure for the testbench – First time verification engineers have a tool that allows them to objectively measure themselves • Statistical in nature – Technology advancements to improve performance – Do not have to run all faults or all testcases – Stop as soon as a testbench flaw has been revealed – Tackle the difficult problems first, and let the easy ones take case of themselves Copyright © 2008-2009 Brian Bailey Consulting 28
  • 29. Certitude Metrics - ST References Global Metric Representing the overall quality of the Verification Environment ST reference : 75%, but usually higher Activation Score Measures the ability of the test suite to exercise all the RTL of the IP Similar to code coverage ST reference : 95%, & 100% explained Missing % should deeply studied & fixed or explained Propagation Score Measures the ability of the test suite to propagate mutations to the outputs of the IP ST reference : 80%, but should probably be enhanced by adding more test scenarios to reach 90% Detection Score Measures the ability of the environment to catch errors ST reference : 90%, but usually higher DAC’2008 - Anaheim Elevating Confidence in Design IP 29
  • 30. Case study 1 : 3rd Party - IP qualification • Case study 1: Activation Score (A/F) • Application: 3rd party IP 95% IP ST Ref ST Avg 3rd Party IP Activation Score (A/F) 95% 97% 97% • HDL Directed Environment 90% Propagation Score (P/A) 80% 90% 80% 85% Global Metric (D/F) 75% 80% 66% • ~300 tests, 30 minutes 80% Detection Score (D/P) 90% 93% 85% 75% • Code Coverage ~100% 70% 65% Detection Score (D/P) 60% Propagation Score (P/A) • Challenges ST Ref • Convince 3rd Party IP provider ST Avg • High revenue, high visibility chip; 3rd Party IP reduce respin risk Global Metric (D/F) • Results • Helped us to push IP provider to improve verification environment • and monitor progress • Low detection score highlighted manual waveform checks DAC’2008 - Anaheim Elevating Confidence in Design IP 30
  • 31. Raising the abstraction • Just as combinatorial equivalence checking allowed us to move from gate to RTL verification – Sequential equivalence checking will allow a migration to higher levels of abstraction • Higher simulation speeds • Enable longer runs • Use real scenarios (live data) Copyright © 2008-2009 Brian Bailey Consulting 31
  • 32. Uses for SEC • Untimed input in C/C++/SystemC – Ensure hand coded RTL functionally matches • Synthesis verification – Ensure constraints, setup and options produced a valid result • Power optimization – Clock gating – Power optimizations Copyright © 2008-2009 Brian Bailey Consulting 32
  • 33. A simple example Always @ (posedge CLK) begin Out = A + B + C end A B C A B C + + + CLK CLK Out Out Copyright © 2008-2009 Brian Bailey Consulting 33
  • 34. Commercialization • Large pool of researchers – Shares many technologies with property checking • Internally generated tools – IBM • Esterel Studio – 2007 – Only within Esterel environment • Calypto introduced SLEC at DAC 2005 – Enables retimed RTL to be verified – Untimed to timed functional equivalency – Integrated with Mentor, Forte, Cadence synthesis products Copyright © 2008-2009 Brian Bailey Consulting 34
  • 35. Using the right weapon • We have a number of different products in the verification portfolio – Each have very different characteristics – Each have different areas where they can excel – They also have weaknesses • Need to carefully match the tool to the situation – Verification planning helps in this regard – Requires thought upfront Copyright © 2008-2009 Brian Bailey Consulting 35
  • 36. Thinking slightly differently • But it is not just the application of the tools – It is also the application of technology to make tools – For years formal methods were used to make formal verification tools • Seems obvious, but limited usefulness • Capacity constraints, etc. – Started to target technology to fit the problem • Bounded model checking • Semi-formal verification • Application of abstractions – Look for completely different applications • Accelerating design reuse (ActiveDesign) Copyright © 2008-2009 Brian Bailey Consulting 36
  • 37. Intelligent Testbenches • Two primary types – Graph based – Simulation based • Graph based ones basically create a formal model of the system and use it to create stimulus paths that in turn exercise the design • Simulation based ones “learn” as they simulate so that they can get to an “objective” faster • Neither type of company wants to be called “formal” – but they both employ formal technologies • Now Jasper is adding a new paradigm for intelligence: – ActiveDesign with Behavioral Indexing Copyright © 2008-2009 Brian Bailey Consulting 37
  • 38. Typical Questions That Must Be Answered for Successful Design Reuse Will this IP block operate correctly in my target use environment? What part of the RTL How do I correctly and pertains to feature XYZ? efficiently program these registers? If I change these lines of RTL, ANSWERS what features might break? What is the minimum latency of this path? Can this block be configured for my new Can this event application? ever happen? SATA: What is the latency PCIe: How do I program the through the data-link layer? number of links and lanes? •The design is the authority of what it can and cannot do! •Jasper’s ActiveDesign™ System extracts definitive answers - 38 - ©2008 Jasper Design Automation
  • 39. Behavioral Indexing – Automated Extraction Behavioral Indexing System Indexed Database (Under Construction) Partial RTL, Legacy RTL, … RTL Design Information such as Auto-exploration such as • Inputs • FSM states • Outputs • FSM transitions • Flops • Coverage-driven • Counters, relevant values reachability analysis • FSMs, states •… •… - 39 - ©2008 Jasper Design Automation
  • 40. Behavioral Indexing – Interactive Extraction Behavioral Indexing System Partial RTL, Legacy RTL, … Indexed Database (Under Construction) RTL Spec Captures and Analyzes Labels Automatically-Generated Behaviors Timing Diagrams, etc. Observes Meaningful Behaviors - 40 - ©2008 Jasper Design Automation
  • 41. Behavioral Indexing Enables Many Capabilities Executable specification cross-correlated to RTL to facilitate dynamic analysis Executable specification cross-correlated to RTL to facilitate dynamic analysis of proposed uses and/or changes to the design of proposed uses and/or changes to the design Automatically-extracted waveforms for design behavior queries Automatically-extracted waveforms for design behavior queries to provide definitive answers to reuse questions to provide definitive answers to reuse questions -- without a testbench or simulator -- without a testbench or simulator Waveform manipulation - 41 - ©2008 Jasper Design Automation
  • 42. And More… Live annotation of transactions and design behaviors on the waveforms Live annotation of transactions and design behaviors on the waveforms Implication analysis and re-verification of design modifications Implication analysis and re-verification of design modifications Accelerated firmware development through automatic generation of Accelerated firmware development through automatic generation of programming sequences programming sequences - 42 - ©2008 Jasper Design Automation
  • 43. Check RTL Correctness Across Revisions Automatic Implication Analysis Rev i Rev i+1 Identical trace length (unaffected) Different trace length (potentially affected) Trace No Trace AD (broken) ActiveDesign - 43 - ©2008 Jasper Design Automation
  • 44. Is it “The Art of Verification” Copyright © 2008-2009 Brian Bailey Consulting 44
  • 45. Verification is Not Art • We denigrate ourselves by calling it • While we have not yet formalized and perfected the philosophy of verification – We do create highly adaptive strategies – We do use highly sophisticated tools – We do not believe that defeat is inevitable The last word goes to Sun Tzu: To subdue the enemy without fighting is the supreme excellence Copyright © 2008-2009 Brian Bailey Consulting 45
  • 46. Thank You Questions? Email: brian_bailey@acm.org Tel: 503 632 7448 Cell: 503 753 6040 Web: brianbailey.us Copyright © 2008-2009 Brian Bailey Consulting