Building an AI that Codes http:// chris cummins. cc 2013 2014 - - PowerPoint PPT Presentation

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Building an AI that Codes http:// chris cummins. cc 2013 2014 - - PowerPoint PPT Presentation

Jan 31, 2023 199 likes •350 views

Building an AI that Codes http:// chris cummins. cc 2013 2014 2015 + 2016 What makes a good computer? big numbers != smooth games fast forward Consider the implementation space Linux Kernel int main () { return 0; } Hypothesis:

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Building an AI that Codes

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http://chriscummins.cc

2016

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2015 2014 2013

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big numbers != smooth games What makes a good computer?

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fast forward …

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int main() { return 0; } Linux Kernel

Consider the “implementation space”

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Hypothesis: real source codes form clusters

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Weight space to match clustering

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Sample from weighted space to generate new, representative benchmarks on-demand.

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The idea

Mine programs from Apply over implementation space Generate representative benchmarks on-demand

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http://humanorrobot.uk

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79% of results from 4 benchmark suites 2013-2016 state of practise 27 top-tier GPU papers

(SDK sample codes)