text:
using JuMP, EAGO

                     m = Model()

                     EAGO.register_eago_operators!(m)

                     @variable(m, -1 <= x[i=1:3] <= 1)

                     @variable(m, -96.83657520547105 <= q <= 99.93991688919364)

                     add_NL_constraint(m, :(sigmoid(-0.425318666230349 + 0.38103828240531046*sigmoid(-0.8665046595235606 + 0.28748284249652833*sigmoid(-0.8375600615394445 + -0.3789154415482061*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + 0.07189450245344364*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + 0.2809909552456431*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + 0.287569201630955*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + 0.8855658095965167*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + 0.09303041223572528*sigmoid(-0.17900884698891417 + 0.025489018355529858*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + 0.1209472934083613*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.07672913568138462*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + -0.5303319518893166*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + 0.9964375681117983*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + -0.7940643909981655*sigmoid(0.2763185052996153 + 0.4415642159321509*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + -0.3641634760666457*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.6145120373835589*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + -0.9072464291184885*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + -0.5931047030579473*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + -0.6706641926349142*sigmoid(0.7070002419162837 + 0.7141753288734574*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + 0.9092263208615878*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.9578645519047213*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + 0.28982257172438475*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + -0.5348677297218867*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + 0.1513259792537407*sigmoid(-0.7188804315275021 + 0.0024221264886437055*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + -0.9125745127182783*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.14448344725466278*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + -0.2971388811442788*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + -0.08320496479125516*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3])))) + -0.24854772605953812*sigmoid(-0.25746059668490195 + 0.9194180291761911*sigmoid(-0.8375600615394445 + -0.3789154415482061*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + 0.07189450245344364*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + 0.2809909552456431*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + 0.287569201630955*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + 0.8855658095965167*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + 0.16545328811530524*sigmoid(-0.17900884698891417 + 0.025489018355529858*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + 0.1209472934083613*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.07672913568138462*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + -0.5303319518893166*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + 0.9964375681117983*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + 0.12389773281536387*sigmoid(0.2763185052996153 + 0.4415642159321509*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + -0.3641634760666457*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.6145120373835589*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + -0.9072464291184885*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + -0.5931047030579473*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + 0.9857724268391714*sigmoid(0.7070002419162837 + 0.7141753288734574*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + 0.9092263208615878*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.9578645519047213*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + 0.28982257172438475*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + -0.5348677297218867*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + 0.6877450019603275*sigmoid(-0.7188804315275021 + 0.0024221264886437055*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + -0.9125745127182783*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.14448344725466278*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + -0.2971388811442788*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + -0.08320496479125516*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3])))) + 0.032030182834919874*sigmoid(0.8311810511417104 + 0.8094933547421106*sigmoid(-0.8375600615394445 + -0.3789154415482061*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + 0.07189450245344364*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + 0.2809909552456431*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + 0.287569201630955*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + 0.8855658095965167*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + -0.554085744064948*sigmoid(-0.17900884698891417 + 0.025489018355529858*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + 0.1209472934083613*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.07672913568138462*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + -0.5303319518893166*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + 0.9964375681117983*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + -0.19976563174748918*sigmoid(0.2763185052996153 + 0.4415642159321509*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + -0.3641634760666457*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.6145120373835589*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + -0.9072464291184885*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + -0.5931047030579473*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + -0.05976271713237802*sigmoid(0.7070002419162837 + 0.7141753288734574*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + 0.9092263208615878*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.9578645519047213*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + 0.28982257172438475*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + -0.5348677297218867*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + -0.8606638036112604*sigmoid(-0.7188804315275021 + 0.0024221264886437055*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + 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0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + 0.2809909552456431*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + 0.287569201630955*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + 0.8855658095965167*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + -0.690035565094457*sigmoid(-0.17900884698891417 + 0.025489018355529858*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + 0.1209472934083613*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.07672913568138462*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + -0.5303319518893166*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + 0.9964375681117983*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + -0.0655988361063442*sigmoid(0.2763185052996153 + 0.4415642159321509*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + -0.3641634760666457*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.6145120373835589*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + -0.9072464291184885*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + -0.5931047030579473*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + 0.8516697099651687*sigmoid(0.7070002419162837 + 0.7141753288734574*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + 0.9092263208615878*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.9578645519047213*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + 0.28982257172438475*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + -0.5348677297218867*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))) + -0.7359580757917974*sigmoid(-0.7188804315275021 + 0.0024221264886437055*sigmoid(0.2477035392889526 + 0.08135346709319213*$(x[1]) + -0.01347278979219979*$(x[2]) + -0.3271447095671336*$(x[3])) + -0.9125745127182783*sigmoid(-0.3084010115418012 + -0.34365741154933094*$(x[1]) + 0.16330662932230755*$(x[2]) + 0.9533697617837236*$(x[3])) + -0.14448344725466278*sigmoid(-0.592488977002581 + -0.38831122310783517*$(x[1]) + 0.866474047614362*$(x[2]) + 0.9220781096274604*$(x[3])) + -0.2971388811442788*sigmoid(0.40202873042762777 + -0.8029907135438785*$(x[1]) + -0.15012505567524315*$(x[2]) + -0.8014191780350699*$(x[3])) + -0.08320496479125516*sigmoid(0.21118749062127584 + -0.4763169362085753*$(x[1]) + -0.771339928691416*$(x[2]) + -0.9994771582642419*$(x[3]))))) - $q <= 0.0))

                     @objective(m, Min, q)

                     return m

max_stars_repo_name: PSORLab/RSActivationFunctions

max_issues_repo_name: PSORLab/RSActivationFunctions

max_forks_repo_name: PSORLab/RSActivationFunctions


text:
import Compat
if "GRDIR" in keys(ENV)
    have_dir = true
elseif isdir(joinpath(homedir(), "gr"), "fonts")
    have_dir = true
else
    have_dir = false
    for d in ("/opt", "/usr/local", "/usr")
        if isdir(joinpath(d, "gr", "fonts"))
            have_dir = true
            break
        end
    end
end
if !have_dir
  version = v"0.20.0"
  try
    v = Pkg.installed("GR")
    if string(v)[end:end] == "+"
      version = "latest"
    end
  end
  if VERSION > v"0.5-"
    if Sys.KERNEL == :NT
      os = :Windows
    else
      os = Sys.KERNEL
    end
  else
    os = OS_NAME
  end
  const arch = Sys.ARCH
  if os == :Linux && arch == :x86_64
    if isfile("/etc/debian_version")
      r = Compat.readstring(Compat.pipeline(`lsb_release -r`, `cut -f2`))
      if r >= "16.04"
        os = "Debian"
      end
    end
  end
  tarball = "gr-$version-$os-$arch.tar.gz"
  if !isfile("downloads/$tarball")
    info("Downloading pre-compiled GR $version $os binary")
    mkpath("downloads")
    download("http://gr-framework.org/downloads/$tarball", "downloads/$tarball")
    if os == :Windows
      success(`$JULIA_HOME/7z x downloads/$tarball -y`)
      rm("downloads/$tarball")
      tarball = tarball[1:end-3]
      success(`$JULIA_HOME/7z x $tarball -y -ttar`)
      rm("$tarball")
    else
      run(`tar xzf downloads/$tarball`)
      rm("downloads/$tarball")
    end
  end
end

ext: jl