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kint

Comparison · Optimization verdict

kint
Exact Methods
vs
Heuristics

Heuristic methods find good solutions fast. But they cannot guarantee optimality, and you never know how far your solution is from the best possible answer. kint wins 5 of 7 dimensions. We will show you the 1 it does not.

5kint
1even
1Heuristics

7 dimensions evaluated · 5 to kint · 1 to Heuristics · 1 even

See it on your problem
kintProven optimal with mathematical certificate
Solution guarantee
altGood solution, unknown distance from optimal
kintReported precisely (e.g. 0.3% from optimal)
Optimality gap
altUnknown, could be 5% or 50% from optimal
kintAll constraints guaranteed satisfied
Constraint handling
altSoft constraints may be violated
kintMilliseconds to seconds
Speed (small problems)
altMilliseconds to seconds
kintMinutes, may need time limits
Speed (very large problems)
altSeconds to minutes, scales better
kintDescribe problem, kint formulates the model
Implementation complexity
altCustom algorithm design per problem type
kintChange constraints, model updates automatically
Adaptability
altAlgorithm redesign for new constraints

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kint wins on

  • Solution guarantee
  • Optimality gap
  • Constraint handling
  • Implementation complexity
  • Adaptability

Heuristics wins on

  • Speed (very large problems)
  • Speed (small problems) (even)

Heuristics are the right choice when speed matters more than optimality and problems are extremely large. kint combines exact methods with ML-based warm-starting for the best of both: speed and provable quality.

Verdict

Heuristics are the right choice when speed matters more than optimality and problems are extremely large. kint combines exact methods with ML-based warm-starting for the best of both: speed and provable quality.

5 kint · 1 even · 1 Heuristics

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