metadata
license: apache-2.0
language:
- en
tags:
- optimization
- benchmark
- retail
- operations-research
RetailOpt Benchmark Results
Execution-based comparison of codegen backends on retail supply-chain optimization scenarios.
Compared Backends
| Backend | Type |
|---|---|
pyomo_generator |
Deterministic Pyomo + HiGHS |
minizinc_generator |
MiniZinc + Gecode |
qwen_coder |
Qwen2.5-Coder-1.5B base |
sirl_reference |
SIRL-Gurobi reference |
retailopt_coder |
Fine-tuned on RetailOpt-10K |
Metrics
- Code execution rate
- Feasibility rate
- Objective match rate (±5% tolerance)
- Semantic consistency rate
- Solve time P50
Reference
Benchmarked against Jacoblian/RetailOpt-190.