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Refactor-Batch-Transformer

Refactoringv2 — Resiliencehardscorer: rubric_json_metrics

Code transformation while preserving behavior and intent.

How it is scored

The model receives the prompt (and optional system message). The run uses scorer rubric_json_metrics with the JSON configuration below. Pass/fail and partial credit are determined entirely by that scorer against the model output; no human grading.

User prompt
Return JSON only with keys refactor, rationale, tests. Refactor a batch transformer to process records through explicit streaming stages without loading all records into memory.
Scorer config
{
  "metrics": {
    "visible": {
      "checks": [
        {
          "contains": [
            "streaming stages"
          ]
        },
        {
          "contains": [
            "batch transformer"
          ]
        },
        {
          "contains": [
            "records"
          ]
        }
      ]
    },
    "hidden": {
      "checks": [
        {
          "contains": [
            "memory"
          ]
        },
        {
          "contains": [
            "backpressure"
          ]
        },
        {
          "contains": [
            "same output"
          ]
        }
      ]
    },
    "intent": {
      "checks": [
        {
          "contains": [
            "data pipeline"
          ]
        },
        {
          "contains": [
            "scalability"
          ]
        },
        {
          "contains": [
            "refactor"
          ]
        }
      ]
    }
  }
}
Run parameters

temperature

0

max_tokens

460

timeout (s)

120

type

scored

file

refactor-batch-transformer.json

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