{
  "sdk": "ragas",
  "version": "0.4.3",
  "actual_non_llm_precision_original": 0.8333333332916666,
  "actual_non_llm_precision_swapped": 0.4166666666458333,
  "metric": "NonLLMContextPrecisionWithReference",
  "scope": "Real non-LLM Ragas fuzzy-string metric over original text; no learned semantic relevance judge.",
  "paid_or_network_model_calls": 0
}
<lesson>/reference/run_sdk.py:7: DeprecationWarning: Importing NonLLMContextPrecisionWithReference from 'ragas.metrics' is deprecated and will be removed in v1.0. Please use 'ragas.metrics.collections' instead. Example: from ragas.metrics.collections import NonLLMContextPrecisionWithReference
  from ragas.metrics import NonLLMContextPrecisionWithReference
