more scoring function for rag

llama_stack/providers/tests/datasetio/test_datasetio.py

@@ -37,9 +37,15 @@ def data_url_from_file(file_path: str) -> str:
 
 
 async def register_dataset(
-    datasets_impl: Datasets, for_generation=False, dataset_id="test_dataset"
+    datasets_impl: Datasets,
+    for_generation=False,
+    for_rag=False,
+    dataset_id="test_dataset",
 ):
-    test_file = Path(os.path.abspath(__file__)).parent / "test_dataset.csv"
+    if for_rag:
+        test_file = Path(os.path.abspath(__file__)).parent / "test_rag_dataset.csv"
+    else:
+        test_file = Path(os.path.abspath(__file__)).parent / "test_dataset.csv"
     test_url = data_url_from_file(str(test_file))
 
     if for_generation:
@@ -48,6 +54,13 @@ async def register_dataset(
             "input_query": StringType(),
             "chat_completion_input": ChatCompletionInputType(),
         }
+    elif for_rag:
+        dataset_schema = {
+            "expected_answer": StringType(),
+            "input_query": StringType(),
+            "generated_answer": StringType(),
+            "context": StringType(),
+        }
     else:
         dataset_schema = {
             "expected_answer": StringType(),

llama_stack/providers/tests/datasetio/test_rag_dataset.csv

@@ -0,0 +1,6 @@
+input_query,context,generated_answer,expected_answer
+What is the capital of France?,"France is a country in Western Europe with a population of about 67 million people. Its capital city has been a major European cultural center since the 17th century and is known for landmarks like the Eiffel Tower and the Louvre Museum.",London,Paris
+Who is the CEO of Meta?,"Meta Platforms, formerly known as Facebook, is one of the world's largest technology companies. Founded by Mark Zuckerberg in 2004, the company has expanded to include platforms like Instagram, WhatsApp, and virtual reality technologies.",Mark Zuckerberg,Mark Zuckerberg
+What is the largest planet in our solar system?,"The solar system consists of eight planets orbiting around the Sun. These planets, in order from the Sun, are Mercury, Venus, Earth, Mars, Jupiter, Saturn, Uranus, and Neptune. Gas giants are significantly larger than terrestrial planets.",Jupiter,Jupiter
+What is the smallest country in the world?,"Independent city-states and micronations are among the world's smallest sovereign territories. Some notable examples include Monaco, San Marino, and Vatican City, which is an enclave within Rome, Italy.",China,Vatican City
+What is the currency of Japan?,"Japan is an island country in East Asia with a rich cultural heritage and one of the world's largest economies. Its financial system has been established since the Meiji period, with its modern currency being introduced in 1871.",Yen,Yen

llama_stack/providers/tests/scoring/test_scoring.py

@@ -60,7 +60,7 @@ class TestScoring:
                 f"{provider_id} provider does not support scoring without params"
             )
 
-        await register_dataset(datasets_impl)
+        await register_dataset(datasets_impl, for_rag=True)
         response = await datasets_impl.list_datasets()
         assert len(response) == 1
 
@@ -112,7 +112,7 @@ class TestScoring:
             scoring_stack[Api.datasets],
             scoring_stack[Api.models],
         )
-        await register_dataset(datasets_impl)
+        await register_dataset(datasets_impl, for_rag=True)
         response = await datasets_impl.list_datasets()
         assert len(response) == 1
 
@@ -173,7 +173,7 @@ class TestScoring:
             scoring_stack[Api.datasets],
             scoring_stack[Api.models],
         )
-        await register_dataset(datasets_impl)
+        await register_dataset(datasets_impl, for_rag=True)
         rows = await datasetio_impl.get_rows_paginated(
             dataset_id="test_dataset",
             rows_in_page=3,