IBM · elronbandel · Feb 18, 2025 · Feb 18, 2025 · Feb 18, 2025 · Feb 18, 2025
diff --git a/examples/evaluate_torr.py b/examples/evaluate_torr.py
@@ -0,0 +1,34 @@
+from unitxt import evaluate, load_dataset, settings
+from unitxt.inference import (
+    CrossProviderInferenceEngine,
+)
+
+with settings.context(
+    allow_unverified_code=True,
+    mock_inference_mode=True,
+):
+    test_dataset = load_dataset(
+        "benchmarks.torr",
+        split="test",
+        use_cache=True,
+    )
+    # Infer
+    model = CrossProviderInferenceEngine(
+        model="llama-3-8b-instruct",
+        max_tokens=30,
+    )
+    """
+    We are using a CrossProviderInferenceEngine inference engine that supply api access to provider such as:
+    watsonx, bam, openai, azure, aws and more.
+
+    For the arguments these inference engines can receive, please refer to the classes documentation or read
+    about the the open ai api arguments the CrossProviderInferenceEngine follows.
+    """
+
+    predictions = model(test_dataset)
+    results = evaluate(predictions=predictions, data=test_dataset)
+
+    print("Global scores:")
+    print(results.global_scores.summary)
+    print("Subsets scores:")
+    print(results.subsets_scores.summary)
diff --git a/prepare/benchmarks/tables_benchmark.py → prepare/benchmarks/torr.py b/prepare/benchmarks/tables_benchmark.py → prepare/benchmarks/torr.py
@@ -10,12 +10,12 @@
 tables_benchmark_dir = os.path.join(
     constants.catalog_dir,
     "recipes",
-    "tables_benchmark",
+    "torr",
 )
 
 
 # Recursive function to build nested benchmarks
-def build_nested_benchmark(dir_path, prefix="recipes.tables_benchmark"):
+def build_nested_benchmark(dir_path, prefix="recipes.torr"):
     nested_scenarios = OrderedDict()
 
     for entry in sorted(os.listdir(dir_path)):
@@ -44,7 +44,7 @@ def build_nested_benchmark(dir_path, prefix="recipes.tables_benchmark"):
 benchmark = Benchmark(
     tables_benchmark_scenarios.subsets,
     __description__=(
-        "TablesBenchmark is an open-source benchmark developed by domain experts to evaluate various table-related tasks and capabilities.\n\n"
+        "Torr is an open-source benchmark developed by domain experts to evaluate various table-related tasks and capabilities.\n\n"
         ".. image:: https://raw.githubusercontent.com/IBM/unitxt/main/assets/catalog/tables_benchmark.png\n"
         "   :alt: Optional alt text\n"
         "   :width: 30%\n"
@@ -53,4 +53,4 @@ def build_nested_benchmark(dir_path, prefix="recipes.tables_benchmark"):
         "It encompasses diverse domains and evaluates a range of capabilities, with additional tasks and domains integrated over time."
     ),
 )
-add_to_catalog(benchmark, "benchmarks.tables_benchmark", overwrite=True)
+add_to_catalog(benchmark, "benchmarks.torr", overwrite=True)
diff --git a/prepare/recipes/tables_benchmark.py → prepare/recipes/torr.py b/prepare/recipes/tables_benchmark.py → prepare/recipes/torr.py
@@ -51,7 +51,7 @@
 
             add_to_catalog(
                 DatasetRecipe(**kwargs),
-                f"recipes.tables_benchmark.{card}.{serializer}."
+                f"recipes.torr.{card}.{serializer}."
                 + (",".join(augment).split("[")[0] if augment else "no")
                 + f"_augmentation_{num_demos}_demos",
                 overwrite=True,

diff --git a/.../catalog/benchmarks/tables_benchmark.json → src/unitxt/catalog/benchmarks/torr.json b/.../catalog/benchmarks/tables_benchmark.json → src/unitxt/catalog/benchmarks/torr.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...in_qa/concat/no_augmentation_5_demos.json → ...in_qa/concat/no_augmentation_5_demos.json b/...in_qa/concat/no_augmentation_5_demos.json → ...in_qa/concat/no_augmentation_5_demos.json
diff --git a/...at/shuffle_cols_augmentation_5_demos.json → ...at/shuffle_cols_augmentation_5_demos.json b/...at/shuffle_cols_augmentation_5_demos.json → ...at/shuffle_cols_augmentation_5_demos.json
diff --git a/...at/shuffle_rows_augmentation_5_demos.json → ...at/shuffle_rows_augmentation_5_demos.json b/...at/shuffle_rows_augmentation_5_demos.json → ...at/shuffle_rows_augmentation_5_demos.json
diff --git a/...oncat/transpose_augmentation_5_demos.json → ...oncat/transpose_augmentation_5_demos.json b/...oncat/transpose_augmentation_5_demos.json → ...oncat/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...k/fin_qa/csv/no_augmentation_5_demos.json → ...r/fin_qa/csv/no_augmentation_5_demos.json b/...k/fin_qa/csv/no_augmentation_5_demos.json → ...r/fin_qa/csv/no_augmentation_5_demos.json
diff --git a/...sv/shuffle_cols_augmentation_5_demos.json → ...sv/shuffle_cols_augmentation_5_demos.json b/...sv/shuffle_cols_augmentation_5_demos.json → ...sv/shuffle_cols_augmentation_5_demos.json
diff --git a/...sv/shuffle_rows_augmentation_5_demos.json → ...sv/shuffle_rows_augmentation_5_demos.json b/...sv/shuffle_rows_augmentation_5_demos.json → ...sv/shuffle_rows_augmentation_5_demos.json
diff --git a/...a/csv/transpose_augmentation_5_demos.json → ...a/csv/transpose_augmentation_5_demos.json b/...a/csv/transpose_augmentation_5_demos.json → ...a/csv/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...rk/fin_qa/df/no_augmentation_5_demos.json → ...rr/fin_qa/df/no_augmentation_5_demos.json b/...rk/fin_qa/df/no_augmentation_5_demos.json → ...rr/fin_qa/df/no_augmentation_5_demos.json
diff --git a/...df/shuffle_cols_augmentation_5_demos.json → ...df/shuffle_cols_augmentation_5_demos.json b/...df/shuffle_cols_augmentation_5_demos.json → ...df/shuffle_cols_augmentation_5_demos.json
diff --git a/...df/shuffle_rows_augmentation_5_demos.json → ...df/shuffle_rows_augmentation_5_demos.json b/...df/shuffle_rows_augmentation_5_demos.json → ...df/shuffle_rows_augmentation_5_demos.json
diff --git a/...qa/df/transpose_augmentation_5_demos.json → ...qa/df/transpose_augmentation_5_demos.json b/...qa/df/transpose_augmentation_5_demos.json → ...qa/df/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/.../fin_qa/html/no_augmentation_5_demos.json → .../fin_qa/html/no_augmentation_5_demos.json b/.../fin_qa/html/no_augmentation_5_demos.json → .../fin_qa/html/no_augmentation_5_demos.json
diff --git a/...ml/shuffle_cols_augmentation_5_demos.json → ...ml/shuffle_cols_augmentation_5_demos.json b/...ml/shuffle_cols_augmentation_5_demos.json → ...ml/shuffle_cols_augmentation_5_demos.json
diff --git a/...ml/shuffle_rows_augmentation_5_demos.json → ...ml/shuffle_rows_augmentation_5_demos.json b/...ml/shuffle_rows_augmentation_5_demos.json → ...ml/shuffle_rows_augmentation_5_demos.json
diff --git a/.../html/transpose_augmentation_5_demos.json → .../html/transpose_augmentation_5_demos.json b/.../html/transpose_augmentation_5_demos.json → .../html/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...ed_row_major/no_augmentation_5_demos.json → ...ed_row_major/no_augmentation_5_demos.json b/...ed_row_major/no_augmentation_5_demos.json → ...ed_row_major/no_augmentation_5_demos.json
diff --git a/...or/shuffle_cols_augmentation_5_demos.json → ...or/shuffle_cols_augmentation_5_demos.json b/...or/shuffle_cols_augmentation_5_demos.json → ...or/shuffle_cols_augmentation_5_demos.json
diff --git a/...or/shuffle_rows_augmentation_5_demos.json → ...or/shuffle_rows_augmentation_5_demos.json b/...or/shuffle_rows_augmentation_5_demos.json → ...or/shuffle_rows_augmentation_5_demos.json
diff --git a/...major/transpose_augmentation_5_demos.json → ...major/transpose_augmentation_5_demos.json b/...major/transpose_augmentation_5_demos.json → ...major/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/.../fin_qa/json/no_augmentation_5_demos.json → .../fin_qa/json/no_augmentation_5_demos.json b/.../fin_qa/json/no_augmentation_5_demos.json → .../fin_qa/json/no_augmentation_5_demos.json
diff --git a/...on/shuffle_cols_augmentation_5_demos.json → ...on/shuffle_cols_augmentation_5_demos.json b/...on/shuffle_cols_augmentation_5_demos.json → ...on/shuffle_cols_augmentation_5_demos.json
diff --git a/...on/shuffle_rows_augmentation_5_demos.json → ...on/shuffle_rows_augmentation_5_demos.json b/...on/shuffle_rows_augmentation_5_demos.json → ...on/shuffle_rows_augmentation_5_demos.json
diff --git a/.../json/transpose_augmentation_5_demos.json → .../json/transpose_augmentation_5_demos.json b/.../json/transpose_augmentation_5_demos.json → .../json/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/..._qa/markdown/no_augmentation_5_demos.json → ..._qa/markdown/no_augmentation_5_demos.json b/..._qa/markdown/no_augmentation_5_demos.json → ..._qa/markdown/no_augmentation_5_demos.json
diff --git a/...wn/shuffle_cols_augmentation_5_demos.json → ...wn/shuffle_cols_augmentation_5_demos.json b/...wn/shuffle_cols_augmentation_5_demos.json → ...wn/shuffle_cols_augmentation_5_demos.json
diff --git a/...wn/shuffle_rows_augmentation_5_demos.json → ...wn/shuffle_rows_augmentation_5_demos.json b/...wn/shuffle_rows_augmentation_5_demos.json → ...wn/shuffle_rows_augmentation_5_demos.json
diff --git a/...kdown/transpose_augmentation_5_demos.json → ...kdown/transpose_augmentation_5_demos.json b/...kdown/transpose_augmentation_5_demos.json → ...kdown/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...c_nlg/concat/no_augmentation_5_demos.json → ...c_nlg/concat/no_augmentation_5_demos.json b/...c_nlg/concat/no_augmentation_5_demos.json → ...c_nlg/concat/no_augmentation_5_demos.json
diff --git a/...at/shuffle_cols_augmentation_5_demos.json → ...at/shuffle_cols_augmentation_5_demos.json b/...at/shuffle_cols_augmentation_5_demos.json → ...at/shuffle_cols_augmentation_5_demos.json
diff --git a/...at/shuffle_rows_augmentation_5_demos.json → ...at/shuffle_rows_augmentation_5_demos.json b/...at/shuffle_rows_augmentation_5_demos.json → ...at/shuffle_rows_augmentation_5_demos.json
diff --git a/...oncat/transpose_augmentation_5_demos.json → ...oncat/transpose_augmentation_5_demos.json b/...oncat/transpose_augmentation_5_demos.json → ...oncat/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...eric_nlg/csv/no_augmentation_5_demos.json → ...eric_nlg/csv/no_augmentation_5_demos.json b/...eric_nlg/csv/no_augmentation_5_demos.json → ...eric_nlg/csv/no_augmentation_5_demos.json
diff --git a/...sv/shuffle_cols_augmentation_5_demos.json → ...sv/shuffle_cols_augmentation_5_demos.json b/...sv/shuffle_cols_augmentation_5_demos.json → ...sv/shuffle_cols_augmentation_5_demos.json
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diff --git a/...g/csv/transpose_augmentation_5_demos.json → ...g/csv/transpose_augmentation_5_demos.json b/...g/csv/transpose_augmentation_5_demos.json → ...g/csv/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...meric_nlg/df/no_augmentation_5_demos.json → ...meric_nlg/df/no_augmentation_5_demos.json b/...meric_nlg/df/no_augmentation_5_demos.json → ...meric_nlg/df/no_augmentation_5_demos.json
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diff --git a/...lg/df/transpose_augmentation_5_demos.json → ...lg/df/transpose_augmentation_5_demos.json b/...lg/df/transpose_augmentation_5_demos.json → ...lg/df/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...ric_nlg/html/no_augmentation_5_demos.json → ...ric_nlg/html/no_augmentation_5_demos.json b/...ric_nlg/html/no_augmentation_5_demos.json → ...ric_nlg/html/no_augmentation_5_demos.json
diff --git a/...ml/shuffle_cols_augmentation_5_demos.json → ...ml/shuffle_cols_augmentation_5_demos.json b/...ml/shuffle_cols_augmentation_5_demos.json → ...ml/shuffle_cols_augmentation_5_demos.json
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diff --git a/.../html/transpose_augmentation_5_demos.json → .../html/transpose_augmentation_5_demos.json b/.../html/transpose_augmentation_5_demos.json → .../html/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
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diff --git a/...or/shuffle_cols_augmentation_5_demos.json → ...or/shuffle_cols_augmentation_5_demos.json b/...or/shuffle_cols_augmentation_5_demos.json → ...or/shuffle_cols_augmentation_5_demos.json
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diff --git a/...major/transpose_augmentation_5_demos.json → ...major/transpose_augmentation_5_demos.json b/...major/transpose_augmentation_5_demos.json → ...major/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...ric_nlg/json/no_augmentation_5_demos.json → ...ric_nlg/json/no_augmentation_5_demos.json b/...ric_nlg/json/no_augmentation_5_demos.json → ...ric_nlg/json/no_augmentation_5_demos.json
diff --git a/...on/shuffle_cols_augmentation_5_demos.json → ...on/shuffle_cols_augmentation_5_demos.json b/...on/shuffle_cols_augmentation_5_demos.json → ...on/shuffle_cols_augmentation_5_demos.json
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diff --git a/.../json/transpose_augmentation_5_demos.json → .../json/transpose_augmentation_5_demos.json b/.../json/transpose_augmentation_5_demos.json → .../json/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...nlg/markdown/no_augmentation_5_demos.json → ...nlg/markdown/no_augmentation_5_demos.json b/...nlg/markdown/no_augmentation_5_demos.json → ...nlg/markdown/no_augmentation_5_demos.json
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diff --git a/...kdown/transpose_augmentation_5_demos.json → ...kdown/transpose_augmentation_5_demos.json b/...kdown/transpose_augmentation_5_demos.json → ...kdown/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...tsumm/concat/no_augmentation_5_demos.json → ...tsumm/concat/no_augmentation_5_demos.json b/...tsumm/concat/no_augmentation_5_demos.json → ...tsumm/concat/no_augmentation_5_demos.json
diff --git a/...at/shuffle_cols_augmentation_5_demos.json → ...at/shuffle_cols_augmentation_5_demos.json b/...at/shuffle_cols_augmentation_5_demos.json → ...at/shuffle_cols_augmentation_5_demos.json
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diff --git a/...oncat/transpose_augmentation_5_demos.json → ...oncat/transpose_augmentation_5_demos.json b/...oncat/transpose_augmentation_5_demos.json → ...oncat/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...k/qtsumm/csv/no_augmentation_5_demos.json → ...r/qtsumm/csv/no_augmentation_5_demos.json b/...k/qtsumm/csv/no_augmentation_5_demos.json → ...r/qtsumm/csv/no_augmentation_5_demos.json
diff --git a/...sv/shuffle_cols_augmentation_5_demos.json → ...sv/shuffle_cols_augmentation_5_demos.json b/...sv/shuffle_cols_augmentation_5_demos.json → ...sv/shuffle_cols_augmentation_5_demos.json
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diff --git a/...m/csv/transpose_augmentation_5_demos.json → ...m/csv/transpose_augmentation_5_demos.json b/...m/csv/transpose_augmentation_5_demos.json → ...m/csv/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/...rk/qtsumm/df/no_augmentation_5_demos.json → ...rr/qtsumm/df/no_augmentation_5_demos.json b/...rk/qtsumm/df/no_augmentation_5_demos.json → ...rr/qtsumm/df/no_augmentation_5_demos.json
diff --git a/...df/shuffle_cols_augmentation_5_demos.json → ...df/shuffle_cols_augmentation_5_demos.json b/...df/shuffle_cols_augmentation_5_demos.json → ...df/shuffle_cols_augmentation_5_demos.json
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diff --git a/...mm/df/transpose_augmentation_5_demos.json → ...mm/df/transpose_augmentation_5_demos.json b/...mm/df/transpose_augmentation_5_demos.json → ...mm/df/transpose_augmentation_5_demos.json
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diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json
diff --git a/..._col_type/df/no_augmentation_5_demos.json → ..._col_type/df/no_augmentation_5_demos.json b/..._col_type/df/no_augmentation_5_demos.json → ..._col_type/df/no_augmentation_5_demos.json
diff --git a/...df/shuffle_cols_augmentation_5_demos.json → ...df/shuffle_cols_augmentation_5_demos.json b/...df/shuffle_cols_augmentation_5_demos.json → ...df/shuffle_cols_augmentation_5_demos.json
diff --git a/...df/shuffle_rows_augmentation_5_demos.json → ...df/shuffle_rows_augmentation_5_demos.json b/...df/shuffle_rows_augmentation_5_demos.json → ...df/shuffle_rows_augmentation_5_demos.json
diff --git a/...pe/df/transpose_augmentation_5_demos.json → ...pe/df/transpose_augmentation_5_demos.json b/...pe/df/transpose_augmentation_5_demos.json → ...pe/df/transpose_augmentation_5_demos.json
diff --git a/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json b/...sert_empty_rows_augmentation_5_demos.json → ...sert_empty_rows_augmentation_5_demos.json