From e99b33840fb6061a8d883ed76e3574f0a63c3ae5 Mon Sep 17 00:00:00 2001
From: Sichen Liu <sichenliu@google.com>
Date: Sun, 22 Mar 2026 15:53:16 -0700
Subject: [PATCH 1/8] Support mongodb query execution with firestore client

---
 evalbench/test/mongodb_test.py |    1 +
 uv.lock                        | 5427 ++++++++++++++++----------------
 2 files changed, 2723 insertions(+), 2705 deletions(-)

diff --git a/evalbench/test/mongodb_test.py b/evalbench/test/mongodb_test.py
index 88a101c3..a9b623cb 100644
--- a/evalbench/test/mongodb_test.py
+++ b/evalbench/test/mongodb_test.py
@@ -646,6 +646,7 @@ def test_firestore_execution_routing(self, monkeypatch):
         # Pipeline builder pattern: ensure raw_stage returns the pipeline itself for chaining
         mock_pipeline_mod.Pipeline.return_value.raw_stage.return_value = mock_pipeline_mod.Pipeline.return_value
 
+
         # Mock result object with .data() method (PipelineResult)
         mock_result = MagicMock()
         mock_result.data.return_value = {"product_id": "p1", "price": 10.0}
diff --git a/uv.lock b/uv.lock
index acfbcfa9..a07a4c46 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
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 [[package]]
 name = "charset-normalizer"
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 [[package]]
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From c2b1819b09914aab83496688754469c07a2c7aa8 Mon Sep 17 00:00:00 2001
From: Sichen Liu <sichenliu@google.com>
Date: Sun, 22 Mar 2026 15:57:18 -0700
Subject: [PATCH 2/8] Fix the lint

---
 evalbench/test/mongodb_test.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/evalbench/test/mongodb_test.py b/evalbench/test/mongodb_test.py
index a9b623cb..1512256e 100644
--- a/evalbench/test/mongodb_test.py
+++ b/evalbench/test/mongodb_test.py
@@ -647,6 +647,7 @@ def test_firestore_execution_routing(self, monkeypatch):
         mock_pipeline_mod.Pipeline.return_value.raw_stage.return_value = mock_pipeline_mod.Pipeline.return_value
 
 
+
         # Mock result object with .data() method (PipelineResult)
         mock_result = MagicMock()
         mock_result.data.return_value = {"product_id": "p1", "price": 10.0}

From 32662cec525f822e207039b6c6d5218940c94426 Mon Sep 17 00:00:00 2001
From: Sichen Liu <sichenliu@google.com>
Date: Mon, 23 Mar 2026 09:18:29 -0700
Subject: [PATCH 3/8] Update uv.lock to include google-cloud-firestore using
 PyPI format

---
 uv.lock | 5414 +++++++++++++++++++++++++++----------------------------
 1 file changed, 2707 insertions(+), 2707 deletions(-)

diff --git a/uv.lock b/uv.lock
index a07a4c46..2190c316 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 1
+revision = 3
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -23,34 +23,34 @@ members = [
 [[package]]
 name = "absl-py"
 version = "2.4.0"
-source = { registry = "https://us-python.pkg.dev/artifact-foundry-prod/ah-3p-staging-python/simple/" }
-sdist = { url = "https://us-python.pkg.dev/artifact-foundry-prod/ah-3p-staging-python/absl-py/absl_py-2.4.0.tar.gz", hash = "sha256:8c6af82722b35cf71e0f4d1d47dcaebfff286e27110a99fc359349b247dfb5d4" }
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/64/c7/8de93764ad66968d19329a7e0c147a2bb3c7054c554d4a119111b8f9440f/absl_py-2.4.0.tar.gz", hash = "sha256:8c6af82722b35cf71e0f4d1d47dcaebfff286e27110a99fc359349b247dfb5d4", size = 116543, upload-time = "2026-01-28T10:17:05.322Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/18/a6/907a406bb7d359e6a63f99c313846d9eec4f7e6f7437809e03aa00fa3074/absl_py-2.4.0-py3-none-any.whl", hash = "sha256:88476fd881ca8aab94ffa78b7b6c632a782ab3ba1cd19c9bd423abc4fb4cd28d", size = 135750, upload-time = "2026-01-28T10:17:04.19Z" },
 ]
 
 [[package]]
 name = "aiofiles"
 version = "25.1.0"
-source = { registry = "https://us-python.pkg.dev/artifact-foundry-prod/ah-3p-staging-python/simple/" }
-sdist = { url = "https://us-python.pkg.dev/artifact-foundry-prod/ah-3p-staging-python/aiofiles/aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2" }
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/41/c3/534eac40372d8ee36ef40df62ec129bee4fdb5ad9706e58a29be53b2c970/aiofiles-25.1.0.tar.gz", hash = "sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2", size = 46354, upload-time = "2025-10-09T20:51:04.358Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/bc/8a/340a1555ae33d7354dbca4faa54948d76d89a27ceef032c8c3bc661d003e/aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695", size = 14668, upload-time = "2025-10-09T20:51:03.174Z" },
 ]
 
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
-source = { registry = "https://us-python.pkg.dev/artifact-foundry-prod/ah-3p-staging-python/simple/" }
-sdist = { url = "https://us-python.pkg.dev/artifact-foundry-prod/ah-3p-staging-python/aiohappyeyeballs/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558" }
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" }
 wheels = [
-    { url = "https://us-python.pkg.dev/artifact-foundry-prod/ah-3p-staging-python/aiohappyeyeballs/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8" },
+    { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265, upload-time = "2025-03-12T01:42:47.083Z" },
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 [[package]]
 name = "aiohttp"
 version = "3.13.3"
-source = { registry = "https://us-python.pkg.dev/artifact-foundry-prod/ah-3p-staging-python/simple/" }
+source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
     { name = "aiosignal" },
@@ -61,177 +61,177 @@ dependencies = [
     { name = "propcache" },
     { name = "yarl" },
 ]
-sdist = { url = "https://us-python.pkg.dev/artifact-foundry-prod/ah-3p-staging-python/aiohttp/aiohttp-3.13.3.tar.gz", hash = "sha256:a949eee43d3782f2daae4f4a2819b2cb9b0c5d3b7f7a927067cc84dafdbb9f88" }
-wheels = [
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From 090e10526b3446432fa0e73594ffc7c2edae9c7b Mon Sep 17 00:00:00 2001
From: Sichen Liu <sichenliu@google.com>
Date: Mon, 23 Mar 2026 09:25:09 -0700
Subject: [PATCH 4/8] Update evalbench version to 1.0.0 in uv.lock

---
 uv.lock | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/uv.lock b/uv.lock
index 2190c316..4fe4b6eb 100644
--- a/uv.lock
+++ b/uv.lock
@@ -676,7 +676,7 @@ wheels = [
 
 [[package]]
 name = "evalbench"
-version = "1.1.0"
+version = "1.0.0"
 source = { editable = "." }
 dependencies = [
     { name = "absl-py" },

From c96625a2c9487459b7f9ad7ae09f3cffe21eabd3 Mon Sep 17 00:00:00 2001
From: Sichen Liu <sichenliu@google.com>
Date: Mon, 23 Mar 2026 21:50:08 -0700
Subject: [PATCH 5/8] Fix SetMatcher unhashable dict and implement
 firestore_data_model Option 2

---
 evalbench/scorers/setmatcher.py              | 40 +++++++++-----
 evalbench/test/set_matcher_firestore_test.py | 56 ++++++++++++++++++++
 2 files changed, 83 insertions(+), 13 deletions(-)
 create mode 100644 evalbench/test/set_matcher_firestore_test.py

diff --git a/evalbench/scorers/setmatcher.py b/evalbench/scorers/setmatcher.py
index 4493fbc3..515211fe 100644
--- a/evalbench/scorers/setmatcher.py
+++ b/evalbench/scorers/setmatcher.py
@@ -23,6 +23,7 @@ class SetMatcher(comparator.Comparator):
     def __init__(self, config: dict):
         self.name = "set_match"
         self.config = config
+        self.firestore_data_model = config.get("firestore_data_model", False)
 
     def compare(
         self,
@@ -43,19 +44,32 @@ def compare(
             return 0, None
         else:
             try:
-                # Current results are a list of Dict. Converting to Tuple for set comparison
-                golden_execution_result_tuple = [
-                    tuple(d.values()) for d in golden_execution_result
-                ]
-                generated_execution_result_tuple = [
-                    tuple(d.values()) for d in generated_execution_result
-                ]
-                score = (
-                    100
-                    if set(golden_execution_result_tuple)
-                    == set(generated_execution_result_tuple)
-                    else 0
-                )
+                if self.firestore_data_model:
+                    def _make_hashable(item):
+                        if isinstance(item, list):
+                            return tuple(_make_hashable(x) for x in item)
+                        elif isinstance(item, dict):
+                            return tuple(sorted((k, _make_hashable(v)) for k, v in item.items()))
+                        else:
+                            return item
+
+                    h1 = [_make_hashable(d) for d in golden_execution_result]
+                    h2 = [_make_hashable(d) for d in generated_execution_result]
+                    score = 100 if sorted(h1) == sorted(h2) else 0
+                else:
+                    # Current results are a list of Dict. Converting to Tuple for set comparison
+                    golden_execution_result_tuple = [
+                        tuple(d.values()) for d in golden_execution_result
+                    ]
+                    generated_execution_result_tuple = [
+                        tuple(d.values()) for d in generated_execution_result
+                    ]
+                    score = (
+                        100
+                        if set(golden_execution_result_tuple)
+                        == set(generated_execution_result_tuple)
+                        else 0
+                    )
             except Exception as e:
                 return 0, str(e)
 
diff --git a/evalbench/test/set_matcher_firestore_test.py b/evalbench/test/set_matcher_firestore_test.py
new file mode 100644
index 00000000..b9abf070
--- /dev/null
+++ b/evalbench/test/set_matcher_firestore_test.py
@@ -0,0 +1,56 @@
+import unittest
+from scorers.setmatcher import SetMatcher
+
+class TestSetMatcherNoSQL(unittest.TestCase):
+    def test_sql_flat_match(self):
+        matcher = SetMatcher({})
+        golden = [{"a": 1, "b": 2}]
+        generated = [{"a": 1, "b": 2}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 100)
+        self.assertIsNone(err)
+
+    def test_sql_nested_unhashable(self):
+        matcher = SetMatcher({})
+        golden = [{"a": {"x": 1}}]
+        generated = [{"a": {"x": 1}}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 0)
+        self.assertIn("unhashable type: 'dict'", err)
+
+    def test_nosql_nested_match(self):
+        matcher = SetMatcher({"firestore_data_model": True})
+        golden = [{"a": {"x": 1}}]
+        generated = [{"a": {"x": 1}}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 100)
+        self.assertIsNone(err)
+
+    def test_nosql_multiset_duplication(self):
+        matcher = SetMatcher({"firestore_data_model": True})
+        golden = [{"a": 1}, {"a": 1}]
+        generated = [{"a": 1}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 0)
+        self.assertIsNone(err)
+
+        golden2 = [{"a": 1}, {"a": 1}]
+        generated2 = [{"a": 1}, {"a": 1}]
+        score2, err2 = matcher.compare(None, None, None, golden2, None, None, None, generated2, None, None)
+        self.assertEqual(score2, 100)
+
+    def test_nosql_list_preserve_order(self):
+        matcher = SetMatcher({"firestore_data_model": True})
+        golden = [{"a": [1, 2]}]
+        generated = [{"a": [2, 1]}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 0)
+        self.assertIsNone(err)
+
+        golden2 = [{"a": [1, 2]}]
+        generated2 = [{"a": [1, 2]}]
+        score2, err2 = matcher.compare(None, None, None, golden2, None, None, None, generated2, None, None)
+        self.assertEqual(score2, 100)
+
+if __name__ == '__main__':
+    unittest.main()

From 7d4a905c36899847ab157e0bb4402634bd6d8311 Mon Sep 17 00:00:00 2001
From: Sichen Liu <sichenliu@google.com>
Date: Mon, 23 Mar 2026 22:00:25 -0700
Subject: [PATCH 6/8] Clean up

---
 evalbench/test/mongodb_test.py |  2 --
 uv.lock                        | 17 -----------------
 2 files changed, 19 deletions(-)

diff --git a/evalbench/test/mongodb_test.py b/evalbench/test/mongodb_test.py
index 1512256e..88a101c3 100644
--- a/evalbench/test/mongodb_test.py
+++ b/evalbench/test/mongodb_test.py
@@ -646,8 +646,6 @@ def test_firestore_execution_routing(self, monkeypatch):
         # Pipeline builder pattern: ensure raw_stage returns the pipeline itself for chaining
         mock_pipeline_mod.Pipeline.return_value.raw_stage.return_value = mock_pipeline_mod.Pipeline.return_value
 
-
-
         # Mock result object with .data() method (PipelineResult)
         mock_result = MagicMock()
         mock_result.data.return_value = {"product_id": "p1", "price": 10.0}
diff --git a/uv.lock b/uv.lock
index 4fe4b6eb..acfbcfa9 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1350,23 +1350,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/30/f2/29abde0fcd98f32ce61fc2064a1a3e39b4e64746537409f8ea5521f79afb/google_cloud_firestore-2.25.0-py3-none-any.whl", hash = "sha256:c933a7696b7dd160953d60413ab9481387f6dd8367e77dd750d841689773104a", size = 416714, upload-time = "2026-03-12T19:30:36.674Z" },
 ]
 
-[[package]]
-name = "google-cloud-firestore"
-version = "2.25.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "google-api-core", extra = ["grpc"] },
-    { name = "google-auth" },
-    { name = "google-cloud-core" },
-    { name = "grpcio" },
-    { name = "proto-plus" },
-    { name = "protobuf" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/fd/84/4acfdc4d29de4eae4dd6ac1267611421c2a36975c473b2a86fd2e9752e75/google_cloud_firestore-2.25.0.tar.gz", hash = "sha256:9bca3b504f5473048eeab603b9bec69bbeffcdddc4e5fc65cdcc01b449628fc0", size = 621860, upload-time = "2026-03-12T19:31:06.062Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/30/f2/29abde0fcd98f32ce61fc2064a1a3e39b4e64746537409f8ea5521f79afb/google_cloud_firestore-2.25.0-py3-none-any.whl", hash = "sha256:c933a7696b7dd160953d60413ab9481387f6dd8367e77dd750d841689773104a", size = 416714, upload-time = "2026-03-12T19:30:36.674Z" },
-]
-
 [[package]]
 name = "google-cloud-geminidataanalytics"
 version = "0.11.0"

From 43eb20a92801a92d886c0b18a27cfda99b91f6fb Mon Sep 17 00:00:00 2001
From: Sichen Liu <sichenliu@google.com>
Date: Mon, 23 Mar 2026 22:07:41 -0700
Subject: [PATCH 7/8] Unify setmatcher impl

---
 evalbench/scorers/setmatcher.py              | 15 ++++-
 evalbench/test/set_matcher_firestore_test.py | 56 ----------------
 evalbench/test/set_matcher_test.py           | 68 ++++++++++++++++++++
 3 files changed, 80 insertions(+), 59 deletions(-)
 delete mode 100644 evalbench/test/set_matcher_firestore_test.py
 create mode 100644 evalbench/test/set_matcher_test.py

diff --git a/evalbench/scorers/setmatcher.py b/evalbench/scorers/setmatcher.py
index 515211fe..577362d0 100644
--- a/evalbench/scorers/setmatcher.py
+++ b/evalbench/scorers/setmatcher.py
@@ -23,7 +23,6 @@ class SetMatcher(comparator.Comparator):
     def __init__(self, config: dict):
         self.name = "set_match"
         self.config = config
-        self.firestore_data_model = config.get("firestore_data_model", False)
 
     def compare(
         self,
@@ -44,7 +43,17 @@ def compare(
             return 0, None
         else:
             try:
-                if self.firestore_data_model:
+                def _is_document_structure(data):
+                    if not isinstance(data, list):
+                        return False
+                    for item in data:
+                        if isinstance(item, dict):
+                            for v in item.values():
+                                if isinstance(v, (dict, list)):
+                                    return True
+                    return False
+
+                if _is_document_structure(golden_execution_result) or _is_document_structure(generated_execution_result):
                     def _make_hashable(item):
                         if isinstance(item, list):
                             return tuple(_make_hashable(x) for x in item)
@@ -57,7 +66,7 @@ def _make_hashable(item):
                     h2 = [_make_hashable(d) for d in generated_execution_result]
                     score = 100 if sorted(h1) == sorted(h2) else 0
                 else:
-                    # Current results are a list of Dict. Converting to Tuple for set comparison
+                    # SQL Model: flat primitives, ignore column names, remove duplicates
                     golden_execution_result_tuple = [
                         tuple(d.values()) for d in golden_execution_result
                     ]
diff --git a/evalbench/test/set_matcher_firestore_test.py b/evalbench/test/set_matcher_firestore_test.py
deleted file mode 100644
index b9abf070..00000000
--- a/evalbench/test/set_matcher_firestore_test.py
+++ /dev/null
@@ -1,56 +0,0 @@
-import unittest
-from scorers.setmatcher import SetMatcher
-
-class TestSetMatcherNoSQL(unittest.TestCase):
-    def test_sql_flat_match(self):
-        matcher = SetMatcher({})
-        golden = [{"a": 1, "b": 2}]
-        generated = [{"a": 1, "b": 2}]
-        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
-        self.assertEqual(score, 100)
-        self.assertIsNone(err)
-
-    def test_sql_nested_unhashable(self):
-        matcher = SetMatcher({})
-        golden = [{"a": {"x": 1}}]
-        generated = [{"a": {"x": 1}}]
-        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
-        self.assertEqual(score, 0)
-        self.assertIn("unhashable type: 'dict'", err)
-
-    def test_nosql_nested_match(self):
-        matcher = SetMatcher({"firestore_data_model": True})
-        golden = [{"a": {"x": 1}}]
-        generated = [{"a": {"x": 1}}]
-        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
-        self.assertEqual(score, 100)
-        self.assertIsNone(err)
-
-    def test_nosql_multiset_duplication(self):
-        matcher = SetMatcher({"firestore_data_model": True})
-        golden = [{"a": 1}, {"a": 1}]
-        generated = [{"a": 1}]
-        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
-        self.assertEqual(score, 0)
-        self.assertIsNone(err)
-
-        golden2 = [{"a": 1}, {"a": 1}]
-        generated2 = [{"a": 1}, {"a": 1}]
-        score2, err2 = matcher.compare(None, None, None, golden2, None, None, None, generated2, None, None)
-        self.assertEqual(score2, 100)
-
-    def test_nosql_list_preserve_order(self):
-        matcher = SetMatcher({"firestore_data_model": True})
-        golden = [{"a": [1, 2]}]
-        generated = [{"a": [2, 1]}]
-        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
-        self.assertEqual(score, 0)
-        self.assertIsNone(err)
-
-        golden2 = [{"a": [1, 2]}]
-        generated2 = [{"a": [1, 2]}]
-        score2, err2 = matcher.compare(None, None, None, golden2, None, None, None, generated2, None, None)
-        self.assertEqual(score2, 100)
-
-if __name__ == '__main__':
-    unittest.main()
diff --git a/evalbench/test/set_matcher_test.py b/evalbench/test/set_matcher_test.py
new file mode 100644
index 00000000..59926a5f
--- /dev/null
+++ b/evalbench/test/set_matcher_test.py
@@ -0,0 +1,68 @@
+import unittest
+from scorers.setmatcher import SetMatcher
+
+class TestSetMatcher(unittest.TestCase):
+
+    # --- Classic SQL Set Cases (Backwards Compatible) ---
+
+    def test_sql_flat_match(self):
+        matcher = SetMatcher({})
+        golden = [{"a": 1, "b": 2}]
+        generated = [{"a": 1, "b": 2}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 100)
+        self.assertIsNone(err)
+
+    def test_sql_ignore_duplicates(self):
+        """Classic SQL removes duplicate rows."""
+        matcher = SetMatcher({})
+        golden = [{"a": 1}, {"a": 1}]
+        generated = [{"a": 1}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 100)
+        self.assertIsNone(err)
+
+    def test_sql_ignore_keys(self):
+        """Classic SQL compares values only."""
+        matcher = SetMatcher({})
+        golden = [{"a": 1}]
+        generated = [{"b": 1}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 100)
+        self.assertIsNone(err)
+
+    # --- Document / NoSQL Cases (Auto-detected) ---
+
+    def test_doc_nested_dict_match(self):
+        matcher = SetMatcher({})
+        golden = [{"a": {"x": 1}}]
+        generated = [{"a": {"x": 1}}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 100)
+        self.assertIsNone(err)
+
+    def test_doc_multiset_duplication(self):
+        """Document evaluation respects duplicate document counts."""
+        matcher = SetMatcher({})
+        golden = [{"a": {"x": 1}}, {"a": {"x": 1}}]
+        generated = [{"a": {"x": 1}}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 0) # Should fail if counts don't match for docs
+        self.assertIsNone(err)
+
+    def test_doc_nested_list_preserve_order(self):
+        matcher = SetMatcher({})
+        golden = [{"a": [1, 2]}]
+        generated = [{"a": [2, 1]}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 0) # Order inside lists matters for docs
+
+    def test_doc_nested_list_match(self):
+        matcher = SetMatcher({})
+        golden = [{"a": [1, 2]}]
+        generated = [{"a": [1, 2]}]
+        score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
+        self.assertEqual(score, 100)
+
+if __name__ == '__main__':
+    unittest.main()

From fe02480ad03865b464ffe589f55d12568bc04be4 Mon Sep 17 00:00:00 2001
From: Sichen Liu <sichenliu@google.com>
Date: Mon, 23 Mar 2026 22:15:34 -0700
Subject: [PATCH 8/8] lint

---
 evalbench/test/set_matcher_test.py | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/evalbench/test/set_matcher_test.py b/evalbench/test/set_matcher_test.py
index 59926a5f..ffa4dcf7 100644
--- a/evalbench/test/set_matcher_test.py
+++ b/evalbench/test/set_matcher_test.py
@@ -1,6 +1,7 @@
 import unittest
 from scorers.setmatcher import SetMatcher
 
+
 class TestSetMatcher(unittest.TestCase):
 
     # --- Classic SQL Set Cases (Backwards Compatible) ---
@@ -47,7 +48,7 @@ def test_doc_multiset_duplication(self):
         golden = [{"a": {"x": 1}}, {"a": {"x": 1}}]
         generated = [{"a": {"x": 1}}]
         score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
-        self.assertEqual(score, 0) # Should fail if counts don't match for docs
+        self.assertEqual(score, 0)  # Should fail if counts don't match for docs
         self.assertIsNone(err)
 
     def test_doc_nested_list_preserve_order(self):
@@ -55,7 +56,7 @@ def test_doc_nested_list_preserve_order(self):
         golden = [{"a": [1, 2]}]
         generated = [{"a": [2, 1]}]
         score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
-        self.assertEqual(score, 0) # Order inside lists matters for docs
+        self.assertEqual(score, 0)  # Order inside lists matters for docs
 
     def test_doc_nested_list_match(self):
         matcher = SetMatcher({})
@@ -64,5 +65,6 @@ def test_doc_nested_list_match(self):
         score, err = matcher.compare(None, None, None, golden, None, None, None, generated, None, None)
         self.assertEqual(score, 100)
 
+
 if __name__ == '__main__':
     unittest.main()