damccorm commented on code in PR #38215:
URL: https://github.com/apache/beam/pull/38215#discussion_r3219867060


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sdks/python/apache_beam/testing/benchmarks/inference/mltransform_generate_vocab_benchmark.py:
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@@ -0,0 +1,56 @@
+#
+# Licensed to the Apache Software Foundation (ASF) under one or more
+# contributor license agreements.  See the NOTICE file distributed with
+# this work for additional information regarding copyright ownership.
+# The ASF licenses this file to You under the Apache License, Version 2.0
+# (the "License"); you may not use this file except in compliance with
+# the License.  You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+
+"""Benchmark test for the batch-only MLTransform Generate Vocab pipeline."""
+
+import logging
+
+from apache_beam.examples.ml_transform import mltransform_generate_vocab
+from apache_beam.testing.load_tests.dataflow_cost_benchmark import 
DataflowCostBenchmark
+
+
+class MLTransformGenerateVocabBenchmarkTest(DataflowCostBenchmark):
+  """Runs the MLTransform vocab generation pipeline as a cost benchmark."""
+  def __init__(self):
+    # Namespace used by benchmark dashboards.
+    self.metrics_namespace = 'BeamML_MLTransformVocab'
+    # Monitor token throughput after filtering empty values.
+    super().__init__(
+        metrics_namespace=self.metrics_namespace,
+        is_streaming=False,
+        pcollection='DropEmptyTokens.out0')

Review Comment:
   Please fix this - otherwise, LGTM



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