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diff --git a/benchmarks/suites/ml.py b/benchmarks/suites/ml.py
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+++ b/benchmarks/suites/ml.py
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+# python3
+# Copyright 2019 Google LLC
+#
+# Licensed 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.
+"""Machine Learning tests."""
+
+from benchmarks import suites
+from benchmarks.harness import machine
+from benchmarks.suites import startup
+from benchmarks.workloads import tensorflow
+
+
+@suites.benchmark(metrics=[tensorflow.run_time], machines=1)
+def train(target: machine.Machine, **kwargs):
+  """Run the tensorflow benchmark and return the runtime in seconds of workload.
+
+  Args:
+    target: A machine object.
+    **kwargs: Additional container options.
+
+  Returns:
+    The total runtime.
+  """
+  return startup.startup(target, workload="tensorflow", count=1, **kwargs)