diff --git a/api/src/test/kotlin/org/jetbrains/kotlinx/dl/api/inference/keras/DropoutBatchNormImportExportTest.kt b/api/src/test/kotlin/org/jetbrains/kotlinx/dl/api/inference/keras/DropoutBatchNormImportExportTest.kt
new file mode 100644
index 000000000..06e97706b
--- /dev/null
+++ b/api/src/test/kotlin/org/jetbrains/kotlinx/dl/api/inference/keras/DropoutBatchNormImportExportTest.kt
@@ -0,0 +1,43 @@
+/*
+ * Copyright 2022 JetBrains s.r.o. and Kotlin Deep Learning project contributors. All Rights Reserved.
+ * Use of this source code is governed by the Apache 2.0 license that can be found in the LICENSE.txt file.
+ */
+
+package org.jetbrains.kotlinx.dl.api.inference.keras
+
+import org.jetbrains.kotlinx.dl.api.core.Sequential
+import org.jetbrains.kotlinx.dl.api.core.initializer.HeNormal
+import org.jetbrains.kotlinx.dl.api.core.initializer.HeUniform
+import org.jetbrains.kotlinx.dl.api.core.layer.core.Input
+import org.jetbrains.kotlinx.dl.api.core.layer.normalization.BatchNorm
+import org.jetbrains.kotlinx.dl.api.core.layer.regularization.Dropout
+import org.jetbrains.kotlinx.dl.api.core.regularizer.L2
+import org.junit.jupiter.api.Test
+
+class DropoutBatchNormImportExportTest {
+    @Test
+    fun dropout() {
+        LayerImportExportTest.run(
+            Sequential.of(
+                Input(10),
+                Dropout(name = "test_dropout", rate = 0.2f)
+            )
+        )
+    }
+
+    @Test
+    fun batchNorm() {
+        LayerImportExportTest.run(
+            Sequential.of(
+                Input(10),
+                BatchNorm(
+                    name = "test_batch_norm", axis = listOf(1),
+                    momentum = 0.9, center = false, epsilon = 0.002, scale = false,
+                    gammaInitializer = HeUniform(), betaInitializer = HeNormal(),
+                    betaRegularizer = L2(), gammaRegularizer = L2(),
+                    movingMeanInitializer = HeNormal(), movingVarianceInitializer = HeUniform()
+                )
+            )
+        )
+    }
+}
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