diff --git a/tests/datasets_new/DepthwiseSeparableConvolutionLayerDataset.h b/tests/datasets_new/DepthwiseSeparableConvolutionLayerDataset.h
new file mode 100644
index 0000000..b60002c
--- /dev/null
+++ b/tests/datasets_new/DepthwiseSeparableConvolutionLayerDataset.h
@@ -0,0 +1,149 @@
+/*
+ * Copyright (c) 2017 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef ARM_COMPUTE_TEST_DEPTHWISE_SEPARABLE_CONVOLUTION_LAYER_DATASET
+#define ARM_COMPUTE_TEST_DEPTHWISE_SEPARABLE_CONVOLUTION_LAYER_DATASET
+
+#include "tests/TypePrinter.h"
+
+#include "arm_compute/core/TensorShape.h"
+#include "arm_compute/core/Types.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace datasets
+{
+class DepthwiseSeparableConvolutionLayerDataset
+{
+public:
+    using type = std::tuple<TensorShape, TensorShape, TensorShape, TensorShape, TensorShape, TensorShape, PadStrideInfo, PadStrideInfo>;
+
+    struct iterator
+    {
+        iterator(std::vector<TensorShape>::const_iterator   src_it,
+                 std::vector<TensorShape>::const_iterator   filter_it,
+                 std::vector<TensorShape>::const_iterator   depthwise_out_it,
+                 std::vector<TensorShape>::const_iterator   weights_it,
+                 std::vector<TensorShape>::const_iterator   biases_it,
+                 std::vector<TensorShape>::const_iterator   dst_it,
+                 std::vector<PadStrideInfo>::const_iterator depthwise_infos_it,
+                 std::vector<PadStrideInfo>::const_iterator pointwise_infos_it)
+            : _src_it{ std::move(src_it) },
+              _filter_it{ std::move(filter_it) },
+              _depthwise_out_it{ std::move(depthwise_out_it) },
+              _weights_it{ std::move(weights_it) },
+              _biases_it{ std::move(biases_it) },
+              _dst_it{ std::move(dst_it) },
+              _depthwise_infos_it{ std::move(depthwise_infos_it) },
+              _pointwise_infos_it{ std::move(pointwise_infos_it) }
+        {
+        }
+
+        std::string description() const
+        {
+            std::stringstream description;
+            description << "In=" << *_src_it << ":";
+            description << "Filter=" << *_filter_it << ":";
+            description << "Depthwise Out=" << *_depthwise_out_it << ":";
+            description << "Weights=" << *_weights_it << ":";
+            description << "Biases=" << *_biases_it << ":";
+            description << "Out=" << *_dst_it << ":";
+            description << "Depthwise Info=" << *_depthwise_infos_it;
+            description << "Pointwise Info=" << *_pointwise_infos_it;
+            return description.str();
+        }
+
+        DepthwiseSeparableConvolutionLayerDataset::type operator*() const
+        {
+            return std::make_tuple(*_src_it, *_filter_it, *_depthwise_out_it, *_weights_it, *_biases_it, *_dst_it, *_depthwise_infos_it, *_pointwise_infos_it);
+        }
+
+        iterator &operator++()
+        {
+            ++_src_it;
+            ++_filter_it;
+            ++_depthwise_out_it;
+            ++_weights_it;
+            ++_biases_it;
+            ++_dst_it;
+            ++_depthwise_infos_it;
+            ++_pointwise_infos_it;
+
+            return *this;
+        }
+
+    private:
+        std::vector<TensorShape>::const_iterator   _src_it;
+        std::vector<TensorShape>::const_iterator   _filter_it;
+        std::vector<TensorShape>::const_iterator   _depthwise_out_it;
+        std::vector<TensorShape>::const_iterator   _weights_it;
+        std::vector<TensorShape>::const_iterator   _biases_it;
+        std::vector<TensorShape>::const_iterator   _dst_it;
+        std::vector<PadStrideInfo>::const_iterator _depthwise_infos_it;
+        std::vector<PadStrideInfo>::const_iterator _pointwise_infos_it;
+    };
+
+    iterator begin() const
+    {
+        return iterator(_src_shapes.begin(), _filter_shapes.begin(), _depthwise_out_shapes.begin(), _weight_shapes.begin(), _bias_shapes.begin(), _dst_shapes.begin(), _depthwise_infos.begin(),
+                        _pointwise_infos.begin());
+    }
+
+    int size() const
+    {
+        return std::min(_src_shapes.size(), std::min(_filter_shapes.size(), std::min(_depthwise_out_shapes.size(), std::min(_weight_shapes.size(), std::min(_bias_shapes.size(), std::min(_dst_shapes.size(),
+                                                                                                                            std::min(_depthwise_infos.size(), _pointwise_infos.size())))))));
+    }
+
+    void add_config(TensorShape src, TensorShape filter, TensorShape depthwise_out, TensorShape weights, TensorShape biases, TensorShape dst, PadStrideInfo depthwise_info, PadStrideInfo pointwise_info)
+    {
+        _src_shapes.emplace_back(std::move(src));
+        _filter_shapes.emplace_back(std::move(filter));
+        _depthwise_out_shapes.emplace_back(std::move(depthwise_out));
+        _weight_shapes.emplace_back(std::move(weights));
+        _bias_shapes.emplace_back(std::move(biases));
+        _dst_shapes.emplace_back(std::move(dst));
+        _depthwise_infos.emplace_back(std::move(depthwise_info));
+        _pointwise_infos.emplace_back(std::move(pointwise_info));
+    }
+
+protected:
+    DepthwiseSeparableConvolutionLayerDataset()                                             = default;
+    DepthwiseSeparableConvolutionLayerDataset(DepthwiseSeparableConvolutionLayerDataset &&) = default;
+
+private:
+    std::vector<TensorShape>   _src_shapes{};
+    std::vector<TensorShape>   _filter_shapes{};
+    std::vector<TensorShape>   _depthwise_out_shapes{};
+    std::vector<TensorShape>   _weight_shapes{};
+    std::vector<TensorShape>   _bias_shapes{};
+    std::vector<TensorShape>   _dst_shapes{};
+    std::vector<PadStrideInfo> _depthwise_infos{};
+    std::vector<PadStrideInfo> _pointwise_infos{};
+};
+} // namespace datasets
+} // namespace test
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_TEST_DEPTHWISE_SEPARABLE_CONVOLUTION_LAYER_DATASET */