IVGCVSW-7854 Remove/rewrite asserts in the backends.

* Identify usages of ARMNN_ASSERT that should be proper exceptions.
* Change ARMNN_ASSERT in Doctests to CHECK.
* Verify any remaining assertions are reasonable.

Signed-off-by: Colm Donelan <colm.donelan@arm.com>
Change-Id: Ifd1f2a5a4bb60135e8654305035ec70e09c4dc2d
diff --git a/src/backends/aclCommon/ArmComputeSubgraphUtils.hpp b/src/backends/aclCommon/ArmComputeSubgraphUtils.hpp
index a44acb0..9b88914 100644
--- a/src/backends/aclCommon/ArmComputeSubgraphUtils.hpp
+++ b/src/backends/aclCommon/ArmComputeSubgraphUtils.hpp
@@ -1,12 +1,11 @@
 //
-// Copyright © 2020-2023 Arm Ltd and Contributors. All rights reserved.
+// Copyright © 2020-2024 Arm Ltd and Contributors. All rights reserved.
 // SPDX-License-Identifier: MIT
 //
 
 #pragma once
 
 #include <armnn/backends/OptimizationViews.hpp>
-#include <armnn/utility/Assert.hpp>
 
 #include <aclCommon/ArmComputeUtils.hpp>
 #include <backendsCommon/SubgraphUtils.hpp>
@@ -330,11 +329,6 @@
 
         layers.emplace_back(replacementLayer);
     }
-
-    // Check if the TensorInfo from the last layer equals the inferred output from the original layer.
-    ARMNN_ASSERT(baseLayer->GetOutputSlot(0).GetTensorInfo() ==
-                 PolymorphicDowncast<Layer*>(layers.back())->GetOutputSlot().GetTensorInfo());
-
     return layers;
 }