MLECO-2599: Replace DSCNN with MicroNet for KWS

Added SoftMax function to Mathutils to allow MicroNet
to output probability as it does not nativelu have this layer.
Minor refactoring to accommodate Softmax Calculations
Extensive renaming and updating of documentation and resource download script.
Added SoftMax function to Mathutils to allow MicroNet
to output probability.

Change-Id: I7cbbda1024d14b85c9ac1beea7ca8fbffd0b6eb5
Signed-off-by: Liam Barry <liam.barry@arm.com>
diff --git a/tests/use_case/kws/KWSHandlerTest.cc b/tests/use_case/kws/KWSHandlerTest.cc
index 50e5a83..a7e75fb 100644
--- a/tests/use_case/kws/KWSHandlerTest.cc
+++ b/tests/use_case/kws/KWSHandlerTest.cc
@@ -15,7 +15,7 @@
  * limitations under the License.
  */
 #include <catch.hpp>
-#include "DsCnnModel.hpp"
+#include "MicroNetKwsModel.hpp"
 #include "hal.h"
 
 #include "KwsResult.hpp"
@@ -27,7 +27,7 @@
 TEST_CASE("Model info")
 {
     /* Model wrapper object. */
-    arm::app::DsCnnModel model;
+    arm::app::MicroNetKwsModel model;
 
     /* Load the model. */
     REQUIRE(model.Init());
@@ -53,7 +53,7 @@
     hal_platform_init(&platform);
 
     /* Model wrapper object. */
-    arm::app::DsCnnModel model;
+    arm::app::MicroNetKwsModel model;
 
     /* Load the model. */
     REQUIRE(model.Init());
@@ -65,8 +65,8 @@
     caseContext.Set<arm::app::Profiler&>("profiler", profiler);
     caseContext.Set<hal_platform&>("platform", platform);
     caseContext.Set<arm::app::Model&>("model", model);
-    caseContext.Set<int>("frameLength", g_FrameLength);  /* 640 sample length for DSCNN. */
-    caseContext.Set<int>("frameStride", g_FrameStride);  /* 320 sample stride for DSCNN. */
+    caseContext.Set<int>("frameLength", g_FrameLength);  /* 640 sample length for MicroNetKws. */
+    caseContext.Set<int>("frameStride", g_FrameStride);  /* 320 sample stride for MicroNetKws. */
     caseContext.Set<float>("scoreThreshold", 0.5);       /* Normalised score threshold. */
 
     arm::app::Classifier classifier;                     /* classifier wrapper object. */
@@ -97,25 +97,25 @@
     SECTION("Index = 0, short clip down")
     {
         /* Result: down. */
-        checker(0, {5});
+        checker(0, {0});
     }
 
     SECTION("Index = 1, long clip right->left->up")
     {
         /* Result: right->right->left->up->up. */
-        checker(1, {7, 1, 6, 4, 4});
+        checker(1, {6, 6, 2, 8, 8});
     }
 
     SECTION("Index = 2, short clip yes")
     {
         /* Result: yes. */
-        checker(2, {2});
+        checker(2, {9});
     }
 
     SECTION("Index = 3, long clip yes->no->go->stop")
     {
-        /* Result: yes->go->no->go->go->go->stop. */
-        checker(3, {2, 11, 3, 11, 11, 11, 10});
+        /* Result: yes->no->no->go->go->stop->stop. */
+        checker(3, {9, 3, 3, 1, 1, 7, 7});
     }
 }
 
@@ -132,7 +132,7 @@
     hal_platform_init(&platform);
 
     /* Model wrapper object. */
-    arm::app::DsCnnModel model;
+    arm::app::MicroNetKwsModel model;
 
     /* Load the model. */
     REQUIRE(model.Init());
@@ -145,9 +145,9 @@
     caseContext.Set<hal_platform&>("platform", platform);
     caseContext.Set<arm::app::Model&>("model", model);
     caseContext.Set<uint32_t>("clipIndex", 0);
-    caseContext.Set<int>("frameLength", g_FrameLength);  /* 640 sample length for DSCNN. */
-    caseContext.Set<int>("frameStride", g_FrameStride);  /* 320 sample stride for DSCNN. */
-    caseContext.Set<float>("scoreThreshold", 0.9);       /* Normalised score threshold. */
+    caseContext.Set<int>("frameLength", g_FrameLength);  /* 640 sample length for MicroNet. */
+    caseContext.Set<int>("frameStride", g_FrameStride);  /* 320 sample stride for MicroNet. */
+    caseContext.Set<float>("scoreThreshold", 0.7);       /* Normalised score threshold. */
     arm::app::Classifier classifier;                     /* classifier wrapper object. */
     caseContext.Set<arm::app::Classifier&>("classifier", classifier);
 
@@ -170,7 +170,7 @@
     hal_platform_init(&platform);
 
     /* Model wrapper object. */
-    arm::app::DsCnnModel model;
+    arm::app::MicroNetKwsModel model;
 
     /* Load the model. */
     REQUIRE(model.Init());