feat: update surface classification model

sensebox · Jul 17, 2024 · 2c3ce9f · 2c3ce9f
1 parent ca6ff5c
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Showing 7 changed files with 522 additions and 530 deletions.
diff --git a/senseBox-bike-atrai-v2/lib/large-window_inferencing/library.properties b/senseBox-bike-atrai-v2/lib/large-window_inferencing/library.properties
@@ -1,5 +1,5 @@
 name=large-window_inferencing
-version=1.0.4
+version=1.0.7
 author=EdgeImpulse Inc.
 maintainer=EdgeImpulse Inc.
 sentence=Arduino library for running machine learning models

diff --git a/senseBox-bike-atrai-v2/lib/large-window_inferencing/src/model-parameters/anomaly_metadata.h b/senseBox-bike-atrai-v2/lib/large-window_inferencing/src/model-parameters/anomaly_metadata.h
@@ -34,20 +34,22 @@
 
 #include "edge-impulse-sdk/classifier/ei_model_types.h"
 
-const uint16_t ei_classifier_anom_axes[] = { 34, 39, 50, 51 };
+const uint16_t ei_classifier_anom_axes[] = { 13, 22, 35, 39 };
 
 // (before - mean) / scale
-const float ei_classifier_anom_scale[4] = { 0.5416533563239591, 0.09015729639833903, 1.0294240433862007, 1.096378936020027 };
-const float ei_classifier_anom_mean[4] = { 0.03455881324858127, 0.10589062549018612, -2.209211271086283, -2.3116334193141053 };
-const ei_classifier_anom_cluster_t ei_classifier_anom_clusters[8] = {
-	{ ( float[4] ) { 1.0734399557113647, -0.023915553465485573, -0.01212439313530922, -0.1604887992143631 }, 2.5846379257650534 },
-	{ ( float[4] ) { -0.5077088475227356, -0.3683217465877533, -0.003865385428071022, -0.026378273963928223 }, 1.3933135298881023 },
-	{ ( float[4] ) { -0.4711293876171112, -0.7223562598228455, -0.9130646586418152, -0.844504177570343 }, 1.257243963664562 },
-	{ ( float[4] ) { 0.03918825462460518, 0.3383142650127411, 0.788090705871582, 0.7845598459243774 }, 1.8856774835956625 },
-	{ ( float[4] ) { 1.2283564805984497, 1.3667869567871094, 1.2501126527786255, 1.2151165008544922 }, 1.994476336738268 },
-	{ ( float[4] ) { -1.6664172410964966, -0.841610312461853, -0.8762819170951843, -0.8702648282051086 }, 1.553957906202182 },
-	{ ( float[4] ) { 1.3542894124984741, -1.1588361263275146, -3.346615791320801, -3.0488224029541016 }, 2.6641038204790792 },
-	{ ( float[4] ) { 0.4166669547557831, 4.2802863121032715, 2.0104823112487793, 2.0778849124908447 }, 1.1217992889063322 },
+const float ei_classifier_anom_scale[4] = { 5.022338740021979, 1.409742726925236, 1.3728148677488132, 0.6860386713574759 };
+const float ei_classifier_anom_mean[4] = { 4.4686170229592435, 0.7943569368708361, 0.9295556043701224, 0.6139560103089761 };
+const ei_classifier_anom_cluster_t ei_classifier_anom_clusters[10] = {
+	{ ( float[4] ) { -0.8655205368995667, -1.8734816312789917, -1.9383792877197266, -0.8774295449256897 }, 0.9512056957476054 },
+	{ ( float[4] ) { -0.6750153303146362, -0.5344935059547424, -0.4930539131164551, -0.745311975479126 }, 1.301672599327782 },
+	{ ( float[4] ) { -0.29219523072242737, 0.24824808537960052, 0.2507035434246063, -0.35861048102378845 }, 0.7174908771148529 },
+	{ ( float[4] ) { -0.5285941362380981, -0.18123586475849152, 0.01024018693715334, -0.5650193095207214 }, 0.8779361042118226 },
+	{ ( float[4] ) { 1.2556055784225464, 1.0292190313339233, 0.9462552666664124, 1.5171805620193481 }, 1.177730696835654 },
+	{ ( float[4] ) { 3.377385377883911, 1.3539220094680786, 1.0975382328033447, 2.8711116313934326 }, 1.059227816336539 },
+	{ ( float[4] ) { 0.5584284663200378, 0.7297040224075317, 0.895423948764801, 0.953728437423706 }, 0.9690486347416549 },
+	{ ( float[4] ) { -0.8837217688560486, -2.826908826828003, -2.955561876296997, -0.8915848135948181 }, 0.8657863384171247 },
+	{ ( float[4] ) { 2.0825772285461426, 1.2021300792694092, 0.8984962105751038, 2.0961031913757324 }, 1.0123312340373454 },
+	{ ( float[4] ) { 0.13108119368553162, 0.6290543675422668, 0.5077559947967529, 0.1843695342540741 }, 0.9966256376329927 },
 };
 
 #endif // _EI_CLASSIFIER_ANOMALY_METADATA_H_
diff --git a/senseBox-bike-atrai-v2/lib/large-window_inferencing/src/model-parameters/model_metadata.h b/senseBox-bike-atrai-v2/lib/large-window_inferencing/src/model-parameters/model_metadata.h
@@ -71,7 +71,7 @@
 #define EI_CLASSIFIER_PROJECT_ID                 440960
 #define EI_CLASSIFIER_PROJECT_OWNER              "Paula"
 #define EI_CLASSIFIER_PROJECT_NAME               "large-window"
-#define EI_CLASSIFIER_PROJECT_DEPLOY_VERSION     4
+#define EI_CLASSIFIER_PROJECT_DEPLOY_VERSION     7
 #define EI_CLASSIFIER_NN_INPUT_FRAME_SIZE        78
 #define EI_CLASSIFIER_RAW_SAMPLE_COUNT           31
 #define EI_CLASSIFIER_RAW_SAMPLES_PER_FRAME      6
@@ -80,12 +80,12 @@
 #define EI_CLASSIFIER_INPUT_HEIGHT               0
 #define EI_CLASSIFIER_INPUT_FRAMES               0
 #define EI_CLASSIFIER_NN_OUTPUT_COUNT            5
-#define EI_CLASSIFIER_INTERVAL_MS                95.05703422053233
+#define EI_CLASSIFIER_INTERVAL_MS                96
 #define EI_CLASSIFIER_LABEL_COUNT                5
 #define EI_CLASSIFIER_HAS_ANOMALY                EI_ANOMALY_TYPE_KMEANS
 #define EI_CLASSIFIER_HAS_VISUAL_ANOMALY         0
 #define EI_CLASSIFIER_SINGLE_FEATURE_INPUT       1
-#define EI_CLASSIFIER_FREQUENCY                  10.52
+#define EI_CLASSIFIER_FREQUENCY                  10.416666666666666
 #define EI_CLASSIFIER_HAS_MODEL_VARIABLES        1
 #define EI_CLASSIFIER_THRESHOLD                  0.6
 
@@ -131,7 +131,7 @@
 
 #define EI_STUDIO_VERSION_MAJOR             1
 #define EI_STUDIO_VERSION_MINOR             53
-#define EI_STUDIO_VERSION_PATCH             13
+#define EI_STUDIO_VERSION_PATCH             14
 
 #define EI_CLASSIFIER_HR_ENABLED            0
 

diff --git a/senseBox-bike-atrai-v2/lib/large-window_inferencing/src/model-parameters/model_variables.h b/senseBox-bike-atrai-v2/lib/large-window_inferencing/src/model-parameters/model_variables.h
@@ -107,7 +107,7 @@ const ei_learning_block_config_anomaly_kmeans_t ei_learning_block_config_8 = {
     .anom_axis = ei_classifier_anom_axes,
     .anom_axes_size = 4,
     .anom_clusters = ei_classifier_anom_clusters,
-    .anom_cluster_count = 8,
+    .anom_cluster_count = 10,
     .anom_scale = ei_classifier_anom_scale,
     .anom_mean = ei_classifier_anom_mean,
 };
@@ -157,7 +157,7 @@ const ei_impulse_t impulse_440960_0 = {
     .project_id = 440960,
     .project_owner = "Paula",
     .project_name = "large-window",
-    .deploy_version = 4,
+    .deploy_version = 7,
 
     .nn_input_frame_size = 78,
     .raw_sample_count = 31,
@@ -166,8 +166,8 @@ const ei_impulse_t impulse_440960_0 = {
     .input_width = 0,
     .input_height = 0,
     .input_frames = 0,
-    .interval_ms = 95.05703422053233,
-    .frequency = 10.52,
+    .interval_ms = 96,
+    .frequency = 10.416666666666666,
     .dsp_blocks_size = ei_dsp_blocks_size,
     .dsp_blocks = ei_dsp_blocks,