Add Qeexo AutoML example

QeexoAutoML/Include/QxAutoMLUser.h

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+#pragma once
+
+#ifndef MIDDLEWARES_QEEXO_INCLUDE_APPS_QXAUTOMLCONFIG_USER_H_
+#define MIDDLEWARES_QEEXO_INCLUDE_APPS_QXAUTOMLCONFIG_USER_H_
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+/************************************************
+ * SENSOR ENABLE DEFINITIONS
+ ************************************************/
+#define QXAUTOMLCONFIG_SENSOR_ENABLE_ACCEL
+#define QXAUTOMLCONFIG_SENSOR_ENABLE_GYRO
+// #define QXAUTOMLCONFIG_SENSOR_ENABLE_MAG
+
+#ifdef QXAUTOMLCONFIG_SENSOR_ENABLE_ACCEL
+#define QXAUTOMLCONFIG_SENSOR_ACCEL_FSR  4.0f
+#define QXAUTOMLCONFIG_SENSOR_ACCEL_ODR  417.0f
+#define QXAUTOMLCONFIG_SENSOR_ACCEL_BUFCOUNT  163
+#define QXAUTOMLCONFIG_SENSOR_ACCEL_BYTES_PER_SAMPLE  6
+#endif
+
+#ifdef QXAUTOMLCONFIG_SENSOR_ENABLE_GYRO
+#define QXAUTOMLCONFIG_SENSOR_GYRO_FSR  500.0f
+#define QXAUTOMLCONFIG_SENSOR_GYRO_ODR  417.0f
+#define QXAUTOMLCONFIG_SENSOR_GYRO_BUFCOUNT  163
+#define QXAUTOMLCONFIG_SENSOR_GYRO_BYTES_PER_SAMPLE  6
+#endif
+
+#ifdef QXAUTOMLCONFIG_SENSOR_ENABLE_MAG
+#define QXAUTOMLCONFIG_SENSOR_MAG_FSR  50.0f //50gauss
+#define QXAUTOMLCONFIG_SENSOR_MAG_ODR  100.0f //100hz
+#define QXAUTOMLCONFIG_SENSOR_MAG_BUFCOUNT  39
+#define QXAUTOMLCONFIG_SENSOR_MAG_BYTES_PER_SAMPLE  6
+#endif
+
+/* sensor type definitions inside inference Engine. 
+ * Customer should define the sensor index as the same sequence regarding to 
+ * fill the prediction data buffer with multiple sensors*/
+typedef enum {
+  QXSENSOR_TYPE_NONE = 0, /*!< None defined sensor */
+  QXSENSOR_TYPE_ACCEL, /*!< Default accelerometer sensor */
+  QXSENSOR_TYPE_GYRO, /*!< Default gyroscope sensor */
+  QXSENSOR_TYPE_MAG, /*!< Megnotometer sensor */
+  QXSENSOR_TYPE_PRESSURE, /*!< Pressure sensor */
+  QXSENSOR_TYPE_TEMPERATURE, /*!< Temperature sensor */
+  QXSENSOR_TYPE_HUMIDITY, /*!< Humidity sensor */
+  QXSENSOR_TYPE_MICROPHONE, /*!< Microphone sensor */
+
+  QXSENSOR_TYPE_ACCEL_LOWPOWER, /*!< Additional lowpower accelometer sensor */
+  QXSENSOR_TYPE_ACCEL_HIGHSENSITIVE, /*!< Additional high sensitive accelometer sensor */
+  QXSENSOR_TYPE_TEMPERATURE_EXT1, /*!< Additional temperature sensor */
+  QXSENSOR_TYPE_PROXIMITY, /*!< Proximity sensor */
+  QXSENSOR_TYPE_AMBIENT, /*!< Ambient light sensor */
+  QXSENSOR_TYPE_LIGHT,  /*!<Light sensor with one axis>*/
+
+  QXSENSOR_TYPE_TVOC, /*!< ZMOD gas sensor (TVOC) */
+  QXSENSOR_TYPE_ECO2, /*!< ZMOD gas sensor (ECO2) */
+  QXSENSOR_TYPE_ETOH, /*!< ZMOD gas sensor (ETOH) */
+  QXSENSOR_TYPE_RCDA, /*!< ZMOD gas sensor (RCDA) */
+  QXSENSOR_TYPE_IAQ, /*!< ZMOD gas sensor (IAQ) */
+  QXSENSOR_TYPE_RMOX, /*!< ZMOD gas sensor (MOx array) */
+  QXSENSOR_TYPE_CURRENT,  /*!<Current sensor with one axis>*/
+  QXSENSOR_TYPE_MAX
+}QXOSensorType;
+
+/* Qeexo static engine APIs */
+extern void QxFillSensorData(QXOSensorType type, void* data, int data_len);
+extern int QxClassify(void);
+extern float *QxGetProbabilities(int *numOfClasses);
+
+/* Desired period of time between the start of the previous classification and the next request for classification (in msecs) */
+#define PRED_CLASSIFICATION_INTERVAL_IN_MSECS 100
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif /* MIDDLEWARES_QEEXO_INCLUDE_APPS_QXAUTOMLCONFIG_USER_H_ */

QeexoAutoML/MLOps.csolution.yml

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+solution:
+  created-for: [email protected]
+
+  cdefault:
+
+  packs:
+    - pack: ARM::CMSIS_DFP
+
+  misc:
+    - C-CPP:
+        - -fshort-enums
+    - Library:
+        - -lm
+      for-compiler: GCC
+
+  target-types:
+    # - type: CM0
+    #   device: ARMCM0
+    #   variables:
+    #     - Target-Layer: ../Target/CM0/Target.clayer.yml
+    # - type: CM0plus
+    #   device: ARMCM0P
+    #   variables:
+    #     - Target-Layer: ../Target/CM0plus/Target.clayer.yml
+    # - type: CM3
+    #   device: ARMCM3
+    #   variables:
+    #     - Target-Layer: ../Target/CM3/Target.clayer.yml
+    # - type: CM4
+    #   device: ARMCM4
+    #   processor:
+    #     fpu: off
+    #   variables:
+    #     - Target-Layer: ../Target/CM4/Target.clayer.yml
+    - type: CM4_FP
+      device: ARMCM4
+      variables:
+        - Target-Layer: ../Target/CM4/Target.clayer.yml
+    - type: CM7
+      device: ARMCM7
+      variables:
+        - Target-Layer: ../Target/CM7/Target.clayer.yml
+    # - type: CM23
+    #   device: ARMCM23
+    #   processor:
+    #     trustzone: off
+    #   variables:
+    #     - Target-Layer: ../Target/CM23/Target.clayer.yml
+    - type: CM33
+      device: ARMCM33
+      processor:
+        trustzone: off
+      variables:
+        - Target-Layer: ../Target/CM33/Target.clayer.yml
+    - type: CM55
+      device: ARMCM55
+      processor:
+        trustzone: off
+      variables:
+        - Target-Layer: ../Target/CM55/Target.clayer.yml
+    - type: CM55_Ethos
+      device: ARMCM55
+      processor:
+        trustzone: off
+      variables:
+        - Target-Layer: ../Target/CM55_Ethos/Target.clayer.yml
+    - type: CM85
+      device: ARMCM85
+      processor:
+        trustzone: off
+      variables:
+        - Target-Layer: ../Target/CM85/Target.clayer.yml
+    - type: CM85_Ethos
+      device: ARMCM85
+      processor:
+        trustzone: off
+      variables:
+        - Target-Layer: ../Target/CM85_Ethos/Target.clayer.yml
+
+  build-types:
+    - type: balanced
+      optimize: balanced
+    - type: size
+      optimize: size
+    - type: speed
+      optimize: speed
+
+  projects:
+    - project: ./Test/ML_Test.cproject.yml

QeexoAutoML/README.md

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+# Qeexo AutoML
+
+Base Directory: `QeexoAutoML`
+
+## Solution
+
+| solution-name | solution YML                                           |
+|:--------------|:-------------------------------------------------------|
+| MLOps         | [MLOps.csolution.yml](MLOps.csolution.yml)             |
+
+## Projects
+
+| project-name  | project YML                                            |
+|:--------------|:-------------------------------------------------------|
+| ML_Test       | [ML_Test.cproject.yml](Test/ML_Test.cproject.yml)      |
+
+## Target types
+
+| target-type | Target processor          | model-executable               |
+|:------------|:--------------------------|:-------------------------------|
+| CM4_FP      | Cortex-M4_FP              | VHT_MPS2_Cortex-M4             |
+| CM7         | Cortex-M7                 | VHT_MPS2_Cortex-M7             |
+| CM33        | Cortex-M33                | VHT_MPS2_Cortex-M33            |
+| CM55        | Cortex-M55                | VHT_MPS3_Corstone_SSE-300      |
+| CM85        | Cortex-M85                | VHT_Corstone_SSE-310           |
+| CM55_Ethos  | Cortex-M55 with Ethos-U55 | VHT_Corstone_SSE-300_Ethos-U55 |
+| CM85_Ethos  | Cortex-M85 with Ethos-U65 | VHT_Corstone_SSE-310_Ethos-U65 |
+
+## Build types
+
+| build-type  |
+|:------------|
+| balanced    |
+| size        |
+| speed       |
+
+## Toolchain
+
+| toolchain     |
+|:--------------|
+| AC6           |
+| GCC (default) |
+
+>Currently only AC6 is supported!
+
+## Build
+
+Build command syntax:
+
+`cbuild MLOps.csolution.yml [--context [<project-name>][.<build-type>][+<target-type>]] [--toolchain <toolchain>]`
+
+Examples:
+
+- Build Test for Cortex-M7 with AC6 (size)
+  ```sh
+  cbuild MLOps.csolution.yml --context ML_Test.size+CM7 --toolchain AC6
+  ```
+- Build Test for Cortex-M7 with AC6 (size, size, speed)
+  ```sh
+  cbuild MLOps.csolution.yml --context +CM7 --toolchain AC6
+  ```
+- Build Test for all cores with GCC (size, size, speed)
+  ```sh
+  cbuild MLOps.csolution.yml
+  ```
+
+## Run Test
+
+Run command syntax:
+
+`<model-executable> -f ./Target/<target_type>/fvp_config.txt ./out/ML_test/<target-type>/<build-type>/ML_Test.axf --simlimit 10`
+
+Examples:
+
+- Run Test on model for Cortex-M7 (size)
+```sh
+VHT_MPS2_Cortex-M7 -f ./Target/CM7/fvp_config.txt ./out/ML_Test/CM7/size/ML_Test.axf --simlimit 10
+```
+- Run Test on model for Cortex-M55 with Ethos (size)
+```sh
+VHT_Corstone_SSE-300_Ethos-U55 -f ./Target/CM55_Ethos/fvp_config.txt ./out/ML_Test/CM55_Ethos/size/ML_Test.axf --simlimit 10
+```
+
+## Show Test timing
+
+Command syntax:
+
+```sh
+eventlist -s EventRecorder.log
+```

QeexoAutoML/Target/CM0/RTE/Device/ARMCM0/regions_ARMCM0.h

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+#ifndef REGIONS_ARMCM0_H
+#define REGIONS_ARMCM0_H
+
+
+//-------- <<< Use Configuration Wizard in Context Menu >>> --------------------
+
+// <n>Device pack:   ARM.CMSIS_DFP.0.0.0
+// <i>Device pack used to generate this file
+
+// <h>ROM Configuration
+// =======================
+// <h> ROM=<__ROM0>
+//   <o> Base address <0x0-0xFFFFFFFF:8>
+//   <i> Defines base address of memory region.
+//   <i> Default: 0x00000000
+#define __ROM0_BASE 0x00000000
+//   <o> Region size [bytes] <0x0-0xFFFFFFFF:8>
+//   <i> Defines size of memory region.
+//   <i> Default: 0x00040000
+#define __ROM0_SIZE 0x00400000
+//   <q>Default region
+//   <i> Enables memory region globally for the application.
+#define __ROM0_DEFAULT 1
+//   <q>Startup
+//   <i> Selects region to be used for startup code.
+#define __ROM0_STARTUP 1
+// </h>
+
+// </h>
+
+// <h>RAM Configuration
+// =======================
+// <h> RAM=<__RAM0>
+//   <o> Base address <0x0-0xFFFFFFFF:8>
+//   <i> Defines base address of memory region.
+//   <i> Default: 0x20000000
+#define __RAM0_BASE 0x20000000
+//   <o> Region size [bytes] <0x0-0xFFFFFFFF:8>
+//   <i> Defines size of memory region.
+//   <i> Default: 0x00020000
+#define __RAM0_SIZE 0x00400000
+//   <q>Default region
+//   <i> Enables memory region globally for the application.
+#define __RAM0_DEFAULT 1
+//   <q>No zero initialize
+//   <i> Excludes region from zero initialization.
+#define __RAM0_NOINIT 0
+// </h>
+
+// </h>
+
+// <h>Stack / Heap Configuration
+//   <o0> Stack Size (in Bytes) <0x0-0xFFFFFFFF:8>
+//   <o1> Heap Size (in Bytes) <0x0-0xFFFFFFFF:8>
+#define __STACK_SIZE 0x00001000
+#define __HEAP_SIZE 0x00010000
+// </h>
+
+
+#endif /* REGIONS_ARMCM0_H */