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Keyword Detection with OTA support

Introduction

The Keyword Detection application demonstrates identifying keywords on a voice input either by utilizing ML accelerator Ethos-U55 or by using software. The application encompasses TrustedFirmware-M running on the secure side of the Armv8-M processor, while the ML inference engine (tensorflow-lite) and the model running on the non-secure side of the Armv8-M processor.

The following inference configurations are supported:

  • ETHOS (uses Ethos-U55).
  • SOFTWARE.

The following audio source configurations are supported:

  • ROM.
  • VSI (Virtual Streaming Interface).

Depending on the keyword recognized, LEDs of the system are turned ON or OFF:

  • LED1:
    • Yes: on
    • No: off
  • LED2:
    • Go: on
    • Stop: off
  • LED3:
    • Up: on
    • Down: off
  • LED4:
    • Left: on
    • Right: off
  • LED5:
    • On: on
    • Off: off

The sixth LED blinks at a regular interval to indicate that the system is alive and waits for input.

Development environment

The document describes the steps to setup the development environment. Ensure that, it is setup correctly before proceeding.

Setting up AWS connectivity

Follow the instructions described in Setting Up AWS Connectivity.

Building the application

To build the Keyword-Detection example, run the following command:

./tools/scripts/build.sh keyword-detection --certificate_path <certificate pem's path> --private_key_path <private key pem's path> --target <corstone300/corstone310/corstone315> --inference <ETHOS/SOFTWARE> --audio <ROM/VSI> --toolchain <ARMCLANG/GNU>

  • The certificate pem's path and private key pem's path should be the downloaded key's and certificate's path if you chose the Auto-generate a new certificate during the Thing creation. If you chose Skip creating a certificate at this time then these paths should locate the generated credential files that were created by the ./tools/scripts/generate_credentials.py script in the previous step.

  • The inference is used to select the inference type whether it's ETHOS or SOFTWARE.

  • The audio is used to select the input audio source whether it's preloaded into ROM or using Arm's Virtual Streaming Interface VSI.

Or, run the command below to perform a clean build:

./tools/scripts/build.sh keyword-detection --certificate_path <certificate pem's path> --private_key_path <private key pem's path> --target <corstone300/corstone310/corstone315> --inference <ETHOS/SOFTWARE> --audio <ROM/VSI> --toolchain <ARMCLANG/GNU> -c

Provisioning the device credentials into Protected Storage

Check Device Provisioning for detailed information.

Running the application

Note:

If you would like to run the keyword detection application using VSI configuration as the input audio source, you must run the setup_python_vsi.sh script to setup the needed Python environment for VSI prior to running the application:

./tools/scripts/setup_python_vsi.sh

To run the Keyword-Detection example, run the following command:

./tools/scripts/run.sh keyword-detection --target <corstone300/corstone310/corstone315> --audio <ROM/VSI>

Expected output

[INF] Starting bootloader
[INF] Beginning provisioning
[INF] Waiting for provisioning bundle
[INF] Running provisioning bundle
[INF] Primary image: magic=good, swap_type=0x1, copy_done=0x3, image_ok=0x1
[INF] Scratch: magic=bad, swap_type=0x1, copy_done=0x2, image_ok=0x2
[INF] Boot source: primary slot
[INF] Image index: 1, Swap type: none
[INF] Primary image: magic=good, swap_type=0x1, copy_done=0x3, image_ok=0x1
[INF] Scratch: magic=bad, swap_type=0x1, copy_done=0x2, image_ok=0x2
[INF] Boot source: primary slot
[INF] Image index: 0, Swap type: none
[INF] Bootloader chainload address offset: 0x0
[INF] Jumping to the first image slot
�[1;34m[Sec Thread] Secure image initializing!�[0m
<NUL>�[1;34mBooting TF-M v2.0.0�[0m
<NUL>Creating an empty ITS flash layout.
Creating an empty PS flash layout.
[INF][Crypto] Provisioning entropy seed... �[0;32mcomplete.�[0m
0 0 [None] [INFO] PSA Framework version is: 257
1 0 [None] Write certificate...
2 0 [None] [INFO] Device key provisioning succeeded
3 0 [None] [INFO] OTA signing key provisioning succeeded
4 0 [None] FreeRTOS_AddEndPoint: MAC: 44-21 IPv4: c0a80069ip
5 35 [OTA Task ] [INFO] OTA over MQTT, Application version from appFirmwareVersion 0.0.10
6 47 [BLINK_TASK ] [INFO] Blink task started
7 1000 [IP-Task] DHCP-socket[44-21]: DHCP Socket Create
8 1000 [IP-Task] prvCreateDHCPSocket[44-21]: open, user count 1
9 1000 [IP-Task] vDHCP_RATimerReload: 250
10 1250 [IP-Task] vDHCPProcess: offer ac143301ip for MAC address 44-21
11 1259 [IP-Task] vDHCPProcess: offer ac143301ip for MAC address 44-21
12 1260 [IP-Task] [INFO] Network is up
13 1260 [IP-Task] prvCloseDHCPSocket[44-21]: closed, user count 0
14 1260 [IP-Task] vDHCP_RATimerReload: 8640000
15 1291 [MQTT Agent Task] [INFO] Creating a TLS connection to <iot-core-endpoint>.amazonaws.com:8883.
16 1307 [MQTT Agent Task] [INFO] Resolving host name: <iot-core-endpoint>.amazonaws.com.
17 1322 [IP-Task] ipARP_REPLY from ac1433feip to ac143301ip end-point ac143301ip
18 6333 [MQTT Agent Task] DNS_ReadReply returns -11
19 6340 [MQTT Agent Task] prvIncreaseDNS4Index: from 0 to 0
20 6348 [MQTT Agent Task] DNS[0xA1ED]: The answer to '<iot-core-endpoint>.amazonaws.com' (52.209.194.122) will be stored
21 6367 [MQTT Agent Task] [INFO] Initiating TCP connection with host: <iot-core-endpoint>.amazonaws.com:8883
22 6385 [MQTT Agent Task] FreeRTOS_connect: 43065 to 34d1c27aip:8883
23 6424 [MQTT Agent Task] [INFO] Initiating TLS handshake with host: <iot-core-endpoint>.amazonaws.com:8883
24 8218 [MQTT Agent Task] [INFO] Successfully created a TLS connection to <iot-core-endpoint>.amazonaws.com:8883.
25 8236 [MQTT Agent Task] [INFO] Creating an MQTT connection to the broker.
26 8338 [MQTT Agent Task] [INFO] MQTT connection established with the broker.
27 8349 [MQTT Agent Task] [INFO] Successfully connected to the MQTT broker.
28 8360 [MQTT Agent Task] [INFO] Session present: 0
29 8367 [MQTT Agent Task] [INFO] Starting a clean MQTT Session.
30 8376 [OTA Task ] [INFO]  Received: 0   Queued: 0   Processed: 0   Dropped: 0
31 8388 [OTA Agent Task] [WARN] Index: 0. OTA event id: 0
32 8397 [OTA Agent Task] [WARN] Index: 1. OTA event id: 2
35 9279 [OTA Agent Task] [INFO] Subscribed to topic $aws/things/<mqtt-client-identifier>/jobs/notify-next.
36 9300 [OTA Agent Task] [INFO] Subscribed to MQTT topic: $aws/things/<mqtt-client-identifier>/jobs/notify-next
39 10105 [MQTT Agent Task] [INFO] De-serialized incoming PUBLISH packet: DeserializerResult=MQTTSuccess.
40 10119 [MQTT Agent Task] [INFO] State record updated. New state=MQTTPublishDone.
41 10131 [MQTT Agent Task] [INFO] Received incoming publish message Task 0 publishing message 0
43 10894 [MQTT Agent Task] [INFO] Publishing message to $aws/things/<mqtt-client-identifier>/jobs/$next/get.
44 10986 [MQTT Agent Task] [INFO] Ack packet deserialized with result: MQTTSuccess.
45 10998 [MQTT Agent Task] [INFO] State record updated. New state=MQTTPublishDone.
46 11010 [MQTT Agent Task] [INFO] De-serialized incoming PUBLISH packet: DeserializerResult=MQTTSuccess.
47 11025 [MQTT Agent Task] [INFO] State record updated. New state=MQTTPublishDone.
48 11037 [MQTT Agent Task] [INFO] Received job message callback, size 1015.
49 11047 [OTA Agent Task] [INFO] Sent PUBLISH packet to broker $aws/things/<mqtt-client-identifier>/jobs/$next/get to broker.
50 11070 [OTA Agent Task] [WARN] OTA Timer handle NULL for Timerid=0, can't stop.
51 11082 [OTA Agent Task] [WARN] Index: 3. OTA event id: 3
52 11091 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[execution.jobId: AFR_OTA-ota-test-update-id-4e88b5e8-9984-4036-ab41-06bfe00f09fa]
53 11115 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[execution.jobDocument.afr_ota.streamname: AFR_OTA-57e0fd88-2666-401d-b2d5-0d11f3d3ab22]
54 11138 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[execution.jobDocument.afr_ota.protocols: ["MQTT"]]
55 11156 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[filepath: non_secure image]
56 11171 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[filesize: 880417]
57 11184 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[fileid: 0]
58 11196 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[certfile: 0]
59 11208 [OTA Agent Task] [INFO] Extracted parameter [ sig-sha256-rsa: FK3UxyXZT1+Xb0WOHskeiYPJLH/RA/9h... ]
60 11225 [OTA Agent Task] [INFO] Job document was accepted. Attempting to begin the update.
61 11239 [OTA Agent Task] [INFO] Job parsing success: OtaJobParseErr_t=OtaJobParseErrNone, Job name=AFR_OTA-ota-test-update-id-4e88b5e8-9984-4036-ab41-06bfe00f09fa
62 11262 [OTA Agent Task] [WARN] Received an unhandled callback event from OTA Agent, event = 6
63 11276 [ML_TASK] [INFO] Initial start of audio processing
64 11284 [ML_TASK] [INFO] Ethos-U55 device initialised
65 11292 [ML_TASK] [INFO] Ethos-U version info:
66 11298 [ML_TASK] [INFO] 	Arch:       v1.1.0
67 11305 [ML_TASK] [INFO] 	Driver:     v0.16.0
68 11311 [ML_TASK] [INFO] 	MACs/cc:    256
69 11317 [ML_TASK] [INFO] 	Cmd stream: v0
INFO - Added ethos-u support to op resolver
INFO - Creating allocator using tensor arena at 0x6004c900
INFO - Allocating tensors
INFO - Model INPUT tensors:
INFO - 	tensor type is INT8
INFO - 	tensor occupies 490 bytes with dimensions
INFO - 		0:   1
INFO - 		1:  49
INFO - 		2:  10
INFO - 		3:   1
INFO - Quant dimension: 0
INFO - Scale[0] = 0.201095
INFO - ZeroPoint[0] = -5
INFO - Model OUTPUT tensors:
INFO - 	tensor type is INT8
INFO - 	tensor occupies 12 bytes with dimensions
INFO - 		0:   1
INFO - 		1:  12
INFO - Quant dimension: 0
INFO - Scale[0] = 0.056054
INFO - ZeroPoint[0] = -54
INFO - Activation buffer (a.k.a tensor arena) size used: 104508
INFO - Number of operators: 1
INFO - 	Operator 0: ethos-u
70 11423 [ML_TASK] [INFO] *** ML interface initialised
71 11443 [ML_TASK] [INFO] Running inference on an audio clip in local memory
72 11467 [OTA Agent Task] [INFO] Signal task inference start
[warning ][main@0][3706 ns] TA0 is not enabled!
[warning ][main@0][3706 ns] TA1 is not enabled!
73 11490 [ML_TASK] [INFO] For timestamp: 0.000000 (inference #: 0); label: on, score: 0.996127; threshold: 0.700000
74 11507 [ML_MQTT] [INFO] Attempting to publish (on) to the MQTT topic <mqtt-client-identifier>/ml/inference.
75 11528 [BLINK_TASK ] [INFO] ML_HEARD_ON
76 11545 [ML_TASK] [INFO] For timestamp: 0.500000 (inference #: 1); label: on, score: 0.962542; threshold: 0.700000
77 11579 [ML_TASK] [INFO] For timestamp: 1.000000 (inference #: 2); label: <none>; threshold: 0.000000
78 11595 [BLINK_TASK ] [INFO] ML UNKNOWN
79 11612 [ML_TASK] [INFO] For timestamp: 1.500000 (inference #: 3); label: off, score: 0.999030; threshold: 0.700000
80 11628 [BLINK_TASK ] [INFO] ML_HEARD_OFF
81 11636 [OTA Agent Task] [INFO] Setting OTA data interface.
82 11652 [OTA Agent Task] [INFO] Signal task inference start
83 11660 [ML_TASK] [INFO] For timestamp: 2.000000 (inference #: 4); label: <none>; threshold: 0.000000
85 11675 [OTA Agent Task] [WARN] Index: 5. OTA event id: 4
84 11674 [BLINK_TASK ] [INFO] ML UNKNOWN
86 11697 [ML_TASK] [INFO] For timestamp: 2.500000 (inference #: 5); label: <none>; threshold: 0.000000
87 11729 [ML_TASK] [INFO] For timestamp: 3.000000 (inference #: 6); label: go, score: 0.998854; threshold: 0.700000
88 11745 [BLINK_TASK ] [INFO] ML_HEARD_GO

Observing MQTT connectivity

Follow the instructions described in the Observing MQTT connectivity section.

Firmware update with AWS

Follow the instructions described in the Firmware update with AWS section.

Expected output

[INF] Starting bootloader
[INF] Beginning provisioning
[INF] Waiting for provisioning bundle
[INF] Running provisioning bundle
[INF] Primary image: magic=good, swap_type=0x1, copy_done=0x3, image_ok=0x1
[INF] Scratch: magic=bad, swap_type=0x1, copy_done=0x2, image_ok=0x2
[INF] Boot source: primary slot
[INF] Image index: 1, Swap type: none
[INF] Primary image: magic=good, swap_type=0x1, copy_done=0x3, image_ok=0x1
[INF] Scratch: magic=bad, swap_type=0x1, copy_done=0x2, image_ok=0x2
[INF] Boot source: primary slot
[INF] Image index: 0, Swap type: none
[INF] Bootloader chainload address offset: 0x0
[INF] Jumping to the first image slot
�[1;34m[Sec Thread] Secure image initializing!�[0m
<NUL>�[1;34mBooting TF-M v2.0.0�[0m
<NUL>Creating an empty ITS flash layout.
Creating an empty PS flash layout.
[INF][Crypto] Provisioning entropy seed... �[0;32mcomplete.�[0m
0 0 [None] [INFO] PSA Framework version is: 257
1 0 [None] Write certificate...
2 0 [None] [INFO] Device key provisioning succeeded
3 0 [None] [INFO] OTA signing key provisioning succeeded
4 0 [None] FreeRTOS_AddEndPoint: MAC: 44-21 IPv4: c0a80069ip
5 35 [OTA Task ] [INFO] OTA over MQTT, Application version from appFirmwareVersion 0.0.10
6 47 [BLINK_TASK ] [INFO] Blink task started
7 1000 [IP-Task] DHCP-socket[44-21]: DHCP Socket Create
8 1000 [IP-Task] prvCreateDHCPSocket[44-21]: open, user count 1
9 1000 [IP-Task] vDHCP_RATimerReload: 250
10 1250 [IP-Task] vDHCPProcess: offer ac143301ip for MAC address 44-21
11 1259 [IP-Task] vDHCPProcess: offer ac143301ip for MAC address 44-21
12 1260 [IP-Task] [INFO] Network is up
13 1260 [IP-Task] prvCloseDHCPSocket[44-21]: closed, user count 0
14 1260 [IP-Task] vDHCP_RATimerReload: 8640000
15 1291 [MQTT Agent Task] [INFO] Creating a TLS connection to <iot-core-endpoint>.amazonaws.com:8883.
16 1307 [MQTT Agent Task] [INFO] Resolving host name: <iot-core-endpoint>.amazonaws.com.
17 1322 [IP-Task] ipARP_REPLY from ac1433feip to ac143301ip end-point ac143301ip
18 6333 [MQTT Agent Task] DNS_ReadReply returns -11
19 6340 [MQTT Agent Task] prvIncreaseDNS4Index: from 0 to 0
20 6348 [MQTT Agent Task] DNS[0xA1ED]: The answer to '<iot-core-endpoint>.amazonaws.com' (52.209.194.122) will be stored
21 6367 [MQTT Agent Task] [INFO] Initiating TCP connection with host: <iot-core-endpoint>.amazonaws.com:8883
22 6385 [MQTT Agent Task] FreeRTOS_connect: 43065 to 34d1c27aip:8883
23 6424 [MQTT Agent Task] [INFO] Initiating TLS handshake with host: <iot-core-endpoint>.amazonaws.com:8883
24 8218 [MQTT Agent Task] [INFO] Successfully created a TLS connection to <iot-core-endpoint>.amazonaws.com:8883.
25 8236 [MQTT Agent Task] [INFO] Creating an MQTT connection to the broker.

...

48 11037 [MQTT Agent Task] [INFO] Received job message callback, size 1015.
49 11047 [OTA Agent Task] [INFO] Sent PUBLISH packet to broker $aws/things/<mqtt-client-identifier>/jobs/$next/get to broker.
50 11070 [OTA Agent Task] [WARN] OTA Timer handle NULL for Timerid=0, can't stop.
51 11082 [OTA Agent Task] [WARN] Index: 3. OTA event id: 3
52 11091 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[execution.jobId: AFR_OTA-ota-test-update-id-4e88b5e8-9984-4036-ab41-06bfe00f09fa]
53 11115 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[execution.jobDocument.afr_ota.streamname: AFR_OTA-57e0fd88-2666-401d-b2d5-0d11f3d3ab22]
54 11138 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[execution.jobDocument.afr_ota.protocols: ["MQTT"]]
55 11156 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[filepath: non_secure image]
56 11171 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[filesize: 880417]
57 11184 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[fileid: 0]
58 11196 [OTA Agent Task] [INFO] Extracted parameter: [key: value]=[certfile: 0]
59 11208 [OTA Agent Task] [INFO] Extracted parameter [ sig-sha256-rsa: FK3UxyXZT1+Xb0WOHskeiYPJLH/RA/9h... ]
60 11225 [OTA Agent Task] [INFO] Job document was accepted. Attempting to begin the update.

...

2374 398303 [MQTT Agent Task] [INFO] Publishing message to $aws/things/<mqtt-client-identifier>/streams/AFR_OTA-57e0fd88-2666-401d-b2d5-0d11f3d3ab22/get/cbor.
2375 398369 [OTA Agent Task] [INFO] Sent PUBLISH packet to broker $aws/things/<mqtt-client-identifier>/streams/AFR_OTA-57e0fd88-2666-401d-b2d5-0d11f3d3ab22/get/cbor to broker.
2376 399016 [OTA Task ] [INFO]  Received: 214   Queued: 214   Processed: 214   Dropped: 0
2377 399373 [MQTT Agent Task] [INFO] De-serialized incoming PUBLISH packet: DeserializerResult=MQTTSuccess.
2378 399388 [MQTT Agent Task] [INFO] State record updated. New state=MQTTPublishDone.
2379 399400 [MQTT Agent Task] [INFO] Received data message callback, size 3898.
2380 399411 [OTA Agent Task] [WARN] Index: 9. OTA event id: 6
2381 399421 [OTA Agent Task] [INFO] Received final block of the update.
2382 400422 [OTA Agent Task] [INFO] Received entire update and validated the signature.

...

2387 401573 [OTA Agent Task] [INFO] Received OtaJobEventActivate callback from OTA Agent.
[INF] Starting bootloader
[INF] Primary image: magic=good, swap_type=0x1, copy_done=0x3, image_ok=0x1
[INF] Scratch: magic=bad, swap_type=0x1, copy_done=0x2, image_ok=0x2
[INF] Boot source: primary slot
[INF] Image index: 1, Swap type: test
[INF] Starting swap using scratch algorithm.
[INF] Primary image: magic=good, swap_type=0x1, copy_done=0x3, image_ok=0x1
[INF] Scratch: magic=unset, swap_type=0x1, copy_done=0x3, image_ok=0x3
[INF] Boot source: primary slot
[INF] Image index: 0, Swap type: none
[INF] Bootloader chainload address offset: 0x0
[INF] Jumping to the first image slot
�[1;34m[Sec Thread] Secure image initializing!�[0m
<NUL>�[1;34mBooting TF-M v2.0.0�[0m
<NUL>[INF][Crypto] Provisioning entropy seed... �[0;32mcomplete.�[0m
0 0 [None] [INFO] PSA Framework version is: 257
1 0 [None] Write certificate...
2 0 [None] [INFO] Device key provisioning succeeded
3 0 [None] [INFO] OTA signing key provisioning succeeded
4 0 [None] FreeRTOS_AddEndPoint: MAC: 44-21 IPv4: c0a80069ip
5 35 [OTA Task ] [INFO] OTA over MQTT, Application version from appFirmwareVersion 0.0.20

...

41 2768 [OTA Agent Task] [INFO] In self test mode.
42 2768 [OTA Agent Task] [INFO] New image has a higher version number than the current image: New image version=0.0.20, Previous image version=0.0.10
43 2769 [OTA Agent Task] [INFO] Image version is valid: Begin testing file: File ID=0
58 4381 [OTA Agent Task] [INFO] Beginning self-test.
59 4382 [OTA Agent Task] [INFO] Received OtaJobEventStartTest callback from OTA Agent.
74 6002 [OTA Agent Task] [INFO] New image validation succeeded in self test mode.

Running AWS IoT Core Device Advisor tests

Follow the instructions described in Running AWS IoT Core Device Advisor tests.