Edge AI SDK/AI Framework/Qualcomm - Revision history

Eric.liang at 06:43, 9 July 2025

2025-07-09T06:43:34Z

Eric.liang at 06:42, 9 July 2025

2025-07-09T06:42:45Z

Kent.yao: update

2025-04-29T02:13:29Z

update

Kent.yao: update

2025-04-29T02:12:33Z

update

Kent.yao: /* Limitation */

2025-04-01T03:09:54Z

‎Limitation

Kent.yao: /* Limitation */

2025-04-01T03:06:35Z

‎Limitation

Kent.yao: /* Limitation */

2025-04-01T03:04:24Z

‎Limitation

Kent.yao: /* Limitation */

2025-04-01T03:02:29Z

‎Limitation

Kent.yao at 02:51, 1 April 2025

2025-04-01T02:51:23Z

Kent.yao: /* Application */

2025-03-05T05:46:31Z

‎Application

@@ Line 4: / Line 4: @@
 <span style="font-size:larger;">[https://www.qualcomm.com/developer/software/neural-processing-sdk-for-ai AI Software Suite] offers breakthrough AI accelerators and Vision processors uniquely designed to accelerate embedded deep learning applications on edge devices.</span>
-<span style="font-size:larger;">Qualcomm devices are accompanied by a comprehensive AI SDK that enables the compilation of deep learning models and the implementation of AI applications in production environments. The model build environment seamlessly integrates with common ML frameworks to allow smooth and easy integration in existing development ecosystems. The runtime environment enables integration and deployment in host processors, such as   ARM based products, when utilizing QCS6490 vision processor.</span>
+<span style="font-size:larger;">Qualcomm devices are accompanied by a comprehensive AI SDK that enables the compilation of deep learning models and the implementation of AI applications in production environments. The model build environment seamlessly integrates with common ML frameworks to allow smooth and easy integration in existing development ecosystems. The runtime environment enables integration and deployment in host processors, such as ARM based products, when utilizing QCS6490 vision processor.</span>
 &nbsp;
 &nbsp;
 = SNPE =
@@ Line 17: / Line 16: @@
 &nbsp;
-&nbsp;
+= <span style="font-size:larger;">Application</span> =
 <span style="font-size:larger;">To Start EdgeAISDK</span>
@@ Line 64: / Line 61: @@
 = <span style="font-size:larger;">Benchmark</span> =
-<span style="font-size:larger;"><span style="font-size:larger;"> It can quickly evaluate computing performance for the DSP, and provides runtime results inferenced with ML.
+<span style="font-size:larger;"><span style="font-size:larger;">It can quickly evaluate computing performance for the DSP, and provides runtime results inferenced with ML.</span></span>
-[[File:QCS6490-Benchmark-GUI.png|800px]]
+[[File:QCS6490-Benchmark-GUI.png|800px|QCS6490-Benchmark-GUI.png]]
 {| border="1" cellpadding="1" cellspacing="1" style="width: 800px;"
 |-
-| style="width: 200px;" | <span style="font-size:larger;">Device   </span>
+| style="width: 200px;" | <span style="font-size:larger;">Device</span>
-| style="width: 600px;" | <span style="font-size:larger;">Command  </span>
+| style="width: 600px;" | <span style="font-size:larger;">Command</span>
-| style="width: 200px;" | <span style="font-size:larger;">FPS      </span>
+| style="width: 200px;" | <span style="font-size:larger;">FPS</span>
 |-
-|}
+[[File:QCS6490-SystemMonitoring-GUI.png|800px|QCS6490-SystemMonitoring-GUI.png]]
 {| border="1" cellpadding="1" cellspacing="1" style="width: 800px;"
 |-
 | style="width: 400px;" | <span style="font-size:larger;">Usage</span>
 | style="width: 400px;" | <span style="font-size:larger;">Temperature</span>
@@ Line 95: / Line 89: @@
 |}
+&nbsp;
 = <span style="font-size:larger;">Limitation</span> =
-<span> 1. (Ignore) The video playback interface cannot drag the position and close the video option.</span>
+<span>2. (Ignore) The number of cameras displayed in the Edge AI SDK is inconsistent with the actual number of cameras plugged in through the USB hub.</span>
-<span> 3. (Ignore) Executing the app.sh process displays two error messages: Locale "C" detected, character encoding "ANSI_X3.4-1968" and QIODevice::read (QFile, "...EAS.ini"): The device is not open.</span>
+<span>3. (Ignore) Executing the app.sh process displays two error messages: Locale "C" detected, character encoding "ANSI_X3.4-1968" and QIODevice::read (QFile, "...EAS.ini"): The device is not open.</span>
-<span> 4. The LEARN MORE link in the Welcome Page is not supported by Yocto. </span>
+<span>4. The LEARN MORE link in the Welcome Page is not supported by Yocto.</span>

@@ Line 10: / Line 10: @@
 &nbsp;
-=SDK=
 <span style="font-size:larger;">[https://www.qualcomm.com/developer/software/neural-processing-sdk-for-ai SNPE] is a SDK designed to streamline the development and deployment of edge applications demanding high AI performance. This reference application software package empowers users to expedite their time-to-market by minimizing the development workload. SNPE encompasses a user-friendly set of fully operational application examples based on GStreamer, featuring pipeline elements and pre-trained AI tasks. These examples leverage advanced Deep Neural Networks, highlighting Qualcomm's AI processors' top-notch throughput and power efficiency. Furthermore, SNPE serves as a demonstration of Qualcomm's system integration capabilities, showcasing specific use cases on predefined software and hardware platforms. Utilizing SNPE simplifies integration with Qualcomm's runtime software stack and offers a starting point for users to fine-tune their applications. By demonstrating Qualcomm's system integration scenarios on both predefined software and hardware platforms, it can be used for evaluations, reference code, and demos. This approach effectively accelerates time to market, streamlines integration with Qualcomm's runtime software stack, and provides customers with a foundation to fine-tune their applications.</span>
 &nbsp;
@@ Line 21: / Line 21: @@
 == <span style="font-size:larger;">Application</span> ==
-<span style="font-size:larger;"> To Start EdgeAISDK</span>
+<span>Step 1&nbsp;: open terminal</span>
-[[File:Qualcomm_terminal_app.png|800px]]
+<span>Step 2&nbsp;: execute script&nbsp;: /opt/Advantech/EdgeAISuite/MainAPP/QCS6490/app.sh</span>
-<span style="font-size:larger;">Quick Start / Application / Video or WebCam / DSP </span>
+<span style="font-size:larger;">Quick Start / Application / Video or WebCam / DSP</span>
 {| border="1" cellpadding="1" cellspacing="1" style="width: 500px;"
@@ Line 48: / Line 46: @@
 |}
-<span> Step 1 : Go to the " Quick start VisionAI" page as show below </span>
+<span>Step 1&nbsp;: Go to the " Quick start VisionAI" page as show below</span>
-<span> Step 2 : Choose one application   </span>
+<span>Step 2&nbsp;: Choose one application</span>
-<span style="font-size:larger;">[[File:QCS6490-VisionAI_GUI.png|800px]]</span>
+<span style="font-size:larger;">[[File:QCS6490-VisionAI GUI.png|800px|QCS6490-VisionAI GUI.png]]</span>
-<span style="font-size:larger;">[[File:QCS6490-Object-Detect-1.png|800px]]</span>
+<span style="font-size:larger;">[[File:QCS6490-Object-Detect-1.png|800px|QCS6490-Object-Detect-1.png]]</span>
-<span style="font-size:larger;">Close AI Inference Application </span>
+<span style="font-size:larger;">Close AI Inference Application</span>
-<span> Step 1 : EdgeAISDK (GUI) show in the top  </span>
+<span>Step 1&nbsp;: EdgeAISDK (GUI) show in the top</span>
-<span> Step 2 : Press Key "Esc"  </span>
+<span>Step 2&nbsp;: Press Key "Esc"</span>
-[[File:Qualcomm_Inference_exit_gui.png|800px]]
+[[File:Qualcomm Inference exit gui.png|800px|Qualcomm Inference exit gui.png]]
 = <span style="font-size:larger;">Benchmark</span> =

@@ Line 79: / Line 79: @@
 | style="width: 200px;" | <span style="font-size:larger;"> Run on DSP </span>
 | style="width: 600px;" | <span style="font-size:larger;"> snpe-throughput-net-run --duration 5 --perf_profile burst --use_dsp --userbuffer_auto --container /opt/Advantech/EdgeAISuite/QCS6490/VisionAI/model/ssd-soc-quant.dlc </span>
-| style="width: 200px;" | <span style="font-size:larger;"> 580 </span>
+| style="width: 200px;" | <span style="font-size:larger;"> 582 </span>
 |-

@@ Line 75: / Line 75: @@
 | style="width: 200px;" | <span style="font-size:larger;">Device   </span>
 | style="width: 600px;" | <span style="font-size:larger;">Command  </span>
 |-
 | style="width: 200px;" | <span style="font-size:larger;"> Run on DSP </span>
 | style="width: 600px;" | <span style="font-size:larger;"> snpe-throughput-net-run --duration 5 --perf_profile burst --use_dsp --userbuffer_auto --container /opt/Advantech/EdgeAISuite/QCS6490/VisionAI/model/ssd-soc-quant.dlc </span>
 |}

← Older revision		Revision as of 03:09, 1 April 2025
Line 103:		Line 103:

	<span> 3. (Ignore) Executing the app.sh process displays two error messages: Locale "C" detected, character encoding "ANSI_X3.4-1968" and QIODevice::read (QFile, "...EAS.ini"): The device is not open.</span>		<span> 3. (Ignore) Executing the app.sh process displays two error messages: Locale "C" detected, character encoding "ANSI_X3.4-1968" and QIODevice::read (QFile, "...EAS.ini"): The device is not open.</span>
		+
		+	<span> 4. The LEARN MORE link in the Welcome Page is not supported by Yocto. </span>

← Older revision		Revision as of 03:06, 1 April 2025
Line 98:		Line 98:


−	<span> 1. (Ignore) : The video playback interface cannot drag the position and close the video option.</span>	+	<span> 1. (Ignore) The video playback interface cannot drag the position and close the video option.</span>
		+
		+	<span> 2. (Ignore) The number of cameras displayed in the Edge AI SDK is inconsistent with the actual number of cameras plugged in through the USB hub.</span>

−	<span> 2. (Ignore) : Executing the app.sh process displays two error messages: Locale "C" detected, character encoding "ANSI_X3.4-1968" and QIODevice::read (QFile, "...EAS.ini"): The device is not open~~.</span>~~	+	<span> 3. (Ignore) Executing the app.sh process displays two error messages: Locale "C" detected, character encoding "ANSI_X3.4-1968" and QIODevice::read (QFile, "...EAS.ini"): The device is not open.</span>
−	~~<span> 3. (Ignore) : The number of cameras displayed in the Edge AI SDK is inconsistent with the actual number of cameras plugged in through the USB hub~~.</span>

@@ Line 97: / Line 97: @@
 = <span style="font-size:larger;">Limitation</span> =
-. (Ignore) : The video playback interface cannot drag the position and close the video option.</br>
-. (Ignore) : Executing the app.sh process displays two error messages: Locale "C" detected, character encoding "ANSI_X3.4-1968" and QIODevice::read (QFile, "...EAS.ini"): The device is not open.</br>
+<span> 1. (Ignore) : The video playback interface cannot drag the position and close the video option.</span>
-. (Ignore) : The number of cameras displayed in the Edge AI SDK is inconsistent with the actual number of cameras plugged in through the USB hub.</br>

← Older revision		Revision as of 03:02, 1 April 2025
Line 96:		Line 96:

	= <span style="font-size:larger;">Limitation</span> =		= <span style="font-size:larger;">Limitation</span> =
		+
		+	1. (Ignore) : The video playback interface cannot drag the position and close the video option.</br>
		+	2. (Ignore) : Executing the app.sh process displays two error messages: Locale "C" detected, character encoding "ANSI_X3.4-1968" and QIODevice::read (QFile, "...EAS.ini"): The device is not open.</br>
		+	3. (Ignore) : The number of cameras displayed in the Edge AI SDK is inconsistent with the actual number of cameras plugged in through the USB hub.</br>

← Older revision		Revision as of 02:51, 1 April 2025
Line 91:		Line 91:
	\| style="width: 400px;" \| <span style="font-size:larger;">CPU (only)</span>		\| style="width: 400px;" \| <span style="font-size:larger;">CPU (only)</span>
	\|}		\|}
		+
		+
		+
		+
		+	= <span style="font-size:larger;">Limitation</span> =