From acb4856fc94b0896cfaba782cc4de41d6a09e9a1 Mon Sep 17 00:00:00 2001
From: Wu MinLong <726485702@qq.com>
Date: Mon, 3 Nov 2025 12:02:20 +0800
Subject: [PATCH 1/5] feat: dragon q6a npu dev demos
---
.../ai/_convnext_base_qai-app-builder.mdx | 127 +++++++++
.../ai/_convnext_tiny_qai-app-builder.mdx | 263 ++++++++++++++++++
.../ai/_efficientnet_b0_qai-app-builder.mdx | 127 +++++++++
.../ai/_efficientnet_b4_qai-app-builder.mdx | 128 +++++++++
.../ai/_efficientnet_v2s_qai-app-builder.mdx | 127 +++++++++
.../ai/_fcn-resnet50_qai-app-builder.mdx | 129 +++++++++
.../common/ai/_levit_qai-app-builder.mdx | 127 +++++++++
.../current/common/ai/_qai-appbuilder.mdx | 4 +-
.../common/ai/_regnet_qai-app-builder.mdx | 127 +++++++++
.../common/ai/_sesr_m5_qai-app-builder.mdx | 137 +++++++++
.../ai/_shufflenet_v2_qai-app-builder.mdx | 127 +++++++++
.../ai/_squeezenet1_1_qai-app-builder.mdx | 127 +++++++++
.../common/ai/_vit_qai-app-builder.mdx | 127 +++++++++
.../ai/_wideresnet50_qai-app-builder.mdx | 127 +++++++++
.../common/ai/_xlsr_qai-app-builder.mdx | 139 +++++++++
.../npu-dev/qai-appbuilder-demo/README.md | 9 +
.../qai-appbuilder-demo/convnext_base.md | 9 +
.../qai-appbuilder-demo/convnext_tiny.md | 9 +
.../qai-appbuilder-demo/efficientnet_b0.md | 9 +
.../qai-appbuilder-demo/efficientnet_b4.md | 9 +
.../qai-appbuilder-demo/efficientnet_v2s.md | 9 +
.../qai-appbuilder-demo/fcn_resnet50.md | 9 +
.../npu-dev/qai-appbuilder-demo/googlenet.md | 9 +
.../qai-appbuilder-demo/inception_v3.md | 9 +
.../npu-dev/qai-appbuilder-demo/levit.md | 9 +
.../qai-appbuilder-demo/quicksrnetmedium.md | 9 +
.../real_esrgan_general_x4v3.md | 9 +
.../qai-appbuilder-demo/real_esrgan_x4plus.md | 9 +
.../npu-dev/qai-appbuilder-demo/regnet.md | 9 +
.../npu-dev/qai-appbuilder-demo/sesr_m5.md | 9 +
.../qai-appbuilder-demo/shufflenet_v2.md | 9 +
.../qai-appbuilder-demo/squeezenet1_1.md | 9 +
.../npu-dev/qai-appbuilder-demo/vit.md | 9 +
.../qai-appbuilder-demo/wideresnet50.md | 9 +
.../npu-dev/qai-appbuilder-demo/xlsr.md | 9 +
.../npu-dev/qai-appbuilder-demo/yolov8-det.md | 9 +
36 files changed, 2130 insertions(+), 2 deletions(-)
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_base_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_tiny_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_b0_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_b4_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_v2s_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_fcn-resnet50_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_levit_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_regnet_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_sesr_m5_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_shufflenet_v2_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_squeezenet1_1_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_vit_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_wideresnet50_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/common/ai/_xlsr_qai-app-builder.mdx
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/README.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/convnext_base.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/convnext_tiny.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_b0.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_b4.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_v2s.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/fcn_resnet50.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/googlenet.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/inception_v3.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/levit.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/quicksrnetmedium.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/real_esrgan_general_x4v3.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/real_esrgan_x4plus.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/regnet.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/sesr_m5.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/shufflenet_v2.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/squeezenet1_1.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/vit.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/wideresnet50.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/xlsr.md
create mode 100644 i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/yolov8-det.md
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_base_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_base_qai-app-builder.mdx
new file mode 100644
index 000000000..97c7302f3
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_base_qai-app-builder.mdx
@@ -0,0 +1,127 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [ConvNext-Base](https://aihub.qualcomm.com/models/convnext_base)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 convnext_base/convnext_base.py
+ ```
+
+
+
+ ```bash
+ $ python3 convnext_base/convnext_base.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/convnext_base
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 193.9ms [WARNING] Time: Read model file to memory. 71.69
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 269.5ms [WARNING] Time: contextCreateFromBinary. 75.47
+
+ 269.5ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 270.9ms [WARNING] Time: model_initialize convnext_base 270.85
+
+ 348.3ms [WARNING] Time: model_inference convnext_base 30.17
+
+ Top 5 predictions for image:
+
+ Samoyed 0.8726790547
+ Pomeranian 0.0192712061
+ keeshond 0.0150661934
+ Japanese spaniel 0.0032834315
+ Eskimo dog 0.0020474677
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 365.5ms [WARNING] Time: model_destroy convnext_base 14.44
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_tiny_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_tiny_qai-app-builder.mdx
new file mode 100644
index 000000000..3c19fd9ce
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_tiny_qai-app-builder.mdx
@@ -0,0 +1,263 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [ConvNext-Tiny](https://aihub.qualcomm.com/models/convnext_tiny)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 convnext_tiny/convnext_tiny.py
+ ```
+
+
+
+ ```bash
+ $ python3 convnext_tiny/convnext_tiny.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/convnext_tiny
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 132.1ms [WARNING] Time: Read model file to memory. 15.88
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 176.1ms [WARNING] Time: contextCreateFromBinary. 44.01
+
+ 176.2ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 176.6ms [WARNING] Time: model_initialize convnext_tiny 176.53
+
+ 245.2ms [WARNING] Time: model_inference convnext_tiny 11.95
+
+ Top 5 predictions for image:
+
+ Samoyed 0.637629509
+ Pomeranian 0.1382825226
+ keeshond 0.0217001885
+ Arctic fox 0.0138142202
+ white wolf 0.0115938596
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 263.1ms [WARNING] Time: model_destroy convnext_tiny 15.29
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
+
+---
+
+## English Translation (For Review)
+
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [ConvNext-Tiny](https://aihub.qualcomm.com/models/convnext_tiny)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 convnext_tiny/convnext_tiny.py
+ ```
+
+
+
+ ```bash
+ $ python3 convnext_tiny/convnext_tiny.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/convnext_tiny
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 132.1ms [WARNING] Time: Read model file to memory. 15.88
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 176.1ms [WARNING] Time: contextCreateFromBinary. 44.01
+
+ 176.2ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 176.6ms [WARNING] Time: model_initialize convnext_tiny 176.53
+
+ 245.2ms [WARNING] Time: model_inference convnext_tiny 11.95
+
+ Top 5 predictions for image:
+
+ Samoyed 0.637629509
+ Pomeranian 0.1382825226
+ keeshond 0.0217001885
+ Arctic fox 0.0138142202
+ white wolf 0.0115938596
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 263.1ms [WARNING] Time: model_destroy convnext_tiny 15.29
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
+
+```
+
+```
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_b0_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_b0_qai-app-builder.mdx
new file mode 100644
index 000000000..41b1230ef
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_b0_qai-app-builder.mdx
@@ -0,0 +1,127 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [EfficientNet-B0](https://aihub.qualcomm.com/models/efficientnet_b0)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 efficientnet_b0/efficientnet_b0.py
+ ```
+
+
+
+ ```bash
+ $ python3 efficientnet_b0/efficientnet_b0.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/efficientnet_b0
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 122.3ms [WARNING] Time: Read model file to memory. 5.33
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 143.3ms [WARNING] Time: contextCreateFromBinary. 20.87
+
+ 143.3ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 143.7ms [WARNING] Time: model_initialize efficientnet_b0 143.64
+
+ 214.6ms [WARNING] Time: model_inference efficientnet_b0 6.08
+
+ Top 5 predictions for image:
+
+ Samoyed 0.6965298057
+ Pomeranian 0.1052966565
+ keeshond 0.0131986532
+ Eskimo dog 0.0075131184
+ Arctic fox 0.0056676473
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 235.9ms [WARNING] Time: model_destroy efficientnet_b0 18.66
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_b4_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_b4_qai-app-builder.mdx
new file mode 100644
index 000000000..4337a8827
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_b4_qai-app-builder.mdx
@@ -0,0 +1,128 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [EfficientNet-B4](https://aihub.qualcomm.com/models/efficientnet_b4)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 efficientnet_b4/efficientnet_b4.py
+ ```
+
+
+
+ ```bash
+ $ python3 efficientnet_b4/efficientnet_b4.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/efficientnet_b4
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 134.2ms [WARNING] Time: Read model file to memory. 15.52
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 197.4ms [WARNING] Time: contextCreateFromBinary. 63.07
+
+ 197.4ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 197.8ms [WARNING] Time: model_initialize efficientnet_b4 197.73
+
+ 271.4ms [WARNING] Time: model_inference efficientnet_b4 12.60
+
+ Top 5 predictions for image:
+
+ Samoyed 0.9568610787
+ Pomeranian 0.0066686491
+ keeshond 0.0054634647
+ chow 0.0010403089
+ Eskimo dog 0.0007608762
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 287.8ms [WARNING] Time: model_destroy efficientnet_b4 13.65
+
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_v2s_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_v2s_qai-app-builder.mdx
new file mode 100644
index 000000000..2635cd324
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_efficientnet_v2s_qai-app-builder.mdx
@@ -0,0 +1,127 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [EfficientNet-V2-s](https://aihub.qualcomm.com/models/efficientnet_v2_s)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 efficientnet_v2_s/efficientnet_v2_s.py
+ ```
+
+
+
+ ```bash
+ $ python3 efficientnet_v2_s/efficientnet_v2_s.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/efficientnet_v2_s
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 129.0ms [WARNING] Time: Read model file to memory. 11.18
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 158.9ms [WARNING] Time: contextCreateFromBinary. 29.89
+
+ 159.0ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 159.4ms [WARNING] Time: model_initialize efficientnet_v2_s 159.34
+
+ 227.4ms [WARNING] Time: model_inference efficientnet_v2_s 10.06
+
+ Top 5 predictions for image:
+
+ Samoyed 0.7607400417
+ keeshond 0.0230328161
+ Pomeranian 0.0204458293
+ white wolf 0.0193288065
+ Arctic fox 0.0062915389
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 239.8ms [WARNING] Time: model_destroy efficientnet_v2_s 9.40
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_fcn-resnet50_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_fcn-resnet50_qai-app-builder.mdx
new file mode 100644
index 000000000..ee343f6d6
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_fcn-resnet50_qai-app-builder.mdx
@@ -0,0 +1,129 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [FCN-ResNet50](https://aihub.qualcomm.com/compute/models/fcn_resnet50)
+image segmentation model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 fcn_resnet50/fcn_resnet50.py --image ./input.jpg
+ ```
+
+
+
+ ```bash
+ $ python3 fcn_resnet50/fcn_resnet50.py --image ./input.jpg
+ Current file directory: /mnt/ssd/git_clone/ai-engine-direct-helper/samples/linux/python/fcn_resnet50
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 127.2ms [WARNING] Time: Read model file to memory. 12.72
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 185.9ms [WARNING] Time: contextCreateFromBinary. 58.58
+
+ 186.0ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 187.1ms [WARNING] Time: model_initialize fcn_resnet50 187.09
+
+ 385.4ms [WARNING] Time: model_inference fcn_resnet50 112.79
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 463.2ms [WARNING] Time: model_destroy fcn_resnet50 10.20
+ ```
+
+- Output results
+
+
+

+ output image
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_levit_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_levit_qai-app-builder.mdx
new file mode 100644
index 000000000..793ba432e
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_levit_qai-app-builder.mdx
@@ -0,0 +1,127 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [LeViT](https://aihub.qualcomm.com/models/levit)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 levit/levit.py
+ ```
+
+
+
+ ```bash
+ $ python3 levit/levit.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/levit
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 120.8ms [WARNING] Time: Read model file to memory. 4.10
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 147.6ms [WARNING] Time: contextCreateFromBinary. 26.69
+
+ 147.6ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 148.5ms [WARNING] Time: model_initialize levit 148.48
+
+ 226.3ms [WARNING] Time: model_inference levit 5.23
+
+ Top 5 predictions for image:
+
+ Samoyed 0.6532489061
+ Pomeranian 0.0412057079
+ acorn 0.013004588
+ wallaby 0.007310994
+ keeshond 0.0034880731
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 239.0ms [WARNING] Time: model_destroy levit 10.01
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_qai-appbuilder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_qai-appbuilder.mdx
index 2cf77c843..61928bdf2 100644
--- a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_qai-appbuilder.mdx
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_qai-appbuilder.mdx
@@ -74,7 +74,7 @@ export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:$QNN_SDK_ROOT/lib/aarch64-oe-linux-gcc11
-### 编译 qai_appbuilder
+### Compile qai_appbuilder
#### Create a Virtual Environment
@@ -106,7 +106,7 @@ python3 setup.py bdist_wheel
After compilation, a `qai_appbuilder-2.34.0-cp312-cp312-linux_aarch64.whl` file will be generated in the `dist` directory
-### 安装 qai_appbuilder
+### Install qai_appbuilder
#### Install qai_appbuilder Wheel
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_regnet_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_regnet_qai-app-builder.mdx
new file mode 100644
index 000000000..6c1c36e07
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_regnet_qai-app-builder.mdx
@@ -0,0 +1,127 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [RegNet](https://aihub.qualcomm.com/models/regnet)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 regnet/regnet.py
+ ```
+
+
+
+ ```bash
+ $ python3 regnet/regnet.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/regnet
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 123.3ms [WARNING] Time: Read model file to memory. 9.22
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 143.9ms [WARNING] Time: contextCreateFromBinary. 20.52
+
+ 144.0ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 144.5ms [WARNING] Time: model_initialize regnet 144.44
+
+ 212.3ms [WARNING] Time: model_inference regnet 4.75
+
+ Top 5 predictions for image:
+
+ Samoyed 0.7615189552
+ Pomeranian 0.1356044859
+ keeshond 0.0481537655
+ white wolf 0.0241472572
+ Eskimo dog 0.0072157839
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 223.8ms [WARNING] Time: model_destroy regnet 8.95
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_sesr_m5_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_sesr_m5_qai-app-builder.mdx
new file mode 100644
index 000000000..027b78f59
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_sesr_m5_qai-app-builder.mdx
@@ -0,0 +1,137 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [SESR-M5](https://aihub.qualcomm.com/models/sesr_m5)
+image super-resolution model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 sesr_m5/sesr_m5.py
+ ```
+
+
+
+ ```bash
+ $ python3 sesr_m5/sesr_m5.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/sesr_m5
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 113.8ms [WARNING] Time: Read model file to memory. 0.39
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 119.7ms [WARNING] Time: contextCreateFromBinary. 5.87
+
+ 119.8ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 119.9ms [WARNING] Time: model_initialize sesr_m5 119.89
+
+ 152.4ms [WARNING] Time: model_inference sesr_m5 11.00
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 330.6ms [WARNING] Time: model_destroy sesr_m5 18.65
+
+ /usr/bin/xdg-open: 882: www-browser: not found
+ /usr/bin/xdg-open: 882: links2: not found
+ /usr/bin/xdg-open: 882: elinks: not found
+ /usr/bin/xdg-open: 882: links: not found
+ /usr/bin/xdg-open: 882: lynx: not found
+ /usr/bin/xdg-open: 882: w3m: not found
+ xdg-open: no method available for opening '/tmp/tmpxodzub9w.PNG'
+ ```
+
+
+

+ output image
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_shufflenet_v2_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_shufflenet_v2_qai-app-builder.mdx
new file mode 100644
index 000000000..34056a769
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_shufflenet_v2_qai-app-builder.mdx
@@ -0,0 +1,127 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [ShuffleNet-v2](https://aihub.qualcomm.com/models/shufflenet_v2)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 shufflenet_v2/shufflenet_v2.py
+ ```
+
+
+
+ ```bash
+ $ python3 shufflenet_v2/shufflenet_v2.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/shufflenet_v2
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 115.6ms [WARNING] Time: Read model file to memory. 0.91
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 125.6ms [WARNING] Time: contextCreateFromBinary. 10.02
+
+ 125.7ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 125.9ms [WARNING] Time: model_initialize shufflenet_v2 125.87
+
+ 199.9ms [WARNING] Time: model_inference shufflenet_v2 2.19
+
+ Top 5 predictions for image:
+
+ Samoyed 0.8289067745
+ wallaby 0.0915796161
+ Pomeranian 0.0265247617
+ Great Pyrenees 0.0101179369
+ hare 0.0050830133
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 219.4ms [WARNING] Time: model_destroy shufflenet_v2 17.56
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_squeezenet1_1_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_squeezenet1_1_qai-app-builder.mdx
new file mode 100644
index 000000000..b32faf73f
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_squeezenet1_1_qai-app-builder.mdx
@@ -0,0 +1,127 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [SqueezeNet-1.1](https://aihub.qualcomm.com/models/squeezenet1_1)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 squeezenet1_1/squeezenet1_1.py
+ ```
+
+
+
+ ```bash
+ $ python3 squeezenet1_1/squeezenet1_1.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/squeezenet1_1
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 120.9ms [WARNING] Time: Read model file to memory. 2.75
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 132.8ms [WARNING] Time: contextCreateFromBinary. 11.81
+
+ 133.0ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 133.2ms [WARNING] Time: model_initialize squeezenet1_1 133.16
+
+ 225.5ms [WARNING] Time: model_inference squeezenet1_1 2.50
+
+ Top 5 predictions for image:
+
+ Samoyed 0.8289067745
+ wallaby 0.0915796161
+ Pomeranian 0.0265247617
+ Great Pyrenees 0.0101179369
+ hare 0.0050830133
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 249.2ms [WARNING] Time: model_destroy squeezenet1_1 20.91
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_vit_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_vit_qai-app-builder.mdx
new file mode 100644
index 000000000..9ec57cb20
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_vit_qai-app-builder.mdx
@@ -0,0 +1,127 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [ViT](https://aihub.qualcomm.com/models/vit)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 vit/vit.py
+ ```
+
+
+
+ ```bash
+ $ python3 vit/vit.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/vit
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 148.6ms [WARNING] Time: Read model file to memory. 32.50
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 351.2ms [WARNING] Time: contextCreateFromBinary. 202.52
+
+ 351.2ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 351.9ms [WARNING] Time: model_initialize vit 351.87
+
+ 560.6ms [WARNING] Time: model_inference vit 159.35
+
+ Top 5 predictions for image:
+
+ Samoyed 0.7157644629
+ Pomeranian 0.0566752702
+ keeshond 0.0083217919
+ Eskimo dog 0.0057556415
+ Japanese spaniel 0.003955483
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 585.7ms [WARNING] Time: model_destroy vit 20.11
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_wideresnet50_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_wideresnet50_qai-app-builder.mdx
new file mode 100644
index 000000000..e0a4967fe
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_wideresnet50_qai-app-builder.mdx
@@ -0,0 +1,127 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [WideResNet50](https://aihub.qualcomm.com/models/wideresnet50)
+target recognition model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 wideresnet50/wideresnet50.py
+ ```
+
+
+
+ ```bash
+ $ python3 wideresnet50/wideresnet50.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/wideresnet50
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 146.7ms [WARNING] Time: Read model file to memory. 30.54
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 179.0ms [WARNING] Time: contextCreateFromBinary. 32.18
+
+ 179.0ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 179.5ms [WARNING] Time: model_initialize wideresnet50 179.49
+
+ 243.2ms [WARNING] Time: model_inference wideresnet50 9.66
+
+ Top 5 predictions for image:
+
+ Samoyed 0.8442133665
+ keeshond 0.0415370725
+ Pomeranian 0.0302517358
+ white wolf 0.0258170888
+ chow 0.0072637959
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 258.1ms [WARNING] Time: model_destroy wideresnet50 11.75
+ ```
+
+ The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_xlsr_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_xlsr_qai-app-builder.mdx
new file mode 100644
index 000000000..7ecab7e22
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_xlsr_qai-app-builder.mdx
@@ -0,0 +1,139 @@
+This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [XLSR](https://aihub.qualcomm.com/models/xlsr)
+image super-resolution model using Qualcomm® Hexagon™ Processor (NPU).
+
+**Supported Devices**
+
+| Device | SoC |
+| ---------- | ------- |
+| Dragon Q6A | QCS6490 |
+
+## Install QAI AppBuilder
+
+:::tip
+
+1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
+
+2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
+ :::
+
+## Run Example
+
+### Install Dependencies
+
+
+
+```bash
+pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision matplotlib easyocr qai_hub_models transformers openai-clip
+```
+
+
+
+### Run Script
+
+- Navigate to the example directory
+
+
+
+
+
+
+
+ ```bash
+ cd ai-engine-direct-helper/samples/linux/python
+ ```
+
+
+
+
+
+
+
+- Prepare input image, using the following image as input example
+
+ {" "}
+
+
+

+ input image
+
+
+- Execute inference
+
+
+
+ ```bash
+ python3 xlsr/xlsr.py
+ ```
+
+
+
+ ```bash
+ $ python3 xlsr/xlsr.py
+ Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/xlsr
+ 0.0ms [WARNING] Initializing HtpProvider
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 113.4ms [WARNING] Time: Read model file to memory. 0.41
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 121.2ms [WARNING] Time: contextCreateFromBinary. 7.83
+
+ 121.3ms [WARNING] Time: UnmapViewOfFile. 0.00
+
+ 121.5ms [WARNING] Time: model_initialize xlsr 121.46
+
+ 164.3ms [WARNING] Time: model_inference xlsr 7.48
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ 0.0ms [WARNING] This META does not have Alloc2 Support
+
+ /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:42:dummy call to rpcmem_deinit, rpcmem APIs will be used from libxdsprpc
+ 300.2ms [WARNING] Time: model_destroy xlsr 6.65
+
+ /usr/bin/xdg-open: 882: www-browser: not found
+ /usr/bin/xdg-open: 882: links2: not found
+ /usr/bin/xdg-open: 882: elinks: not found
+ /usr/bin/xdg-open: 882: links: not found
+ /usr/bin/xdg-open: 882: lynx: not found
+ /usr/bin/xdg-open: 882: w3m: not found
+ xdg-open: no method available for opening '/tmp/tmp5i2_qhdq.PNG'
+ ```
+
+ {" "}
+
+
+

+ output image
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/README.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/README.md
new file mode 100644
index 000000000..3cc64c742
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/README.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 9
+---
+
+# Demos
+
+A collection of example models using NPU inference with the Qai-APPBuilder Python API.
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/convnext_base.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/convnext_base.md
new file mode 100644
index 000000000..925a58a7d
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/convnext_base.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# ConvNext-Base Example
+
+import CONVNEXTBASEQAIAPPBUILDER from '../../../../../common/ai/\_convnext_base_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/convnext_tiny.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/convnext_tiny.md
new file mode 100644
index 000000000..944674dbe
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/convnext_tiny.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# ConvNext-Tiny Example
+
+import CONVNEXTTINYQAIAPPBUILDER from '../../../../../common/ai/\_convnext_tiny_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_b0.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_b0.md
new file mode 100644
index 000000000..97e6d8054
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_b0.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# EfficientNet-B0 Example
+
+import EFFICIENTNETB0QAIAPPBUILDER from '../../../../../common/ai/\_efficientnet_b0_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_b4.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_b4.md
new file mode 100644
index 000000000..adec0ebac
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_b4.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# EfficientNet-B4 Example
+
+import EFFICIENTNETB4QAIAPPBUILDER from '../../../../../common/ai/\_efficientnet_b4_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_v2s.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_v2s.md
new file mode 100644
index 000000000..39590afa4
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/efficientnet_v2s.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# EfficientNet-V2-s Example
+
+import EFFICIENTNETV2SQAIAPPBUILDER from '../../../../../common/ai/\_efficientnet_v2s_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/fcn_resnet50.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/fcn_resnet50.md
new file mode 100644
index 000000000..92c6b04c0
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/fcn_resnet50.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# FCN-ResNet50 Example
+
+import FCNRESNRT50QAIAPPBUILDER from '../../../../../common/ai/\_fcn-resnet50_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/googlenet.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/googlenet.md
new file mode 100644
index 000000000..86189704a
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/googlenet.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# GoogLeNet Example
+
+import GOOGLENETQAIAPPBUILDER from '../../../../../common/ai/\_googlenet_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/inception_v3.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/inception_v3.md
new file mode 100644
index 000000000..5398bacdc
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/inception_v3.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# Inception v3 Example
+
+import INCEPTIONV3QAIAPPBUILDER from '../../../../../common/ai/\_inception_v3_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/levit.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/levit.md
new file mode 100644
index 000000000..82cadba87
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/levit.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# LeViT Example
+
+import LEVITQAIAPPBUILDER from '../../../../../common/ai/\_levit_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/quicksrnetmedium.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/quicksrnetmedium.md
new file mode 100644
index 000000000..a84fd3be1
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/quicksrnetmedium.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# QuickSRNetMedium Example
+
+import QUICKSRNETMEDIUMQAIAPPBUILDER from '../../../../../common/ai/\_quicksrnetmedium_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/real_esrgan_general_x4v3.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/real_esrgan_general_x4v3.md
new file mode 100644
index 000000000..61f843978
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/real_esrgan_general_x4v3.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# Real-ESRGAN-General-x4v3 Example
+
+import REALESRGANGENERALX4V3QAIAPPBUILDER from '../../../../../common/ai/\_real-esrgan-general_x4v3_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/real_esrgan_x4plus.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/real_esrgan_x4plus.md
new file mode 100644
index 000000000..e9c68dd86
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/real_esrgan_x4plus.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# Real-ESRGAN-x4plus Example
+
+import REALESRGANX4PLUSQAIAPPBUILDER from '../../../../../common/ai/\_real-esrgan-x4plus_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/regnet.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/regnet.md
new file mode 100644
index 000000000..925d2c2f4
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/regnet.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# RegNet Example
+
+import REGNETQAIAPPBUILDER from '../../../../../common/ai/\_regnet_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/sesr_m5.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/sesr_m5.md
new file mode 100644
index 000000000..b46e8af02
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/sesr_m5.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# SESR-M5 Example
+
+import SESRM5QAIAPPBUILDER from '../../../../../common/ai/\_sesr_m5_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/shufflenet_v2.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/shufflenet_v2.md
new file mode 100644
index 000000000..f6077404f
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/shufflenet_v2.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# Shufflenet-v2 Example
+
+import SHUFFLENETV2QAIAPPBUILDER from '../../../../../common/ai/\_shufflenet_v2_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/squeezenet1_1.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/squeezenet1_1.md
new file mode 100644
index 000000000..63d46839b
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/squeezenet1_1.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# SqueezeNet-1.1 Example
+
+import SQUEEZENET11QAIAPPBUILDER from '../../../../../common/ai/\_squeezenet1_1_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/vit.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/vit.md
new file mode 100644
index 000000000..9d9487dd4
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/vit.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# VIT Example
+
+import VITQAIAPPBUILDER from '../../../../../common/ai/\_vit_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/wideresnet50.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/wideresnet50.md
new file mode 100644
index 000000000..4aa5c1f58
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/wideresnet50.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# WideResNet50 Example
+
+import WIDERESNET50QAIAPPBUILDER from '../../../../../common/ai/\_wideresnet50_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/xlsr.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/xlsr.md
new file mode 100644
index 000000000..38a937940
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/xlsr.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# XLSR Example
+
+import XLSRQAIAPPBUILDER from '../../../../../common/ai/\_xlsr_qai-app-builder.mdx';
+
+
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/yolov8-det.md b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/yolov8-det.md
new file mode 100644
index 000000000..e0ff6cc90
--- /dev/null
+++ b/i18n/en/docusaurus-plugin-content-docs/current/dragon/q6a/app-dev/npu-dev/qai-appbuilder-demo/yolov8-det.md
@@ -0,0 +1,9 @@
+---
+sidebar_position: 0
+---
+
+# YOLOv8-det Example
+
+import YOLOV8DETQAIAPPBUILDER from '../../../../../common/ai/\_yolov8_det_qai-app-builder.mdx';
+
+
From 4eedb02acf218cd308393379a249fbc233b63fad Mon Sep 17 00:00:00 2001
From: Wu MinLong <726485702@qq.com>
Date: Mon, 3 Nov 2025 14:06:55 +0800
Subject: [PATCH 2/5] fix: translate error and import name error
---
.../ai/_convnext_tiny_qai-app-builder.mdx | 134 ------------------
.../qai-appbuilder-demo/fcn_resnet50.md | 4 +-
2 files changed, 2 insertions(+), 136 deletions(-)
diff --git a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_tiny_qai-app-builder.mdx b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_tiny_qai-app-builder.mdx
index 3c19fd9ce..ba385cc68 100644
--- a/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_tiny_qai-app-builder.mdx
+++ b/i18n/en/docusaurus-plugin-content-docs/current/common/ai/_convnext_tiny_qai-app-builder.mdx
@@ -127,137 +127,3 @@ pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
The printed results show that `Samoyed` has the highest confidence, which matches the input image content.
---
-
-## English Translation (For Review)
-
-This document describes using the [QAI AppBuilder](../qai-appbuilder) Python API to perform inference with the [ConvNext-Tiny](https://aihub.qualcomm.com/models/convnext_tiny)
-target recognition model using Qualcomm® Hexagon™ Processor (NPU).
-
-**Supported Devices**
-
-| Device | SoC |
-| ---------- | ------- |
-| Dragon Q6A | QCS6490 |
-
-## Install QAI AppBuilder
-
-:::tip
-
-1. Please install QAI AppBuilder according to [**QAI AppBuilder Installation Guide**](../qai-appbuilder#installation-methods).
-
-2. Please configure QAIRT environment variables according to [**Configure QAIRT Environment Variables**](../qai-appbuilder#configure-qairt-environment-variables).
- :::
-
-## Run Example
-
-### Install Dependencies
-
-
-
-```bash
-pip3 install requests tqdm qai-hub py3_wget opencv-python torch torchvision
-```
-
-
-
-### Run Script
-
-- Navigate to the example directory
-
-
-
-
-
-
-
- ```bash
- cd ai-engine-direct-helper/samples/linux/python
- ```
-
-
-
-
-
-
-
-- Prepare input image, using the following image as input example
-
- {" "}
-
-
-

- input image
-
-
-- Execute inference
-
-
-
- ```bash
- python3 convnext_tiny/convnext_tiny.py
- ```
-
-
-
- ```bash
- $ python3 convnext_tiny/convnext_tiny.py
- Current file directory: /mnt/ssd/qualcomm/701/zzf_fork/ai-engine-direct-helper/samples/linux/python/convnext_tiny
- 0.0ms [WARNING] Initializing HtpProvider
-
- /prj/qct/webtech_scratch20/mlg_user_admin/qaisw_source_repo/rel/qairt-2.37.1/point_release/SNPE_SRC/avante-tools/prebuilt/dsp/hexagon-sdk-5.4.0/ipc/fastrpc/rpcmem/src/rpcmem_android.c:38:dummy call to rpcmem_init, rpcmem APIs will be used from libxdsprpc
- 0.0ms [WARNING] This META does not have Alloc2 Support
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- 0.0ms [WARNING] This META does not have Alloc2 Support
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- 0.0ms [WARNING] This META does not have Alloc2 Support
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- 0.0ms [WARNING] This META does not have Alloc2 Support
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- 132.1ms [WARNING] Time: Read model file to memory. 15.88
-
- 0.0ms [WARNING] This META does not have Alloc2 Support
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- 0.0ms [WARNING] This META does not have Alloc2 Support
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- 0.0ms [WARNING] This META does not have Alloc2 Support
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- 0.0ms [WARNING] This META does not have Alloc2 Support
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- 0.0ms [WARNING] This META does not have Alloc2 Support
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- 0.0ms [WARNING] This META does not have Alloc2 Support
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- 0.0ms [WARNING] This META does not have Alloc2 Support
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- 176.1ms [WARNING] Time: contextCreateFromBinary. 44.01
-
- 176.2ms [WARNING] Time: UnmapViewOfFile. 0.00
-
- 176.6ms [WARNING] Time: model_initialize convnext_tiny 176.53
-
- 245.2ms [WARNING] Time: model_inference convnext_tiny 11.95
-
- Top 5 predictions for image:
-
- Samoyed 0.637629509
- Pomeranian 0.1382825226
- keeshond 0.0217001885
- Arctic fox 0.0138142202
- white wolf 0.0115938596
- 0.0ms [WARNING] This META does not have Alloc2 Support
-
- 0.0ms [WARNING]