[Feat] Add PP-DocTranslation serving code and update docs (#4283)

* Add PP-DocTranslation serving code and update docs

* Fix docs

* Sort in alphebetical order

.precommit/check_imports.py

@@ -32,6 +32,7 @@ from setup import DEP_SPECS, REQUIRED_DEPS
 MOD_TO_DEP = {
     "aiohttp": "aiohttp",
     "baidubce": "bce-python-sdk",
+    "bs4": "beautifulsoup4",
     "chardet": "chardet",
     "chinese_calendar": "chinese-calendar",
     "colorlog": "colorlog",
@@ -83,7 +84,6 @@ MOD_TO_DEP = {
     "ujson": "ujson",
     "uvicorn": "uvicorn",
     "yarl": "yarl",
-    "bs4": "beautifulsoup4",
 }
 assert (
     set(MOD_TO_DEP.values()) == DEP_SPECS.keys()

docs/pipeline_deploy/serving.en.md

@@ -128,131 +128,131 @@ Find the high-stability serving SDK corresponding to the pipeline in the table b
 <tbody>
 <tr>
 <td>PP-ChatOCR-doc v3</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_PP-ChatOCRv3-doc_sdk.tar.gz">paddlex_hps_PP-ChatOCRv3-doc_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_PP-ChatOCRv3-doc_sdk.tar.gz">paddlex_hps_PP-ChatOCRv3-doc_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>General image classification</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_image_classification_sdk.tar.gz">paddlex_hps_image_classification_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_image_classification_sdk.tar.gz">paddlex_hps_image_classification_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>General object detection</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_object_detection_sdk.tar.gz">paddlex_hps_object_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_object_detection_sdk.tar.gz">paddlex_hps_object_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>General instance segmentation</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_instance_segmentation_sdk.tar.gz">paddlex_hps_instance_segmentation_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_instance_segmentation_sdk.tar.gz">paddlex_hps_instance_segmentation_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>General semantic segmentation</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_semantic_segmentation_sdk.tar.gz">paddlex_hps_semantic_segmentation_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_semantic_segmentation_sdk.tar.gz">paddlex_hps_semantic_segmentation_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Image multi-label classification</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_image_multilabel_classification_sdk.tar.gz">paddlex_hps_image_multilabel_classification_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_image_multilabel_classification_sdk.tar.gz">paddlex_hps_image_multilabel_classification_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>General image recognition</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_PP-ShiTuV2_sdk.tar.gz">paddlex_hps_PP-ShiTuV2_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_PP-ShiTuV2_sdk.tar.gz">paddlex_hps_PP-ShiTuV2_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Pedestrian attribute recognition</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_pedestrian_attribute_recognition_sdk.tar.gz">paddlex_hps_pedestrian_attribute_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_pedestrian_attribute_recognition_sdk.tar.gz">paddlex_hps_pedestrian_attribute_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Vehicle attribute recognition</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_vehicle_attribute_recognition_sdk.tar.gz">paddlex_hps_vehicle_attribute_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_vehicle_attribute_recognition_sdk.tar.gz">paddlex_hps_vehicle_attribute_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Face recognition</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_face_recognition_sdk.tar.gz">paddlex_hps_face_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_face_recognition_sdk.tar.gz">paddlex_hps_face_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Small object detection</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_small_object_detection_sdk.tar.gz">paddlex_hps_small_object_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_small_object_detection_sdk.tar.gz">paddlex_hps_small_object_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Image anomaly detection</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_anomaly_detection_sdk.tar.gz">paddlex_hps_anomaly_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_anomaly_detection_sdk.tar.gz">paddlex_hps_anomaly_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Human keypoint detection</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_human_keypoint_detection_sdk.tar.gz">paddlex_hps_human_keypoint_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_human_keypoint_detection_sdk.tar.gz">paddlex_hps_human_keypoint_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Open vocabulary detection</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_open_vocabulary_detection_sdk.tar.gz">paddlex_hps_open_vocabulary_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_open_vocabulary_detection_sdk.tar.gz">paddlex_hps_open_vocabulary_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Open vocabulary segmentation</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_open_vocabulary_segmentation_sdk.tar.gz">paddlex_hps_open_vocabulary_segmentation_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_open_vocabulary_segmentation_sdk.tar.gz">paddlex_hps_open_vocabulary_segmentation_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Rotated object detection</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_rotated_object_detection_sdk.tar.gz">paddlex_hps_rotated_object_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_rotated_object_detection_sdk.tar.gz">paddlex_hps_rotated_object_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>3D multi-modal fusion detection</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_3d_bev_detection_sdk.tar.gz">paddlex_hps_3d_bev_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_3d_bev_detection_sdk.tar.gz">paddlex_hps_3d_bev_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>General OCR</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_OCR_sdk.tar.gz">paddlex_hps_OCR_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_OCR_sdk.tar.gz">paddlex_hps_OCR_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>General table recognition</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_table_recognition_sdk.tar.gz">paddlex_hps_table_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_table_recognition_sdk.tar.gz">paddlex_hps_table_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>General table recognition v2</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_table_recognition_v2_sdk.tar.gz">paddlex_hps_table_recognition_v2_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_table_recognition_v2_sdk.tar.gz">paddlex_hps_table_recognition_v2_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>General layout parsing</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_layout_parsing_sdk.tar.gz">paddlex_hps_layout_parsing_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_layout_parsing_sdk.tar.gz">paddlex_hps_layout_parsing_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>PP-StructureV3</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_PP-StructureV3_sdk.tar.gz">paddlex_hps_PP-StructureV3_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_PP-StructureV3_sdk.tar.gz">paddlex_hps_PP-StructureV3_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Formula recognition</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_formula_recognition_sdk.tar.gz">paddlex_hps_formula_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_formula_recognition_sdk.tar.gz">paddlex_hps_formula_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Seal text recognition</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_seal_recognition_sdk.tar.gz">paddlex_hps_seal_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_seal_recognition_sdk.tar.gz">paddlex_hps_seal_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Document image preprocessing</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_doc_preprocessor_sdk.tar.gz">paddlex_hps_doc_preprocessor_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_doc_preprocessor_sdk.tar.gz">paddlex_hps_doc_preprocessor_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Time series forecasting</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_ts_forecast_sdk.tar.gz">paddlex_hps_ts_forecast_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_ts_forecast_sdk.tar.gz">paddlex_hps_ts_forecast_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Time series anomaly detection</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_ts_anomaly_detection_sdk.tar.gz">paddlex_hps_ts_anomaly_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_ts_anomaly_detection_sdk.tar.gz">paddlex_hps_ts_anomaly_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Time series classification</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_ts_classification_sdk.tar.gz">paddlex_hps_ts_classification_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_ts_classification_sdk.tar.gz">paddlex_hps_ts_classification_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Multilingual speech recognition</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_multilingual_speech_recognition_sdk.tar.gz">paddlex_hps_multilingual_speech_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_multilingual_speech_recognition_sdk.tar.gz">paddlex_hps_multilingual_speech_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>General video classification</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_video_classification_sdk.tar.gz">paddlex_hps_video_classification_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_video_classification_sdk.tar.gz">paddlex_hps_video_classification_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>General video detection</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_video_detection_sdk.tar.gz">paddlex_hps_video_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_video_detection_sdk.tar.gz">paddlex_hps_video_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>Document understanding</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_doc_understanding_sdk.tar.gz">paddlex_hps_doc_understanding_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_doc_understanding_sdk.tar.gz">paddlex_hps_doc_understanding_sdk.tar.gz</a></td>
 </tr>
 </tbody>
 </table>
@@ -308,13 +308,13 @@ First, pull the Docker image as needed:
 - Image supporting deployment with NVIDIA GPU (the machine must have NVIDIA drivers that support CUDA 11.8 installed):
 
     ```bash
-    docker pull ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlex/hps:paddlex3.0.3-gpu
+    docker pull ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlex/hps:paddlex3.1.0-gpu
     ```
 
 - CPU-only Image:
 
     ```bash
-    docker pull ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlex/hps:paddlex3.0.3-cpu
+    docker pull ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlex/hps:paddlex3.1.0-cpu
     ```
 
 With the image prepared, navigate to the `server` directory and execute the following command to run the server:

docs/pipeline_deploy/serving.md

@@ -128,131 +128,131 @@ paddlex --serve --pipeline image_classification --use_hpip
 <tbody>
 <tr>
 <td>文档场景信息抽取 v3</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_PP-ChatOCRv3-doc_sdk.tar.gz">paddlex_hps_PP-ChatOCRv3-doc_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_PP-ChatOCRv3-doc_sdk.tar.gz">paddlex_hps_PP-ChatOCRv3-doc_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用图像分类</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_image_classification_sdk.tar.gz">paddlex_hps_image_classification_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_image_classification_sdk.tar.gz">paddlex_hps_image_classification_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用目标检测</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_object_detection_sdk.tar.gz">paddlex_hps_object_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_object_detection_sdk.tar.gz">paddlex_hps_object_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用实例分割</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_instance_segmentation_sdk.tar.gz">paddlex_hps_instance_segmentation_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_instance_segmentation_sdk.tar.gz">paddlex_hps_instance_segmentation_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用语义分割</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_semantic_segmentation_sdk.tar.gz">paddlex_hps_semantic_segmentation_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_semantic_segmentation_sdk.tar.gz">paddlex_hps_semantic_segmentation_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用图像多标签分类</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_image_multilabel_classification_sdk.tar.gz">paddlex_hps_image_multilabel_classification_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_image_multilabel_classification_sdk.tar.gz">paddlex_hps_image_multilabel_classification_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用图像识别</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_PP-ShiTuV2_sdk.tar.gz">paddlex_hps_PP-ShiTuV2_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_PP-ShiTuV2_sdk.tar.gz">paddlex_hps_PP-ShiTuV2_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>行人属性识别</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_pedestrian_attribute_recognition_sdk.tar.gz">paddlex_hps_pedestrian_attribute_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_pedestrian_attribute_recognition_sdk.tar.gz">paddlex_hps_pedestrian_attribute_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>车辆属性识别</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_vehicle_attribute_recognition_sdk.tar.gz">paddlex_hps_vehicle_attribute_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_vehicle_attribute_recognition_sdk.tar.gz">paddlex_hps_vehicle_attribute_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>人脸识别</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_face_recognition_sdk.tar.gz">paddlex_hps_face_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_face_recognition_sdk.tar.gz">paddlex_hps_face_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>小目标检测</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_small_object_detection_sdk.tar.gz">paddlex_hps_small_object_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_small_object_detection_sdk.tar.gz">paddlex_hps_small_object_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>图像异常检测</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_anomaly_detection_sdk.tar.gz">paddlex_hps_anomaly_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_anomaly_detection_sdk.tar.gz">paddlex_hps_anomaly_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>人体关键点检测</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_human_keypoint_detection_sdk.tar.gz">paddlex_hps_human_keypoint_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_human_keypoint_detection_sdk.tar.gz">paddlex_hps_human_keypoint_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>开放词汇检测</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_open_vocabulary_detection_sdk.tar.gz">paddlex_hps_open_vocabulary_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_open_vocabulary_detection_sdk.tar.gz">paddlex_hps_open_vocabulary_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>开放词汇分割</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_open_vocabulary_segmentation_sdk.tar.gz">paddlex_hps_open_vocabulary_segmentation_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_open_vocabulary_segmentation_sdk.tar.gz">paddlex_hps_open_vocabulary_segmentation_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>旋转目标检测</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_rotated_object_detection_sdk.tar.gz">paddlex_hps_rotated_object_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_rotated_object_detection_sdk.tar.gz">paddlex_hps_rotated_object_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>3D 多模态融合检测</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_3d_bev_detection_sdk.tar.gz">paddlex_hps_3d_bev_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_3d_bev_detection_sdk.tar.gz">paddlex_hps_3d_bev_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用 OCR</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_OCR_sdk.tar.gz">paddlex_hps_OCR_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_OCR_sdk.tar.gz">paddlex_hps_OCR_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用表格识别</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_table_recognition_sdk.tar.gz">paddlex_hps_table_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_table_recognition_sdk.tar.gz">paddlex_hps_table_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用表格识别 v2</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_table_recognition_v2_sdk.tar.gz">paddlex_hps_table_recognition_v2_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_table_recognition_v2_sdk.tar.gz">paddlex_hps_table_recognition_v2_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用版面解析</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_layout_parsing_sdk.tar.gz">paddlex_hps_layout_parsing_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_layout_parsing_sdk.tar.gz">paddlex_hps_layout_parsing_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用版面解析 v3</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_PP-StructureV3_sdk.tar.gz">paddlex_hps_PP-StructureV3_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_PP-StructureV3_sdk.tar.gz">paddlex_hps_PP-StructureV3_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>公式识别</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_formula_recognition_sdk.tar.gz">paddlex_hps_formula_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_formula_recognition_sdk.tar.gz">paddlex_hps_formula_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>印章文本识别</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_seal_recognition_sdk.tar.gz">paddlex_hps_seal_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_seal_recognition_sdk.tar.gz">paddlex_hps_seal_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>文档图像预处理</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_doc_preprocessor_sdk.tar.gz">paddlex_hps_doc_preprocessor_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_doc_preprocessor_sdk.tar.gz">paddlex_hps_doc_preprocessor_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>时序预测</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_ts_forecast_sdk.tar.gz">paddlex_hps_ts_forecast_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_ts_forecast_sdk.tar.gz">paddlex_hps_ts_forecast_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>时序异常检测</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_ts_anomaly_detection_sdk.tar.gz">paddlex_hps_ts_anomaly_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_ts_anomaly_detection_sdk.tar.gz">paddlex_hps_ts_anomaly_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>时序分类</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_ts_classification_sdk.tar.gz">paddlex_hps_ts_classification_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_ts_classification_sdk.tar.gz">paddlex_hps_ts_classification_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>多语种语音识别</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_multilingual_speech_recognition_sdk.tar.gz">paddlex_hps_multilingual_speech_recognition_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_multilingual_speech_recognition_sdk.tar.gz">paddlex_hps_multilingual_speech_recognition_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用视频分类</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_video_classification_sdk.tar.gz">paddlex_hps_video_classification_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_video_classification_sdk.tar.gz">paddlex_hps_video_classification_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>通用视频检测</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_video_detection_sdk.tar.gz">paddlex_hps_video_detection_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_video_detection_sdk.tar.gz">paddlex_hps_video_detection_sdk.tar.gz</a></td>
 </tr>
 <tr>
 <td>文档理解</td>
-<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.0.3/paddlex_hps_doc_understanding_sdk.tar.gz">paddlex_hps_doc_understanding_sdk.tar.gz</a></td>
+<td><a href="https://paddle-model-ecology.bj.bcebos.com/paddlex/PaddleX3.0/deploy/paddlex_hps/public/sdks/v3.1.0/paddlex_hps_doc_understanding_sdk.tar.gz">paddlex_hps_doc_understanding_sdk.tar.gz</a></td>
 </tr>
 </tbody>
 </table>
@@ -308,13 +308,13 @@ paddlex --serve --pipeline image_classification --use_hpip
 - 支持使用 NVIDIA GPU 部署的镜像（机器上需要安装有支持 CUDA 11.8 的 NVIDIA 驱动）：
 
     ```bash
-    docker pull ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlex/hps:paddlex3.0.3-gpu
+    docker pull ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlex/hps:paddlex3.1.0-gpu
     ```
 
 - CPU-only 镜像：
 
     ```bash
-    docker pull ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlex/hps:paddlex3.0.3-cpu
+    docker pull ccr-2vdh3abv-pub.cnc.bj.baidubce.com/paddlex/hps:paddlex3.1.0-cpu
     ```
 
 准备好镜像后，切换到 `server` 目录，执行如下命令运行服务器：

docs/pipeline_usage/tutorials/cv_pipelines/face_recognition.en.md

@@ -917,26 +917,6 @@ Below is the API reference for basic service deployment and multi-language servi
 <td>Yes</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>
-Whether to return the final visualization image and intermediate images during the processing.<br/>
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>If <code>true</code> is provided: return images.</li>
-<li>If <code>false</code> is provided: do not return any images.</li>
-<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
-</ul>
-<br/>
-For example, adding the following setting to the pipeline config file:<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
-If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
-</td>
-<td>No</td>
-</tr>
-<tr>
 <td><code>indexKey</code></td>
 <td><code>string</code></td>
 <td>The key corresponding to the index. Provided by the <code>buildIndex</code> operation.</td>
@@ -966,6 +946,26 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <td>Please refer to description of the <code>topk</code> parameter of the pipeline object's <code>predict</code> method.</td>
 <td>No</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>
+Whether to return the final visualization image and intermediate images during the processing.<br/>
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>If <code>true</code> is provided: return images.</li>
+<li>If <code>false</code> is provided: do not return any images.</li>
+<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
+</ul>
+<br/>
+For example, adding the following setting to the pipeline config file:<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
+If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
+</td>
+<td>No</td>
+</tr>
 </tbody>
 </table>
 <ul>
@@ -1051,7 +1051,7 @@ import sys
 
 import requests
 
-API_BASE_URL = "<url id="cu9nt776o68pmutlr330" status="failed" title="" type="url" wc="0">http://0.0.0.0:8080"</url>
+API_BASE_URL = "http://127.0.0.1:8080"
 
 base_image_label_pairs = [
     {"image": "./demo0.jpg", "label": "ID0"},

docs/pipeline_usage/tutorials/cv_pipelines/face_recognition.md

@@ -914,23 +914,6 @@ data_root             # 数据集根目录，目录名称可以改变
 <td>是</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>是否返回可视化结果图以及处理过程中的中间图像等。
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>传入 <code>true</code>：返回图像。</li>
-<li>传入 <code>false</code>：不返回图像。</li>
-<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
-</ul>
-<br/>例如，在产线配置文件中添加如下字段：<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
-</td>
-<td>否</td>
-</tr>
-<tr>
 <td><code>indexKey</code></td>
 <td><code>string</code></td>
 <td>索引对应的键。由<code>buildIndex</code>操作提供。</td>
@@ -960,6 +943,23 @@ data_root             # 数据集根目录，目录名称可以改变
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>topk</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
 </tbody>
 </table>
 <ul>
@@ -1046,7 +1046,7 @@ import sys
 
 import requests
 
-API_BASE_URL = "http://0.0.0.0:8080"
+API_BASE_URL = "http://127.0.0.1:8080"
 
 base_image_label_pairs = [
     {"image": "./demo0.jpg", "label": "ID0"},

docs/pipeline_usage/tutorials/cv_pipelines/general_image_recognition.en.md

@@ -872,26 +872,6 @@ Below is the API reference for basic service deployment and multi-language servi
 <td>Yes</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>
-Whether to return the final visualization image and intermediate images during the processing.<br/>
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>If <code>true</code> is provided: return images.</li>
-<li>If <code>false</code> is provided: do not return any images.</li>
-<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
-</ul>
-<br/>
-For example, adding the following setting to the pipeline config file:<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
-If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
-</td>
-<td>No</td>
-</tr>
-<tr>
 <td><code>indexKey</code></td>
 <td><code>string</code></td>
 <td>The key corresponding to the index. Provided by the <code>buildIndex</code> operation.</td>
@@ -921,6 +901,26 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <td>Please refer to the description of the <code>topk</code> parameter of the pipeline object's <code>predict</code> method.</td>
 <td>No</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>
+Whether to return the final visualization image and intermediate images during the processing.<br/>
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>If <code>true</code> is provided: return images.</li>
+<li>If <code>false</code> is provided: do not return any images.</li>
+<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
+</ul>
+<br/>
+For example, adding the following setting to the pipeline config file:<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
+If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
+</td>
+<td>No</td>
+</tr>
 </tbody>
 </table>
 <ul>
@@ -1006,7 +1006,7 @@ import sys
 
 import requests
 
-API_BASE_URL = "http://0.0.0.0:8080"
+API_BASE_URL = "http://127.0.0.1:8080"
 
 base_image_label_pairs = [
     {"image": "./demo0.jpg", "label": "Rabbit"},

docs/pipeline_usage/tutorials/cv_pipelines/general_image_recognition.md

@@ -870,23 +870,6 @@ data_root             # 数据集根目录，目录名称可以改变
 <td>是</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>是否返回可视化结果图以及处理过程中的中间图像等。
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>传入 <code>true</code>：返回图像。</li>
-<li>传入 <code>false</code>：不返回图像。</li>
-<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
-</ul>
-<br/>例如，在产线配置文件中添加如下字段：<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
-</td>
-<td>否</td>
-</tr>
-<tr>
 <td><code>indexKey</code></td>
 <td><code>string</code></td>
 <td>索引对应的键。由<code>buildIndex</code>操作提供。</td>
@@ -916,6 +899,23 @@ data_root             # 数据集根目录，目录名称可以改变
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>topk</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
 </tbody>
 </table>
 <ul>
@@ -1002,7 +1002,7 @@ import sys
 
 import requests
 
-API_BASE_URL = "http://0.0.0.0:8080"
+API_BASE_URL = "http://127.0.0.1:8080"
 
 base_image_label_pairs = [
     {"image": "./demo0.jpg", "label": "兔子"},

docs/pipeline_usage/tutorials/cv_pipelines/human_keypoint_detection.en.md

@@ -653,6 +653,12 @@ Below are the API references and multi-language service invocation examples for
 <td>Yes</td>
 </tr>
 <tr>
+<td><code>detThreshold</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>Threshold for human detection model.</td>
+<td>No</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -672,12 +678,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>detThreshold</code></td>
-<td><code>number</code> | <code>null</code></td>
-<td>Threshold for human detection model.</td>
-<td>No</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/human_keypoint_detection.md

@@ -646,6 +646,12 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>detThreshold</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>人体检测模型阈值</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -662,12 +668,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>detThreshold</code></td>
-<td><code>number</code> | <code>null</code></td>
-<td>人体检测模型阈值</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/image_classification.en.md

@@ -1368,6 +1368,12 @@ Below are the API references for basic service deployment and examples of multi-
 <td>Yes</td>
 </tr>
 <tr>
+<td><code>topk</code></td>
+<td><code>integer</code> | <code>null</code></td>
+<td>Pleaser to ription of the <code>topk</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -1387,12 +1393,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>topk</code></td>
-<td><code>integer</code> | <code>null</code></td>
-<td>Pleaser to ription of the <code>topk</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/image_classification.md

@@ -1179,6 +1179,12 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>topk</code></td>
+<td><code>integer</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>topk</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -1195,12 +1201,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>topk</code></td>
-<td><code>integer</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>topk</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/image_multi_label_classification.en.md

@@ -472,6 +472,12 @@ Below is the API reference for basic service deployment and multi-language servi
 <td>Yes</td>
 </tr>
 <tr>
+<td><code>threshold</code></td>
+<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -491,12 +497,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>threshold</code></td>
-<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/image_multi_label_classification.md

@@ -471,6 +471,12 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>threshold</code></td>
+<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>threshold</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -487,12 +493,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>threshold</code></td>
-<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>threshold</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/instance_segmentation.en.md

@@ -596,6 +596,12 @@ Below are the API references for basic service deployment and examples of multi-
 <td>Yes</td>
 </tr>
 <tr>
+<td><code>threshold</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -615,12 +621,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>threshold</code></td>
-<td><code>number</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/instance_segmentation.md

@@ -596,6 +596,12 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>threshold</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>threshold</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -612,12 +618,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>threshold</code></td>
-<td><code>number</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>threshold</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/object_detection.en.md

@@ -826,6 +826,13 @@ Below is the API reference for basic service deployment and multi-language servi
 <td>The URL of an image file accessible by the server or the Base64-encoded content of the image file.</td>
 <td>Yes</td>
 <tr>
+<td><code>threshold</code></td>
+<td><code>number</code> | <code>object</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -845,13 +852,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>threshold</code></td>
-<td><code>number</code> | <code>object</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/object_detection.md

@@ -835,6 +835,12 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>threshold</code></td>
+<td><code>number</code> | <code>object</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>threshold</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -851,12 +857,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>threshold</code></td>
-<td><code>number</code> | <code>object</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>threshold</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/open_vocabulary_detection.en.md

@@ -457,6 +457,18 @@ Below are the API references and multi-language service invocation examples for
 <td>Yes</td>
 </tr>
 <tr>
+<td><code>prompt</code></td>
+<td><code>string</code></td>
+<td>The text prompt used for prediction.</td>
+<td>Yes</td>
+</tr>
+<tr>
+<td><code>thresholds</code></td>
+<td><code>object</code> | <code>null</code></td>
+<td>The thresholds used by the model for prediction.</td>
+<td>No</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -476,18 +488,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>prompt</code></td>
-<td><code>string</code></td>
-<td>The text prompt used for prediction.</td>
-<td>Yes</td>
-</tr>
-<tr>
-<td><code>thresholds</code></td>
-<td><code>object</code> | <code>null</code></td>
-<td>The thresholds used by the model for prediction.</td>
-<td>No</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/open_vocabulary_detection.md

@@ -457,6 +457,18 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>prompt</code></td>
+<td><code>string</code></td>
+<td>预测使用的文本提示词。</td>
+<td>是</td>
+</tr>
+<tr>
+<td><code>thresholds</code></td>
+<td><code>object</code> | <code>null</code></td>
+<td>模型预测使用的阈值。</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -473,18 +485,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>prompt</code></td>
-<td><code>string</code></td>
-<td>预测使用的文本提示词。</td>
-<td>是</td>
-</tr>
-<tr>
-<td><code>thresholds</code></td>
-<td><code>object</code> | <code>null</code></td>
-<td>模型预测使用的阈值。</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/open_vocabulary_segmentation.en.md

@@ -463,6 +463,18 @@ Below are the API references and multi-language service invocation examples for
 <td>Yes</td>
 </tr>
 <tr>
+<td><code>prompt</code></td>
+<td><code>array</code></td>
+<td>The prompt used for prediction.</td>
+<td>Yes</td>
+</tr>
+<tr>
+<td><code>promptType</code></td>
+<td><code>string</code></td>
+<td>The type of prompt used for prediction.</td>
+<td>Yes</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -482,18 +494,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>prompt</code></td>
-<td><code>array</code></td>
-<td>The prompt used for prediction.</td>
-<td>Yes</td>
-</tr>
-<tr>
-<td><code>promptType</code></td>
-<td><code>string</code></td>
-<td>The type of prompt used for prediction.</td>
-<td>Yes</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/open_vocabulary_segmentation.md

@@ -458,6 +458,18 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>prompt</code></td>
+<td><code>array</code></td>
+<td>预测使用的提示。</td>
+<td>是</td>
+</tr>
+<tr>
+<td><code>promptType</code></td>
+<td><code>string</code></td>
+<td>预测使用的提示类型。</td>
+<td>是</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -474,18 +486,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>prompt</code></td>
-<td><code>array</code></td>
-<td>预测使用的提示。</td>
-<td>是</td>
-</tr>
-<tr>
-<td><code>promptType</code></td>
-<td><code>string</code></td>
-<td>预测使用的提示类型。</td>
-<td>是</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/pedestrian_attribute_recognition.en.md

@@ -501,6 +501,18 @@ Below are the API references for basic serving deployment and examples of multi-
 <td>Yes</td>
 </tr>
 <tr>
+<td><code>detThreshold</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>det_threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
+<td><code>clsThreshold</code></td>
+<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>cls_threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -520,18 +532,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>detThreshold</code></td>
-<td><code>number</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>det_threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
-<tr>
-<td><code>clsThreshold</code></td>
-<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>cls_threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/pedestrian_attribute_recognition.md

@@ -496,6 +496,18 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>detThreshold</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>det_threshold</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>clsThreshold</code></td>
+<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>cls_threshold</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -512,18 +524,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>detThreshold</code></td>
-<td><code>number</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>det_threshold</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
-<tr>
-<td><code>clsThreshold</code></td>
-<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>cls_threshold</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/rotated_object_detection.en.md

@@ -446,6 +446,12 @@ Below are the API references and multi-language service call examples for basic
 <td>Yes</td>
 </tr>
 <tr>
+<td><code>threshold</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -465,18 +471,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>detThreshold</code></td>
-<td><code>number</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>det_threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
-<tr>
-<td><code>clsThreshold</code></td>
-<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>cls_threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/rotated_object_detection.md

@@ -445,6 +445,12 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>threshold</code></td>
+<td><code>number</code> | <code>object</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>threshold</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -461,12 +467,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>threshold</code></td>
-<td><code>number</code> | <code>object</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>threshold</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/semantic_segmentation.en.md

@@ -617,6 +617,12 @@ Below are the API references for basic service deployment and examples of multi-
 <td>Yes</td>
 </tr>
 <tr>
+<td><code>targetSize</code></td>
+<td><code>integer</code> | <code>array</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>target_size</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -636,12 +642,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>targetSize</code></td>
-<td><code>integer</code> | <code>array</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>target_size</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/semantic_segmentation.md

@@ -622,6 +622,12 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>targetSize</code></td>
+<td><code>integer</code> | <code>array</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>target_size</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -638,12 +644,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>targetSize</code></td>
-<td><code>integer</code> | <code>array</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>target_size</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/small_object_detection.en.md

@@ -464,6 +464,12 @@ Below is the API reference for basic service deployment and multi-language servi
 <td>Yes</td>
 </tr>
 <tr>
+<td><code>threshold</code></td>
+<td><code>number</code> | <code>object</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -483,12 +489,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>threshold</code></td>
-<td><code>number</code> | <code>object</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/small_object_detection.md

@@ -466,6 +466,12 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>threshold</code></td>
+<td><code>number</code> | <code>object</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>threshold</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -482,12 +488,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>threshold</code></td>
-<td><code>number</code> | <code>object</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>threshold</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/vehicle_attribute_recognition.en.md

@@ -482,6 +482,18 @@ Below are the API references for basic serving deployment and multi-language ser
 <td>Yes</td>
 </tr>
 <tr>
+<td><code>detThreshold</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>det_threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
+<td><code>clsThreshold</code></td>
+<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>cls_threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -501,18 +513,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>detThreshold</code></td>
-<td><code>number</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>det_threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
-<tr>
-<td><code>clsThreshold</code></td>
-<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>cls_threshold</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/cv_pipelines/vehicle_attribute_recognition.md

@@ -493,6 +493,18 @@ for res in output:
 <td>是</td>
 </tr>
 <tr>
+<td><code>detThreshold</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>det_threshold</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>clsThreshold</code></td>
+<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>cls_threshold</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -509,18 +521,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>detThreshold</code></td>
-<td><code>number</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>det_threshold</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
-<tr>
-<td><code>clsThreshold</code></td>
-<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>cls_threshold</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/information_extraction_pipelines/document_scene_information_extraction_v3.en.md

@@ -1322,26 +1322,6 @@ To remove the page limit, please add the following configuration to the pipeline
 <td>No</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>
-Whether to return the final visualization image and intermediate images during the processing.<br/>
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>If <code>true</code> is provided: return images.</li>
-<li>If <code>false</code> is provided: do not return any images.</li>
-<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
-</ul>
-<br/>
-For example, adding the following setting to the pipeline config file:<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
-If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
-</td>
-<td>No</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>visual_predict</code> method.</td>
@@ -1461,6 +1441,26 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <td>Please refer to the description of the <code>seal_rec_score_thresh</code> parameter of the pipeline object's <code>visual_predict</code> method.</td>
 <td>No</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>
+Whether to return the final visualization image and intermediate images during the processing.<br/>
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>If <code>true</code> is provided: return images.</li>
+<li>If <code>false</code> is provided: do not return any images.</li>
+<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
+</ul>
+<br/>
+For example, adding the following setting to the pipeline config file:<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
+If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
+</td>
+<td>No</td>
+</tr>
 </tbody>
 </table>
 <ul>
@@ -1505,7 +1505,7 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <tr>
 <td><code>prunedResult</code></td>
 <td><code>object</code></td>
-<td>A simplified version of the <code>res</code> field in the JSON representation of the results generated by the pipeline's <code>visual_predict</code> method, with the <code>input_path</code> and the <code>page_index</code> fields removed.</td>
+<td>A simplified version of the <code>res</code> field in the JSON representation of the <code>layout_parsing_result</code> generated by the pipeline object's <code>visual_predict</code> method, with the <code>input_path</code> and <code>page_index</code> fields removed.</td>
 </tr>
 <tr>
 <td><code>outputImages</code></td>
@@ -1545,13 +1545,13 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </tr>
 <tr>
 <td><code>minCharacters</code></td>
-<td><code>integer</code> | <code>null</code></td>
-<td>Minimum data length to enable the vector database.</td>
+<td><code>integer</code></td>
+<td>Please refer to the description of the <code>min_characters</code> parameter of the pipeline object's <code>build_vector</code> method.</td>
 <td>No</td>
 </tr>
 <tr>
 <td><code>blockSize</code></td>
-<td><code>int</code> | <code>null</code></td>
+<td><code>integer</code></td>
 <td>Please refer to the description of the <code>block_size</code> parameter of the pipeline object's <code>build_vector</code> method.</td>
 <td>No</td>
 </tr>
@@ -1614,7 +1614,7 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </tr>
 <tr>
 <td><code>useVectorRetrieval</code></td>
-<td><code>boolean</code> | <code>null</code></td>
+<td><code>boolean</code></td>
 <td>Please refer to the description of the <code>use_vector_retrieval</code> parameter of the pipeline object's <code>chat</code> method.</td>
 <td>No</td>
 </tr>
@@ -1627,7 +1627,7 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <tr>
 <td><code>minCharacters</code></td>
 <td><code>integer</code></td>
-<td>Minimum data length to enable the vector database.</td>
+<td>Please refer to the description of the <code>min_characters</code> parameter of the pipeline object's <code>chat</code> method.</td>
 <td>No</td>
 </tr>
 <tr>
@@ -1738,7 +1738,7 @@ import sys
 import requests
 
 
-API_BASE_URL = "http://0.0.0.0:8080"
+API_BASE_URL = "http://127.0.0.1:8080"
 
 file_path = "./demo.jpg"
 keys = ["Name"]

docs/pipeline_usage/tutorials/information_extraction_pipelines/document_scene_information_extraction_v3.md

@@ -1327,23 +1327,6 @@ for res in visual_predict_res:
 <td>否</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>是否返回可视化结果图以及处理过程中的中间图像等。
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>传入 <code>true</code>：返回图像。</li>
-<li>传入 <code>false</code>：不返回图像。</li>
-<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
-</ul>
-<br/>例如，在产线配置文件中添加如下字段：<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
-</td>
-<td>否</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>请参阅产线对象中 <code>visual_predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
@@ -1463,6 +1446,23 @@ for res in visual_predict_res:
 <td>请参阅产线对象中 <code>visual_predict</code> 方法的 <code>seal_rec_score_thresh</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
 </tbody>
 </table>
 <ul>
@@ -1507,7 +1507,7 @@ for res in visual_predict_res:
 <tr>
 <td><code>prunedResult</code></td>
 <td><code>object</code></td>
-<td>产线对象的 <code>visual_predict</code> 方法生成结果的 JSON 表示中 <code>res</code> 字段的简化版本，其中去除了 <code>input_path</code> 和 <code>page_index</code> 字段。</td>
+<td>产线对象的 <code>visual_predict</code> 方法生成的 <code>layout_parsing_result</code> 的 JSON 表示中 <code>res</code> 字段的简化版本，其中去除了 <code>input_path</code> 和 <code>page_index</code> 字段。</td>
 </tr>
 <tr>
 <td><code>outputImages</code></td>
@@ -1547,13 +1547,13 @@ for res in visual_predict_res:
 </tr>
 <tr>
 <td><code>minCharacters</code></td>
-<td><code>integer</code> | <code>null</code></td>
-<td>启用向量数据库的最小数据长度。</td>
+<td><code>integer</code></td>
+<td>请参阅产线对象中 <code>build_vector</code> 方法的 <code>min_characters</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
 <tr>
 <td><code>blockSize</code></td>
-<td><code>int</code> | <code>null</code></td>
+<td><code>integer</code></td>
 <td>请参阅产线对象中 <code>build_vector</code> 方法的 <code>block_size</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
@@ -1616,7 +1616,7 @@ for res in visual_predict_res:
 </tr>
 <tr>
 <td><code>useVectorRetrieval</code></td>
-<td><code>boolean</code> | <code>null</code></td>
+<td><code>boolean</code></td>
 <td>请参阅产线对象中 <code>chat</code> 方法的 <code>use_vector_retrieval</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
@@ -1629,7 +1629,7 @@ for res in visual_predict_res:
 <tr>
 <td><code>minCharacters</code></td>
 <td><code>integer</code></td>
-<td>启用向量数据库的最小数据长度</td>
+<td>请参阅产线对象中 <code>chat</code> 方法的 <code>min_characters</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
 <tr>
@@ -1740,7 +1740,7 @@ import sys
 import requests
 
 
-API_BASE_URL = "http://0.0.0.0:8080"
+API_BASE_URL = "http://127.0.0.1:8080"
 
 file_path = "./demo.jpg"
 keys = ["姓名"]
@@ -2391,6 +2391,7 @@ function send_post_raw($url, $payload) {
 <br/>
 
 📱 <b>端侧部署</b>：端侧部署是一种将计算和数据处理功能放在用户设备本身上的方式，设备可以直接处理数据，而不需要依赖远程的服务器。PaddleX 支持将模型部署在 Android 等端侧设备上，详细的端侧部署流程请参考[PaddleX端侧部署指南](../../../pipeline_deploy/on_device_deployment.md)。
+
 您可以根据需要选择合适的方式部署模型产线，进而进行后续的 AI 应用集成。
 
 ## 4. 二次开发

docs/pipeline_usage/tutorials/information_extraction_pipelines/document_scene_information_extraction_v4.en.md

@@ -1707,32 +1707,6 @@ To remove the page limit, please add the following configuration to the pipeline
 <td>No</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>
-Whether to return the final visualization image and intermediate images during the processing.<br/>
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>If <code>true</code> is provided: return images.</li>
-<li>If <code>false</code> is provided: do not return any images.</li>
-<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
-</ul>
-<br/>
-For example, adding the following setting to the pipeline config file:<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
-If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
-</td>
-<td>No</td>
-</tr>
-<tr>
-<td><code>useDocOrientationClassify</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>visual_predict</code> method.</td>
-<td>No</td>
-</tr>
-<tr>
 <td><code>useDocUnwarping</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>Please refer to the description of the <code>use_doc_unwarping</code> parameter of the pipeline object's <code>visual_predict</code> method.</td>
@@ -1852,6 +1826,32 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <td>Please refer to the description of the <code>seal_rec_score_thresh</code> parameter of the pipeline object's <code>visual_predict</code> method.</td>
 <td>No</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>
+Whether to return the final visualization image and intermediate images during the processing.<br/>
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>If <code>true</code> is provided: return images.</li>
+<li>If <code>false</code> is provided: do not return any images.</li>
+<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
+</ul>
+<br/>
+For example, adding the following setting to the pipeline config file:<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
+If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
+</td>
+<td>No</td>
+</tr>
+<tr>
+<td><code>useDocOrientationClassify</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>visual_predict</code> method.</td>
+<td>No</td>
+</tr>
 </tbody>
 </table>
 <ul>
@@ -1896,7 +1896,7 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <tr>
 <td><code>prunedResult</code></td>
 <td><code>object</code></td>
-<td>A simplified version of the <code>res</code> field in the JSON representation of the results generated by the pipeline's <code>visual_predict</code> method, with the <code>input_path</code> and the <code>page_index</code> fields removed.</td>
+<td>A simplified version of the <code>res</code> field in the JSON representation of the <code>layout_parsing_result</code> generated by the pipeline object's <code>visual_predict</code> method, with the <code>input_path</code> and <code>page_index</code> fields removed.</td>
 </tr>
 <tr>
 <td><code>outputImages</code></td>
@@ -1936,13 +1936,13 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </tr>
 <tr>
 <td><code>minCharacters</code></td>
-<td><code>integer</code> | <code>null</code></td>
-<td>Minimum data length to enable the vector database.</td>
+<td><code>integer</code></td>
+<td>Please refer to the description of the <code>min_characters</code> parameter of the pipeline object's <code>build_vector</code> method.</td>
 <td>No</td>
 </tr>
 <tr>
 <td><code>blockSize</code></td>
-<td><code>int</code> | <code>null</code></td>
+<td><code>integer</code></td>
 <td>Please refer to the description of the <code>block_size</code> parameter of the pipeline object's <code>build_vector</code> method.</td>
 <td>No</td>
 </tr>
@@ -2061,7 +2061,7 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </tr>
 <tr>
 <td><code>useVectorRetrieval</code></td>
-<td><code>boolean</code> | <code>null</code></td>
+<td><code>boolean</code></td>
 <td>Please refer to the description of the <code>use_vector_retrieval</code> parameter of the pipeline object's <code>chat</code> method.</td>
 <td>No</td>
 </tr>
@@ -2074,7 +2074,7 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <tr>
 <td><code>minCharacters</code></td>
 <td><code>integer</code></td>
-<td>Minimum data length to enable the vector database.</td>
+<td>Please refer to the description of the <code>block_size</code> parameter of the pipeline object's <code>chat</code> method.</td>
 <td>No</td>
 </tr>
 <tr>
@@ -2145,7 +2145,7 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </tr>
 <tr>
 <td><code>mllmIntegrationStrategy</code></td>
-<td><code>string</code> | <code>null</code></td>
+<td><code>string</code></td>
 <td>Please refer to the description of the <code>mllm_integration_strategy</code> parameter of the pipeline object's <code>chat</code> method.</td>
 <td>No</td>
 </tr>
@@ -2201,7 +2201,7 @@ import sys
 import requests
 
 
-API_BASE_URL = "http://0.0.0.0:8080"
+API_BASE_URL = "http://127.0.0.1:8080"
 
 image_path = "./demo.jpg"
 keys = ["name"]

docs/pipeline_usage/tutorials/information_extraction_pipelines/document_scene_information_extraction_v4.md

@@ -1693,23 +1693,6 @@ for res in visual_predict_res:
 <td>否</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>是否返回可视化结果图以及处理过程中的中间图像等。
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>传入 <code>true</code>：返回图像。</li>
-<li>传入 <code>false</code>：不返回图像。</li>
-<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
-</ul>
-<br/>例如，在产线配置文件中添加如下字段：<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
-</td>
-<td>否</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>请参阅产线对象中 <code>visual_predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
@@ -1835,6 +1818,23 @@ for res in visual_predict_res:
 <td>请参阅产线对象中 <code>visual_predict</code> 方法的 <code>seal_rec_score_thresh</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
 </tbody>
 </table>
 <ul>
@@ -1879,7 +1879,7 @@ for res in visual_predict_res:
 <tr>
 <td><code>prunedResult</code></td>
 <td><code>object</code></td>
-<td>产线对象的 <code>visual_predict</code> 方法生成结果的 JSON 表示中 <code>res</code> 字段的简化版本，其中去除了 <code>input_path</code> 和 <code>page_index</code> 字段。</td>
+<td>产线对象的 <code>visual_predict</code> 方法生成的 <code>layout_parsing_result</code> 的 JSON 表示中 <code>res</code> 字段的简化版本，其中去除了 <code>input_path</code> 和 <code>page_index</code> 字段。</td>
 </tr>
 <tr>
 <td><code>outputImages</code></td>
@@ -1919,13 +1919,13 @@ for res in visual_predict_res:
 </tr>
 <tr>
 <td><code>minCharacters</code></td>
-<td><code>integer</code> | <code>null</code></td>
-<td>启用向量数据库的最小数据长度。</td>
+<td><code>integer</code></td>
+<td>请参阅产线对象中 <code>build_vector</code> 方法的 <code>min_characters</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
 <tr>
 <td><code>blockSize</code></td>
-<td><code>int</code> | <code>null</code></td>
+<td><code>integer</code></td>
 <td>请参阅产线对象中 <code>build_vector</code> 方法的 <code>block_size</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
@@ -1976,7 +1976,7 @@ for res in visual_predict_res:
 <tbody>
 <tr>
 <td><code>image</code></td>
-<td><code>string</code></code></td>
+<td><code>string</code></td>
 <td>服务器可访问的图像文件的URL或图像文件内容的Base64编码结果。</td>
 <td>是</td>
 </tr>
@@ -2045,7 +2045,7 @@ for res in visual_predict_res:
 </tr>
 <tr>
 <td><code>useVectorRetrieval</code></td>
-<td><code>boolean</code> | <code>null</code></td>
+<td><code>boolean</code></td>
 <td>请参阅产线对象中 <code>chat</code> 方法的 <code>use_vector_retrieval</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
@@ -2058,7 +2058,7 @@ for res in visual_predict_res:
 <tr>
 <td><code>minCharacters</code></td>
 <td><code>integer</code></td>
-<td>启用向量数据库的最小数据长度</td>
+<td>请参阅产线对象中 <code>chat</code> 方法的 <code>min_characters</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
 <tr>
@@ -2129,7 +2129,7 @@ for res in visual_predict_res:
 </tr>
 <tr>
 <td><code>mllmIntegrationStrategy</code></td>
-<td><code>string</code> | <code>null</code></td>
+<td><code>string</code></td>
 <td>请参阅产线对象中 <code>chat</code> 方法的 <code>mllm_integration_strategy</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
@@ -2186,7 +2186,7 @@ import sys
 import requests
 
 
-API_BASE_URL = "http://0.0.0.0:8080"
+API_BASE_URL = "http://127.0.0.1:8080"
 
 image_path = "./demo.jpg"
 keys = ["姓名"]

docs/pipeline_usage/tutorials/ocr_pipelines/OCR.en.md

@@ -1125,26 +1125,6 @@ To remove the page limit, please add the following configuration to the pipeline
 <td>No</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>
-Whether to return the final visualization image and intermediate images during the processing.<br/>
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>If <code>true</code> is provided: return images.</li>
-<li>If <code>false</code> is provided: do not return any images.</li>
-<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
-</ul>
-<br/>
-For example, adding the following setting to the pipeline config file:<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
-If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
-</td>
-<td>No</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>predict</code> method.</td>
@@ -1198,6 +1178,26 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <td>Please refer to the description of the <code>text_rec_score_thresh</code> parameter of the pipeline object's <code>predict</code> method.</td>
 <td>No</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>
+Whether to return the final visualization image and intermediate images during the processing.<br/>
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>If <code>true</code> is provided: return images.</li>
+<li>If <code>false</code> is provided: do not return any images.</li>
+<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
+</ul>
+<br/>
+For example, adding the following setting to the pipeline config file:<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
+If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
+</td>
+<td>No</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/OCR.md

@@ -1102,29 +1102,6 @@ for res in output:
 <td>否</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>是否返回可视化结果图以及处理过程中的中间图像等。
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>传入 <code>true</code>：返回图像。</li>
-<li>传入 <code>false</code>：不返回图像。</li>
-<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
-</ul>
-<br/>例如，在产线配置文件中添加如下字段：<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
-</td>
-<td>否</td>
-</tr>
-<tr>
-<td><code>useDocOrientationClassify</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
-<tr>
 <td><code>useDocUnwarping</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_unwarping</code> 参数相关说明。</td>
@@ -1173,6 +1150,29 @@ for res in output:
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>text_rec_score_thresh</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useDocOrientationClassify</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/PP-DocTranslation.md

@@ -634,7 +634,7 @@ devanagari_PP-OCRv3_mobile_rec_infer.tar">推理模型</a>/<a href="https://padd
                   <ul>
                       <li>GPU：NVIDIA Tesla T4</li>
                       <li>CPU：Intel Xeon Gold 6271C @ 2.60GHz</li>
-                      <li>其他环境：Ubuntu 20.04 / cuDNN 8.6 / TensorRT 8.5.2.2</li>
+                      <li>其他环境：Ubuntu 20.04 / CUDA 11.8 / cuDNN 8.9 / TensorRT 8.6.1.6</li>
                   </ul>
               </li>
           </ul>
@@ -682,7 +682,7 @@ from paddlex import create_pipeline
 pipeline = create_pipeline(pipeline="PP-DocTranslation")
 
 # 文档路径
-img_path = "document_sample.pdf"
+input_path = "document_sample.pdf"
 
 # 输出目录
 output_path = "./output"
@@ -733,6 +733,7 @@ tgt_md_info_list = pipeline.translate(
 for tgt_md_info in tgt_md_info_list:
     tgt_md_info.save_to_markdown(output_path)
 ```
+
 执行上述代码后，您将得到翻译原文的文档解析结果、翻译原文的Markdown文件和翻译后文档的Markdown文件，保存在`output`文件夹中。
 
 # PP-DocTranslation 预测流程、API说明及产出说明
@@ -818,7 +819,7 @@ for tgt_md_info in tgt_md_info_list:
 <li><b>None</b>：如果设置为<code>None</code>, 将默认使用产线初始化的该参数值，初始化为<code>True</code>；</li>
 </ul>
 </td>
-<td><code>None</code></td>
+<td><code>False</code></td>
 </tr>
 <tr>
 <td><code>use_doc_unwarping</code></td>
@@ -830,7 +831,7 @@ for tgt_md_info in tgt_md_info_list:
 <li><b>None</b>：如果设置为<code>None</code>, 将默认使用产线初始化的该参数值，初始化为<code>True</code>；</li>
 </ul>
 </td>
-<td><code>None</code></td>
+<td><code>False</code></td>
 </tr>
 <tr>
 <td><code>use_textline_orientation</code></td>
@@ -890,7 +891,7 @@ for tgt_md_info in tgt_md_info_list:
 <li><b>None</b>：如果设置为<code>None</code>, 将默认使用产线初始化的该参数值，初始化为<code>True</code>；</li>
 </ul>
 </td>
-<td><code>None</code></td>
+<td><code>False</code></td>
 </tr>
 <tr>
 <td><code>use_chart_recognition</code></td>
@@ -902,7 +903,7 @@ for tgt_md_info in tgt_md_info_list:
 <li><b>None</b>：如果设置为<code>None</code>, 将默认使用产线初始化的该参数值，初始化为<code>True</code>；</li>
 </ul>
 </td>
-<td><code>None</code></td>
+<td><code>False</code></td>
 </tr>
 <tr>
 <td><code>use_region_detection</code></td>
@@ -1342,7 +1343,7 @@ for tgt_md_info in tgt_md_info_list:
 - 调用`save_to_json()` 方法会将上述内容保存到指定的 `save_path` 中，如果指定为目录，则保存的路径为`save_path/{your_img_basename}_res.json`，如果指定为文件，则直接保存到该文件中。由于 json 文件不支持保存numpy数组，因此会将其中的 `numpy.array` 类型转换为列表形式。
 - 调用`save_to_img()` 方法会将可视化结果保存到指定的 `save_path` 中，如果指定为目录，则会将版面区域检测可视化图像、全局OCR可视化图像、版面阅读顺序可视化图像等内容保存，如果指定为文件，则直接保存到该文件中。(产线通常包含较多结果图片，不建议直接指定为具体的文件路径，否则多张图会被覆盖，仅保留最后一张图)
 - 调用`save_to_markdown()` 方法会将转化后的 Markdown 文件保存到指定的 `save_path` 中，保存的文件路径为`save_path/{your_img_basename}.md`，如果输入是 PDF 文件，建议直接指定目录，否责多个 markdown 文件会被覆盖。
-- 调用 `concatenate_markdown_pages()` 方法将 `PP-StructureV3 pipeline` 输出的多页Markdown内容`markdown_list`合并为单个完整文档，并返回合并后的Markdown内容。
+- 调用 `concatenate_markdown_pages()` 方法将 PP-DocTranslation 产线输出的多页Markdown内容`markdown_list`合并为单个完整文档，并返回合并后的Markdown内容。
 </details>
 
 <details><summary>（4）调用 <code>translate()</code> 方法执行文档翻译，该方法会返回翻译的 markdown 原文和译文，是一个markdown对象，可以通过执行 <code>save_to_markdown()</code> 方法将需要的部分保存到本地。以下是 <code>translate()</code> 方法的相关参数说明：</summary>
@@ -1442,15 +1443,22 @@ for tgt_md_info in tgt_md_info_list:
 <tr>
 <td><code>chat_bot_config</code></td>
 <td>大语言模型配置</td>
-<td><code>Any|None</code></td>
+<td><code>dict|None</code></td>
 <td>
 <ul>
-<li><b>Dict</b>：模型参数配置字典</li>
+<li><b>dict</b>：模型参数配置字典</li>
 <li><b>None</b>：使用默认配置</li>
 </ul>
 </td>
 <td><code>None</code></td>
 </tr>
+<tr>
+<td><code>llm_request_interval</code></td>
+<td>向大语言模型发送请求的时间间隔，单位为秒。该参数可用于防止过于频繁地调用大语言模型。</td>
+<td><code>float</code></td>
+<td>大于等于0的浮点数</td>
+<td><code>0</code></td>
+</tr>
 </tbody>
 </table>
 
@@ -1524,6 +1532,599 @@ for tgt_md_info in tgt_md_info_list:
 
 ☁️ <b>服务化部署</b>：服务化部署是实际生产环境中常见的一种部署形式。通过将推理功能封装为服务，客户端可以通过网络请求来访问这些服务，以获取推理结果。PaddleX 支持多种产线服务化部署方案，详细的产线服务化部署流程请参考[PaddleX服务化部署指南](../../../pipeline_deploy/serving.md)。
 
+以下是基础服务化部署的API参考与多语言服务调用示例：
+
+<details><summary>API参考</summary>
+<p>对于服务提供的主要操作：</p>
+<ul>
+<li>HTTP请求方法为POST。</li>
+<li>请求体和响应体均为JSON数据（JSON对象）。</li>
+<li>当请求处理成功时，响应状态码为<code>200</code>，响应体的属性如下：</li>
+</ul>
+<table>
+<thead>
+<tr>
+<th>名称</th>
+<th>类型</th>
+<th>含义</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>logId</code></td>
+<td><code>string</code></td>
+<td>请求的UUID。</td>
+</tr>
+<tr>
+<td><code>errorCode</code></td>
+<td><code>integer</code></td>
+<td>错误码。固定为<code>0</code>。</td>
+</tr>
+<tr>
+<td><code>errorMsg</code></td>
+<td><code>string</code></td>
+<td>错误说明。固定为<code>"Success"</code>。</td>
+</tr>
+<tr>
+<td><code>result</code></td>
+<td><code>object</code></td>
+<td>操作结果。</td>
+</tr>
+</tbody>
+</table>
+<ul>
+<li>当请求处理未成功时，响应体的属性如下：</li>
+</ul>
+<table>
+<thead>
+<tr>
+<th>名称</th>
+<th>类型</th>
+<th>含义</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>logId</code></td>
+<td><code>string</code></td>
+<td>请求的UUID。</td>
+</tr>
+<tr>
+<td><code>errorCode</code></td>
+<td><code>integer</code></td>
+<td>错误码。与响应状态码相同。</td>
+</tr>
+<tr>
+<td><code>errorMsg</code></td>
+<td><code>string</code></td>
+<td>错误说明。</td>
+</tr>
+</tbody>
+</table>
+<p>服务提供的主要操作如下：</p>
+<ul>
+<li><b><code>analyzeImages</code></b></li>
+</ul>
+<p>使用计算机视觉模型对图像进行分析，获得OCR、表格识别结果等。</p>
+<p><code>POST /doctrans-visual</code></p>
+<ul>
+<li>请求体的属性如下：</li>
+</ul>
+<table>
+<thead>
+<tr>
+<th>名称</th>
+<th>类型</th>
+<th>含义</th>
+<th>是否必填</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>file</code></td>
+<td><code>string</code></td>
+<td>服务器可访问的图像文件或PDF文件的URL，或上述类型文件内容的Base64编码结果。默认对于超过10页的PDF文件，只有前10页的内容会被处理。<br /> 要解除页数限制，请在产线配置文件中添加以下配置：
+<pre><code>Serving:
+  extra:
+    max_num_input_imgs: null
+</code></pre>
+</td>
+<td>是</td>
+</tr>
+<tr>
+<td><code>fileType</code></td>
+<td><code>integer</code>｜<code>null</code></td>
+<td>文件类型。<code>0</code>表示PDF文件，<code>1</code>表示图像文件。若请求体无此属性，则将根据URL推断文件类型。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useDocOrientationClassify</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useDocUnwarping</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_unwarping</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useTextlineOrientation</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_textline_orientation</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useSealRecognition</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_seal_recognition</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useTableRecognition</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_table_recognition</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useFormulaRecognition</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_formula_recognition</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useChartRecognition</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_chart_recognition</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useRegionDetection</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_region_detection</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>layoutThreshold</code></td>
+<td><code>number</code> | <code>object</code> | </code><code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>layout_threshold</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>layoutNms</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>layout_nms</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>layoutUnclipRatio</code></td>
+<td><code>number</code> | <code>array</code> | <code>object</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>layout_unclip_ratio</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>layoutMergeBboxesMode</code></td>
+<td><code>string</code> | <code>object</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>layout_merge_bboxes_mode</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>textDetLimitSideLen</code></td>
+<td><code>integer</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>text_det_limit_side_len</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>textDetLimitType</code></td>
+<td><code>string</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>text_det_limit_type</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>textDetThresh</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>text_det_thresh</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>textDetBoxThresh</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>text_det_box_thresh</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>textDetUnclipRatio</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>text_det_unclip_ratio</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>textRecScoreThresh</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>text_rec_score_thresh</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>sealDetLimitSideLen</code></td>
+<td><code>integer</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>seal_det_limit_side_len</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>sealDetLimitType</code></td>
+<td><code>string</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>seal_det_limit_type</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>sealDetThresh</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>seal_det_thresh</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>sealDetBoxThresh</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>seal_det_box_thresh</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>sealDetUnclipRatio</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>seal_det_unclip_ratio</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>sealRecScoreThresh</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>seal_rec_score_thresh</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useWiredTableCellsTransToHtml</code></td>
+<td><code>boolean</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_wired_table_cells_trans_to_html</code> 参数相关说明。</td>
+<td>No</td>
+</tr>
+<tr>
+<td><code>useWirelessTableCellsTransToHtml</code></td>
+<td><code>boolean</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_wireless_table_cells_trans_to_html</code> 参数相关说明。</td>
+<td>No</td>
+</tr>
+<tr>
+<td><code>useTableOrientationClassify</code></td>
+<td><code>boolean</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_table_orientation_classify</code> 参数相关说明。</td>
+<td>No</td>
+</tr>
+<tr>
+<td><code>useOcrResultsWithTableCells</code></td>
+<td><code>boolean</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_ocr_results_with_table_cells</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useE2eWiredTableRecModel</code></td>
+<td><code>boolean</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_e2e_wired_table_rec_model</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useE2eWirelessTableRecModel</code></td>
+<td><code>boolean</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_e2e_wireless_table_rec_model</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
+</tbody>
+</table>
+<ul>
+<li>请求处理成功时，响应体的<code>result</code>具有如下属性：</li>
+</ul>
+<table>
+<thead>
+<tr>
+<th>名称</th>
+<th>类型</th>
+<th>含义</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>layoutParsingResults</code></td>
+<td><code>array</code></td>
+<td>版面解析结果。数组长度为1（对于图像输入）或实际处理的文档页数（对于PDF输入）。对于PDF输入，数组中的每个元素依次表示PDF文件中实际处理的每一页的结果。</td>
+</tr>
+<tr>
+<td><code>dataInfo</code></td>
+<td><code>object</code></td>
+<td>输入数据信息。</td>
+</tr>
+</tbody>
+</table>
+<p><code>layoutParsingResults</code>中的每个元素为一个<code>object</code>，具有如下属性：</p>
+<table>
+<thead>
+<tr>
+<th>名称</th>
+<th>类型</th>
+<th>含义</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>prunedResult</code></td>
+<td><code>object</code></td>
+<td>产线对象的 <code>visual_predict</code> 方法生成的 <code>layout_parsing_result</code> 的 JSON 表示中 <code>res</code> 字段的简化版本，其中去除了 <code>input_path</code> 和 <code>page_index</code> 字段。</td>
+</tr>
+<tr>
+<td><code>markdown</code></td>
+<td><code>object</code></td>
+<td>Markdown结果。</td>
+</tr>
+<tr>
+<td><code>outputImages</code></td>
+<td><code>object</code> | <code>null</code></td>
+<td>参见产线预测结果的 <code>img</code> 属性说明。图像为JPEG格式，使用Base64编码。</td>
+</tr>
+<tr>
+<td><code>inputImage</code></td>
+<td><code>string</code> | <code>null</code></td>
+<td>输入图像。图像为JPEG格式，使用Base64编码。</td>
+</tr>
+</tbody>
+</table>
+<p><code>markdown</code>为一个<code>object</code>，具有如下属性：</p>
+<table>
+<thead>
+<tr>
+<th>名称</th>
+<th>类型</th>
+<th>含义</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>text</code></td>
+<td><code>string</code></td>
+<td>Markdown文本。</td>
+</tr>
+<tr>
+<td><code>images</code></td>
+<td><code>object</code></td>
+<td>Markdown图片相对路径和Base64编码图像的键值对。</td>
+</tr>
+<tr>
+<td><code>isStart</code></td>
+<td><code>boolean</code></td>
+<td>当前页面第一个元素是否为段开始。</td>
+</tr>
+<tr>
+<td><code>isEnd</code></td>
+<td><code>boolean</code></td>
+<td>当前页面最后一个元素是否为段结束。</td>
+</tr>
+</tbody>
+</table>
+<ul>
+<li><b><code>translate</code></b></li>
+</ul>
+<p>利用大模型翻译文档。</p>
+<p><code>POST /doctrans-translate</code></p>
+<ul>
+<li>请求体的属性如下：</li>
+</ul>
+<table>
+<thead>
+<tr>
+<th>名称</th>
+<th>类型</th>
+<th>含义</th>
+<th>是否必填</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>markdownList</code></td>
+<td><code>array</code></td>
+<td>待翻译的Markdown列表。可从<code>analyzeImages</code>操作的结果中获取。<code>images</code>属性将不会被用到。</td>
+<td>是</td>
+</tr>
+<tr>
+<td><code>targetLanguage</code></td>
+<td><code>string</code></td>
+<td>请参阅产线对象中 <code>translate</code> 方法的 <code>target_language</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>chunkSize</code></td>
+<td><code>integer</code></td>
+<td>请参阅产线对象中 <code>translate</code> 方法的 <code>chunk_size</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>taskDescription</code></td>
+<td><code>string</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>translate</code> 方法的 <code>task_description</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>outputFormat</code></td>
+<td><code>string</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>translate</code> 方法的 <code>output_format</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>rulesStr</code></td>
+<td><code>string</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>translate</code> 方法的 <code>rules_str</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>fewShotDemoTextContent</code></td>
+<td><code>string</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>translate</code> 方法的 <code>few_shot_demo_text_content</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>fewShotDemoKeyValueList</code></td>
+<td><code>string</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>translate</code> 方法的 <code>few_shot_demo_key_value_list</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>chatBotConfig</code></td>
+<td><code>object</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>translate</code> 方法的 <code>chat_bot_config</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>llmRequestInterval</code></td>
+<td><code>number</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>translate</code> 方法的 <code>llm_request_interval</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+</tbody>
+</table>
+<ul>
+<li>请求处理成功时，响应体的<code>result</code>具有如下属性：</li>
+</ul>
+<table>
+<thead>
+<tr>
+<th>名称</th>
+<th>类型</th>
+<th>含义</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>translationResults</code></td>
+<td><code>array</code></td>
+<td>翻译结果。</td>
+</tr>
+</tbody>
+</table>
+<p><code>translationResults</code>中的每个元素为一个<code>object</code>，具有如下属性：</p>
+<table>
+<thead>
+<tr>
+<th>名称</th>
+<th>类型</th>
+<th>含义</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td><code>language</code></td>
+<td><code>string</code></td>
+<td>目标语言。</td>
+</tr>
+<tr>
+<td><code>markdown</code></td>
+<td><code>object</code></td>
+<td>Markdown结果。对象定义与<code>analyzeImages</code>操作返回的<code>markdown</code>一致。</td>
+</tr>
+</tbody>
+</table>
+<li><b>注意：</b></li>
+在请求体中包含大模型调用的API key等敏感参数可能存在安全风险。如无必要，请在配置文件中设置这些参数，在请求时不传递。
+<br/><br/>
+</details>
+<details><summary>多语言调用服务示例</summary>
+<details>
+<summary>Python</summary>
+
+<pre><code class="language-python">import base64
+import pathlib
+import pprint
+import sys
+
+import requests
+
+
+API_BASE_URL = "http://127.0.0.1:8080"
+
+file_path = "./demo.jpg"
+target_language = "en"
+
+with open(file_path, "rb") as file:
+    file_bytes = file.read()
+    file_data = base64.b64encode(file_bytes).decode("ascii")
+
+payload = {
+    "file": file_data,
+    "fileType": 1,
+}
+resp_visual = requests.post(url=f"{API_BASE_URL}/doctrans-visual", json=payload)
+if resp_visual.status_code != 200:
+    print(
+        f"Request to doctrans-visual failed with status code {resp_visual.status_code}."
+    )
+    pprint.pp(resp_visual.json())
+    sys.exit(1)
+result_visual = resp_visual.json()["result"]
+
+markdown_list = []
+for i, res in enumerate(result_visual["layoutParsingResults"]):
+    md_dir = pathlib.Path(f"markdown_{i}")
+    md_dir.mkdir(exist_ok=True)
+    (md_dir / "doc.md").write_text(res["markdown"]["text"])
+    for img_path, img in res["markdown"]["images"].items():
+        img_path = md_dir / img_path
+        img_path.parent.mkdir(parents=True, exist_ok=True)
+        img_path.write_bytes(base64.b64decode(img))
+    print(f"Markdown document to be translated is saved at {md_dir / 'doc.md'}")
+    del res["markdown"]["images"]
+    markdown_list.append(res["markdown"])
+    for img_name, img in res["outputImages"].items():
+        img_path = f"{img_name}_{i}.jpg"
+        with open(img_path, "wb") as f:
+            f.write(base64.b64decode(img))
+        print(f"Output image saved at {img_path}")
+
+payload = {
+    "markdownList": markdown_list,
+    "targetLanguage": target_language,
+}
+resp_translate = requests.post(url=f"{API_BASE_URL}/doctrans-translate", json=payload)
+if resp_translate.status_code != 200:
+    print(
+        f"Request to doctrans-translate failed with status code {resp_translate.status_code}."
+    )
+    pprint.pp(resp_translate.json())
+    sys.exit(1)
+result_translate = resp_translate.json()["result"]
+
+for i, res in enumerate(result_translate["translationResults"]):
+    md_dir = pathlib.Path(f"markdown_{i}")
+    (md_dir / "doc_translated.md").write_text(res["markdown"]["text"])
+    print(f"Translated markdown document saved at {md_dir / 'doc_translated.md'}")
+</code></pre></details>
+</details>
+<br/>
+
+📱 <b>端侧部署</b>：端侧部署是一种将计算和数据处理功能放在用户设备本身上的方式，设备可以直接处理数据，而不需要依赖远程的服务器。PaddleX 支持将模型部署在 Android 等端侧设备上，详细的端侧部署流程请参考[PaddleX端侧部署指南](../../../pipeline_deploy/on_device_deployment.md)。
+
+您可以根据需要选择合适的方式部署模型产线，进而进行后续的 AI 应用集成。
 
 ## 4. 二次开发
 如果通用文档翻译产线中的版面解析v3子产线提供的默认模型权重在您的场景中，精度或速度不满意，您可以尝试利用<b>您自己拥有的特定领域或应用场景的数据</b>对现有模型进行进一步的<b>微调</b>，以提升通用版面解析v3子产线的在您的场景中的识别效果。

docs/pipeline_usage/tutorials/ocr_pipelines/PP-StructureV3.en.md

@@ -979,7 +979,7 @@ In the above Python script, the following steps are executed:
 <li><b>None</b>: If set to <code>None</code>, the default value initialized in the pipeline will be used, initialized as <code>True</code>;</li>
 </ul>
 </td>
-<td><code>None</code></td>
+<td><code>False</code></td>
 </tr>
 <tr>
 <td><code>use_doc_unwarping</code></td>
@@ -991,7 +991,7 @@ In the above Python script, the following steps are executed:
 <li><b>None</b>: If set to <code>None</code>, the default value initialized in the pipeline will be used, initialized as <code>True</code>;</li>
 </ul>
 </td>
-<td><code>None</code></td>
+<td><code>False</code></td>
 </tr>
 <tr>
 <td><code>use_textline_orientation</code></td>
@@ -1063,7 +1063,7 @@ In the above Python script, the following steps are executed:
 <li><b>None</b>: If set to <code>None</code>, it will default to the initialized parameter value, initialized as <code>True</code>;</li>
 </ul>
 </td>
-<td><code>None</code></td>
+<td><code>False</code></td>
 </tr>
 <tr>
 <td><code>use_region_detection</code></td>
@@ -1699,26 +1699,6 @@ To remove the page limit, please add the following configuration to the pipeline
 <td>No</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>
-Whether to return the final visualization image and intermediate images during the processing.<br/>
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>If <code>true</code> is provided: return images.</li>
-<li>If <code>false</code> is provided: do not return any images.</li>
-<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
-</ul>
-<br/>
-For example, adding the following setting to the pipeline config file:<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
-If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
-</td>
-<td>No</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>predict</code> method.</td>
@@ -1898,6 +1878,26 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <td>Please refer to the description of the <code>use_e2e_wireless_table_rec_model</code> parameter of the pipeline object's <code>predict</code> method.</td>
 <td>No</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>
+Whether to return the final visualization image and intermediate images during the processing.<br/>
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>If <code>true</code> is provided: return images.</li>
+<li>If <code>false</code> is provided: do not return any images.</li>
+<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
+</ul>
+<br/>
+For example, adding the following setting to the pipeline config file:<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
+If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
+</td>
+<td>No</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/PP-StructureV3.md

@@ -939,7 +939,7 @@ for item in markdown_images:
 <li><b>None</b>：如果设置为<code>None</code>, 将默认使用产线初始化的该参数值，初始化为<code>True</code>；</li>
 </ul>
 </td>
-<td><code>None</code></td>
+<td><code>False</code></td>
 </tr>
 <tr>
 <td><code>use_doc_unwarping</code></td>
@@ -951,7 +951,7 @@ for item in markdown_images:
 <li><b>None</b>：如果设置为<code>None</code>, 将默认使用产线初始化的该参数值，初始化为<code>True</code>；</li>
 </ul>
 </td>
-<td><code>None</code></td>
+<td><code>False</code></td>
 </tr>
 <tr>
 <td><code>use_textline_orientation</code></td>
@@ -1023,7 +1023,7 @@ for item in markdown_images:
 <li><b>None</b>：如果设置为<code>None</code>, 将默认使用产线初始化的该参数值，初始化为<code>True</code>；</li>
 </ul>
 </td>
-<td><code>None</code></td>
+<td><code>False</code></td>
 </tr>
 <tr>
 <td><code>use_region_detection</code></td>
@@ -1653,23 +1653,6 @@ for res in output:
 <td>否</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>是否返回可视化结果图以及处理过程中的中间图像等。
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>传入 <code>true</code>：返回图像。</li>
-<li>传入 <code>false</code>：不返回图像。</li>
-<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
-</ul>
-<br/>例如，在产线配置文件中添加如下字段：<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
-</td>
-<td>否</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
@@ -1849,6 +1832,23 @@ for res in output:
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_e2e_wireless_table_rec_model</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
 </tbody>
 </table>
 <ul>
@@ -1893,7 +1893,7 @@ for res in output:
 <tr>
 <td><code>markdown</code></td>
 <td><code>object</code></td>
-<td>markdown结果。</td>
+<td>Markdown结果。</td>
 </tr>
 <tr>
 <td><code>outputImages</code></td>
@@ -1925,7 +1925,7 @@ for res in output:
 <tr>
 <td><code>images</code></td>
 <td><code>object</code></td>
-<td>Markdown图片相对路径和base64编码图像的键值对。</td>
+<td>Markdown图片相对路径和Base64编码图像的键值对。</td>
 </tr>
 <tr>
 <td><code>isStart</code></td>

docs/pipeline_usage/tutorials/ocr_pipelines/doc_preprocessor.en.md

@@ -508,6 +508,18 @@ To remove the page limit, please add the following configuration to the pipeline
 <td>No</td>
 </tr>
 <tr>
+<td><code>useDocOrientationClassify</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
+<td><code>useDocUnwarping</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>Please refer to the description of the <code>use_doc_unwarping</code> parameter of the pipeline object's <code>predict</code> method.</td>
+<td>No</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>
@@ -527,18 +539,6 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 </td>
 <td>No</td>
 </tr>
-<tr>
-<td><code>useDocOrientationClassify</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
-<tr>
-<td><code>useDocUnwarping</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>Please refer to the description of the <code>use_doc_unwarping</code> parameter of the pipeline object's <code>predict</code> method.</td>
-<td>No</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/doc_preprocessor.md

@@ -510,6 +510,18 @@ for res in output:
 <td>否</td>
 </tr>
 <tr>
+<td><code>useDocOrientationClassify</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
+<td><code>useDocUnwarping</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_unwarping</code> 参数相关说明。</td>
+<td>否</td>
+</tr>
+<tr>
 <td><code>visualize</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>是否返回可视化结果图以及处理过程中的中间图像等。
@@ -526,18 +538,6 @@ for res in output:
 </td>
 <td>否</td>
 </tr>
-<tr>
-<td><code>useDocOrientationClassify</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
-<tr>
-<td><code>useDocUnwarping</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_unwarping</code> 参数相关说明。</td>
-<td>否</td>
-</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/formula_recognition.en.md

@@ -900,26 +900,6 @@ To remove the page limit, please add the following configuration to the pipeline
 <td>No</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>
-Whether to return the final visualization image and intermediate images during the processing.<br/>
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>If <code>true</code> is provided: return images.</li>
-<li>If <code>false</code> is provided: do not return any images.</li>
-<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
-</ul>
-<br/>
-For example, adding the following setting to the pipeline config file:<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
-If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
-</td>
-<td>No</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>predict</code> method.</td>
@@ -961,6 +941,26 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <td>Please refer to the description of the <code>layout_merge_bboxes_mode</code> parameter of the pipeline object's <code>predict</code> method.</td>
 <td>No</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>
+Whether to return the final visualization image and intermediate images during the processing.<br/>
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>If <code>true</code> is provided: return images.</li>
+<li>If <code>false</code> is provided: do not return any images.</li>
+<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
+</ul>
+<br/>
+For example, adding the following setting to the pipeline config file:<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
+If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
+</td>
+<td>No</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/formula_recognition.md

@@ -901,23 +901,6 @@ for res in output:
 <td>否</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>是否返回可视化结果图以及处理过程中的中间图像等。
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>传入 <code>true</code>：返回图像。</li>
-<li>传入 <code>false</code>：不返回图像。</li>
-<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
-</ul>
-<br/>例如，在产线配置文件中添加如下字段：<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
-</td>
-<td>否</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
@@ -959,6 +942,23 @@ for res in output:
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>layout_merge_bboxes_mode</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/layout_parsing.en.md

@@ -1419,26 +1419,6 @@ To remove the page limit, please add the following configuration to the pipeline
 <td>No</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>
-Whether to return the final visualization image and intermediate images during the processing.<br/>
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>If <code>true</code> is provided: return images.</li>
-<li>If <code>false</code> is provided: do not return any images.</li>
-<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
-</ul>
-<br/>
-For example, adding the following setting to the pipeline config file:<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
-If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
-</td>
-<td>No</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>predict</code> method.</td>
@@ -1570,6 +1550,26 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <td>Please refer to the description of the <code>seal_rec_score_thresh</code> parameter of the pipeline object's <code>predict</code> method.</td>
 <td>No</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>
+Whether to return the final visualization image and intermediate images during the processing.<br/>
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>If <code>true</code> is provided: return images.</li>
+<li>If <code>false</code> is provided: do not return any images.</li>
+<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
+</ul>
+<br/>
+For example, adding the following setting to the pipeline config file:<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
+If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
+</td>
+<td>No</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/layout_parsing.md

@@ -1388,23 +1388,6 @@ for res in output:
 <td>否</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>是否返回可视化结果图以及处理过程中的中间图像等。
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>传入 <code>true</code>：返回图像。</li>
-<li>传入 <code>false</code>：不返回图像。</li>
-<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
-</ul>
-<br/>例如，在产线配置文件中添加如下字段：<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
-</td>
-<td>否</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
@@ -1536,6 +1519,23 @@ for res in output:
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>seal_rec_score_thresh</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/seal_recognition.en.md

@@ -1178,26 +1178,6 @@ To remove the page limit, please add the following configuration to the pipeline
 <td>No</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>
-Whether to return the final visualization image and intermediate images during the processing.<br/>
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>If <code>true</code> is provided: return images.</li>
-<li>If <code>false</code> is provided: do not return any images.</li>
-<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
-</ul>
-<br/>
-For example, adding the following setting to the pipeline config file:<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
-If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
-</td>
-<td>No</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>predict</code> method.</td>
@@ -1275,6 +1255,26 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <td>Please refer to the description of the <code>seal_rec_score_thresh</code> parameter of the pipeline object's <code>predict</code> method.</td>
 <td>No</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>
+Whether to return the final visualization image and intermediate images during the processing.<br/>
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>If <code>true</code> is provided: return images.</li>
+<li>If <code>false</code> is provided: do not return any images.</li>
+<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
+</ul>
+<br/>
+For example, adding the following setting to the pipeline config file:<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
+If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
+</td>
+<td>No</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/seal_recognition.md

@@ -1247,23 +1247,6 @@ for res in output:
 <td>否</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>是否返回可视化结果图以及处理过程中的中间图像等。
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>传入 <code>true</code>：返回图像。</li>
-<li>传入 <code>false</code>：不返回图像。</li>
-<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
-</ul>
-<br/>例如，在产线配置文件中添加如下字段：<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
-</td>
-<td>否</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
@@ -1341,6 +1324,23 @@ for res in output:
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>seal_rec_score_thresh</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/table_recognition.en.md

@@ -1255,26 +1255,6 @@ To remove the page limit, please add the following configuration to the pipeline
 <td>No</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>
-Whether to return the final visualization image and intermediate images during the processing.<br/>
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>If <code>true</code> is provided: return images.</li>
-<li>If <code>false</code> is provided: do not return any images.</li>
-<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
-</ul>
-<br/>
-For example, adding the following setting to the pipeline config file:<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
-If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
-</td>
-<td>No</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>predict</code> method.</td>
@@ -1364,6 +1344,26 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <td>Please refer to the description of the <code>use_ocr_results_with_table_cells</code> parameter of the pipeline object's <code>predict</code> method.</td>
 <td>No</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>
+Whether to return the final visualization image and intermediate images during the processing.<br/>
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>If <code>true</code> is provided: return images.</li>
+<li>If <code>false</code> is provided: do not return any images.</li>
+<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
+</ul>
+<br/>
+For example, adding the following setting to the pipeline config file:<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
+If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
+</td>
+<td>No</td>
+</tr>
 </tbody>
 </table>
 

docs/pipeline_usage/tutorials/ocr_pipelines/table_recognition.md

@@ -1197,23 +1197,6 @@ for res in output:
 <td>否</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>是否返回可视化结果图以及处理过程中的中间图像等。
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>传入 <code>true</code>：返回图像。</li>
-<li>传入 <code>false</code>：不返回图像。</li>
-<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
-</ul>
-<br/>例如，在产线配置文件中添加如下字段：<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
-</td>
-<td>否</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
@@ -1279,6 +1262,23 @@ for res in output:
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_ocr_results_with_table_cells</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/table_recognition_v2.en.md

@@ -1408,26 +1408,6 @@ To remove the page limit, please add the following configuration to the pipeline
 <td>No</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>
-Whether to return the final visualization image and intermediate images during the processing.<br/>
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>If <code>true</code> is provided: return images.</li>
-<li>If <code>false</code> is provided: do not return any images.</li>
-<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
-</ul>
-<br/>
-For example, adding the following setting to the pipeline config file:<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
-If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
-</td>
-<td>No</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>Please refer to the description of the <code>use_doc_orientation_classify</code> parameter of the pipeline object's <code>predict</code> method.</td>
@@ -1541,6 +1521,26 @@ If neither the request body nor the configuration file is set (If <code>visualiz
 <td>Please refer to the description of the <code>use_ocr_results_with_table_cells</code> parameter of the pipeline object's <code>predict</code> method.</td>
 <td>No</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>
+Whether to return the final visualization image and intermediate images during the processing.<br/>
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>If <code>true</code> is provided: return images.</li>
+<li>If <code>false</code> is provided: do not return any images.</li>
+<li>If this parameter is omitted from the request body, or if <code>null</code> is explicitly passed, the behavior will follow the value of <code>Serving.visualize</code> in the pipeline configuration.</li>
+</ul>
+<br/>
+For example, adding the following setting to the pipeline config file:<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+will disable image return by default. This behavior can be overridden by explicitly setting the <code>visualize</code> parameter in the request.<br/>
+If neither the request body nor the configuration file is set (If <code>visualize</code> is set to <code>null</code> in the request and  not defined in the configuration file), the image is returned by default.
+</td>
+<td>No</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/ocr_pipelines/table_recognition_v2.md

@@ -1416,23 +1416,6 @@ for res in output:
 <td>否</td>
 </tr>
 <tr>
-<td><code>visualize</code></td>
-<td><code>boolean</code> | <code>null</code></td>
-<td>是否返回可视化结果图以及处理过程中的中间图像等。
-<ul style="margin: 0 0 0 1em; padding-left: 0em;">
-<li>传入 <code>true</code>：返回图像。</li>
-<li>传入 <code>false</code>：不返回图像。</li>
-<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
-</ul>
-<br/>例如，在产线配置文件中添加如下字段：<br/>
-<pre><code>Serving:
-  visualize: False
-</code></pre>
-将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
-</td>
-<td>否</td>
-</tr>
-<tr>
 <td><code>useDocOrientationClassify</code></td>
 <td><code>boolean</code> | <code>null</code></td>
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_doc_orientation_classify</code> 参数相关说明。</td>
@@ -1528,6 +1511,23 @@ for res in output:
 <td>请参阅产线对象中 <code>predict</code> 方法的 <code>use_ocr_results_with_table_cells</code> 参数相关说明。</td>
 <td>否</td>
 </tr>
+<tr>
+<td><code>visualize</code></td>
+<td><code>boolean</code> | <code>null</code></td>
+<td>是否返回可视化结果图以及处理过程中的中间图像等。
+<ul style="margin: 0 0 0 1em; padding-left: 0em;">
+<li>传入 <code>true</code>：返回图像。</li>
+<li>传入 <code>false</code>：不返回图像。</li>
+<li>若请求体中未提供该参数或传入 <code>null</code>：遵循产线配置文件<code>Serving.visualize</code> 的设置。</li>
+</ul>
+<br/>例如，在产线配置文件中添加如下字段：<br/>
+<pre><code>Serving:
+  visualize: False
+</code></pre>
+将默认不返回图像，通过请求体中的<code>visualize</code>参数可以覆盖默认行为。如果请求体和配置文件中均未设置（或请求体传入<code>null</code>、配置文件中未设置），则默认返回图像。
+</td>
+<td>否</td>
+</tr>
 </tbody>
 </table>
 <ul>

docs/pipeline_usage/tutorials/vlm_pipelines/doc_understanding.en.md

@@ -676,7 +676,7 @@ Below is a basic service deployment API reference and multilingual service call
 <pre><code class="language-python">import base64
 from openai import OpenAI
 
-API_BASE_URL = "http://0.0.0.0:8080"
+API_BASE_URL = "http://127.0.0.1:8080"
 
 # Initialize OpenAI client
 client = OpenAI(

docs/pipeline_usage/tutorials/vlm_pipelines/doc_understanding.md

@@ -677,7 +677,7 @@ openai接口调用示例
 <pre><code class="language-python">import base64
 from openai import OpenAI
 
-API_BASE_URL = "http://0.0.0.0:8080"
+API_BASE_URL = "http://127.0.0.1:8080"
 
 # 初始化OpenAI客户端
 client = OpenAI(

paddlex/inference/pipelines/layout_parsing/pipeline_v2.py

@@ -926,6 +926,8 @@ class _LayoutParsingPipelineV2(BasePipeline):
         Predicts the layout parsing result for the given input.
 
         Args:
+            input (Union[str, list[str], np.ndarray, list[np.ndarray]]): Input image path, list of image paths,
+                                                                        numpy array of an image, or list of numpy arrays.
             use_doc_orientation_classify (Optional[bool]): Whether to use document orientation classification.
             use_doc_unwarping (Optional[bool]): Whether to use document unwarping.
             use_textline_orientation (Optional[bool]): Whether to use textline orientation prediction.

paddlex/inference/pipelines/pp_doctranslation/pipeline.py

@@ -140,11 +140,14 @@ class PP_DocTranslation_Pipeline(BasePipeline):
     def visual_predict(
         self,
         input: Union[str, List[str], np.ndarray, List[np.ndarray]],
-        use_doc_orientation_classify: Optional[bool] = None,
-        use_doc_unwarping: Optional[bool] = None,
+        use_doc_orientation_classify: Optional[bool] = False,
+        use_doc_unwarping: Optional[bool] = False,
         use_textline_orientation: Optional[bool] = None,
         use_seal_recognition: Optional[bool] = None,
         use_table_recognition: Optional[bool] = None,
+        use_formula_recognition: Optional[bool] = None,
+        use_chart_recognition: Optional[bool] = False,
+        use_region_detection: Optional[bool] = None,
         layout_threshold: Optional[Union[float, dict]] = None,
         layout_nms: Optional[bool] = None,
         layout_unclip_ratio: Optional[Union[float, Tuple[float, float], dict]] = None,
@@ -161,6 +164,12 @@ class PP_DocTranslation_Pipeline(BasePipeline):
         seal_det_box_thresh: Optional[float] = None,
         seal_det_unclip_ratio: Optional[float] = None,
         seal_rec_score_thresh: Optional[float] = None,
+        use_wired_table_cells_trans_to_html: bool = False,
+        use_wireless_table_cells_trans_to_html: bool = False,
+        use_table_orientation_classify: bool = True,
+        use_ocr_results_with_table_cells: bool = True,
+        use_e2e_wired_table_rec_model: bool = False,
+        use_e2e_wireless_table_rec_model: bool = True,
         **kwargs,
     ) -> dict:
         """
@@ -171,11 +180,13 @@ class PP_DocTranslation_Pipeline(BasePipeline):
         Args:
             input (Union[str, list[str], np.ndarray, list[np.ndarray]]): Input image path, list of image paths,
                                                                         numpy array of an image, or list of numpy arrays.
-            use_doc_orientation_classify (bool): Flag to use document orientation classification.
-            use_doc_unwarping (bool): Flag to use document unwarping.
+            use_doc_orientation_classify (Optional[bool]): Whether to use document orientation classification.
+            use_doc_unwarping (Optional[bool]): Whether to use document unwarping.
             use_textline_orientation (Optional[bool]): Whether to use textline orientation prediction.
-            use_seal_recognition (bool): Flag to use seal recognition.
-            use_table_recognition (bool): Flag to use table recognition.
+            use_seal_recognition (Optional[bool]): Whether to use seal recognition.
+            use_table_recognition (Optional[bool]): Whether to use table recognition.
+            use_formula_recognition (Optional[bool]): Whether to use formula recognition.
+            use_region_detection (Optional[bool]): Whether to use region detection.
             layout_threshold (Optional[float]): The threshold value to filter out low-confidence predictions. Default is None.
             layout_nms (bool, optional): Whether to use layout-aware NMS. Defaults to False.
             layout_unclip_ratio (Optional[Union[float, Tuple[float, float]]], optional): The ratio of unclipping the bounding box.
@@ -196,10 +207,16 @@ class PP_DocTranslation_Pipeline(BasePipeline):
             seal_det_box_thresh (Optional[float]): Threshold for seal detection boxes.
             seal_det_unclip_ratio (Optional[float]): Ratio for unclipping seal detection boxes.
             seal_rec_score_thresh (Optional[float]): Score threshold for seal recognition.
-            **kwargs: Additional keyword arguments.
+            use_wired_table_cells_trans_to_html (bool): Whether to use wired table cells trans to HTML.
+            use_wireless_table_cells_trans_to_html (bool): Whether to use wireless table cells trans to HTML.
+            use_table_orientation_classify (bool): Whether to use table orientation classification.
+            use_ocr_results_with_table_cells (bool): Whether to use OCR results processed by table cells.
+            use_e2e_wired_table_rec_model (bool): Whether to use end-to-end wired table recognition model.
+            use_e2e_wireless_table_rec_model (bool): Whether to use end-to-end wireless table recognition model.
+            **kwargs (Any): Additional settings to extend functionality.
 
         Returns:
-            dict: A dictionary containing the layout parsing result and visual information.
+            dict: A dictionary containing the layout parsing result.
         """
         if self.use_layout_parser == False:
             logging.error("The models for layout parser are not initialized.")
@@ -218,6 +235,9 @@ class PP_DocTranslation_Pipeline(BasePipeline):
             use_textline_orientation=use_textline_orientation,
             use_seal_recognition=use_seal_recognition,
             use_table_recognition=use_table_recognition,
+            use_formula_recognition=use_formula_recognition,
+            use_chart_recognition=use_chart_recognition,
+            use_region_detection=use_region_detection,
             layout_threshold=layout_threshold,
             layout_nms=layout_nms,
             layout_unclip_ratio=layout_unclip_ratio,
@@ -234,6 +254,12 @@ class PP_DocTranslation_Pipeline(BasePipeline):
             seal_det_thresh=seal_det_thresh,
             seal_det_unclip_ratio=seal_det_unclip_ratio,
             seal_rec_score_thresh=seal_rec_score_thresh,
+            use_wired_table_cells_trans_to_html=use_wired_table_cells_trans_to_html,
+            use_wireless_table_cells_trans_to_html=use_wireless_table_cells_trans_to_html,
+            use_table_orientation_classify=use_table_orientation_classify,
+            use_ocr_results_with_table_cells=use_ocr_results_with_table_cells,
+            use_e2e_wired_table_rec_model=use_e2e_wired_table_rec_model,
+            use_e2e_wireless_table_rec_model=use_e2e_wireless_table_rec_model,
         ):
 
             visual_predict_res = {
@@ -324,6 +350,7 @@ class PP_DocTranslation_Pipeline(BasePipeline):
         few_shot_demo_text_content: str = None,
         few_shot_demo_key_value_list: str = None,
         chat_bot_config=None,
+        llm_request_interval: float = 0,
         **kwargs,
     ):
         """

paddlex/inference/serving/basic_serving/_pipeline_apps/pp_chatocrv3_doc.py

@@ -128,19 +128,13 @@ def create_pipeline_app(pipeline: Any, app_config: AppConfig) -> "FastAPI":
     ) -> AIStudioResultResponse[schema.BuildVectorStoreResult]:
         pipeline = ctx.pipeline
 
-        kwargs: Dict[str, Any] = {
-            "flag_save_bytes_vector": True,
-            "retriever_config": request.retrieverConfig,
-        }
-        if request.minCharacters is not None:
-            kwargs["min_characters"] = request.minCharacters
-        if request.blockSize is not None:
-            kwargs["block_size"] = request.blockSize
-
         vector_info = await serving_utils.call_async(
             pipeline.pipeline.build_vector,
             request.visualInfo,
-            **kwargs,
+            min_characters=request.minCharacters,
+            block_size=request.blockSize,
+            flag_save_bytes_vector=True,
+            retriever_config=request.retrieverConfig,
         )
 
         return AIStudioResultResponse[schema.BuildVectorStoreResult](
@@ -158,8 +152,13 @@ def create_pipeline_app(pipeline: Any, app_config: AppConfig) -> "FastAPI":
     ) -> AIStudioResultResponse[schema.ChatResult]:
         pipeline = ctx.pipeline
 
-        kwargs: Dict[str, Any] = dict(
+        result = await serving_utils.call_async(
+            pipeline.pipeline.chat,
+            request.keyList,
+            request.visualInfo,
+            use_vector_retrieval=request.useVectorRetrieval,
             vector_info=request.vectorInfo,
+            min_characters=request.minCharacters,
             text_task_description=request.textTaskDescription,
             text_output_format=request.textOutputFormat,
             text_rules_str=request.textRulesStr,
@@ -173,17 +172,6 @@ def create_pipeline_app(pipeline: Any, app_config: AppConfig) -> "FastAPI":
             chat_bot_config=request.chatBotConfig,
             retriever_config=request.retrieverConfig,
         )
-        if request.useVectorRetrieval is not None:
-            kwargs["use_vector_retrieval"] = request.useVectorRetrieval
-        if request.minCharacters is not None:
-            kwargs["min_characters"] = request.minCharacters
-
-        result = await serving_utils.call_async(
-            pipeline.pipeline.chat,
-            request.keyList,
-            request.visualInfo,
-            **kwargs,
-        )
 
         return AIStudioResultResponse[schema.ChatResult](
             logId=serving_utils.generate_log_id(),

paddlex/inference/serving/basic_serving/_pipeline_apps/pp_chatocrv4_doc.py

@@ -129,19 +129,13 @@ def create_pipeline_app(pipeline: Any, app_config: AppConfig) -> "FastAPI":
     ) -> AIStudioResultResponse[schema.BuildVectorStoreResult]:
         pipeline = ctx.pipeline
 
-        kwargs: Dict[str, Any] = {
-            "flag_save_bytes_vector": True,
-            "retriever_config": request.retrieverConfig,
-        }
-        if request.minCharacters is not None:
-            kwargs["min_characters"] = request.minCharacters
-        if request.blockSize is not None:
-            kwargs["block_size"] = request.blockSize
-
         vector_info = await serving_utils.call_async(
             pipeline.pipeline.build_vector,
             request.visualInfo,
-            **kwargs,
+            min_characters=request.minCharacters,
+            block_size=request.blockSize,
+            flag_save_bytes_vector=True,
+            retriever_config=request.retrieverConfig,
         )
 
         return AIStudioResultResponse[schema.BuildVectorStoreResult](
@@ -187,8 +181,13 @@ def create_pipeline_app(pipeline: Any, app_config: AppConfig) -> "FastAPI":
     ) -> AIStudioResultResponse[schema.ChatResult]:
         pipeline = ctx.pipeline
 
-        kwargs: Dict[str, Any] = dict(
+        result = await serving_utils.call_async(
+            pipeline.pipeline.chat,
+            request.keyList,
+            request.visualInfo,
+            use_vector_retrieval=request.useVectorRetrieval,
             vector_info=request.vectorInfo,
+            min_characters=request.minCharacters,
             text_task_description=request.textTaskDescription,
             text_output_format=request.textOutputFormat,
             text_rules_str=request.textRulesStr,
@@ -199,22 +198,11 @@ def create_pipeline_app(pipeline: Any, app_config: AppConfig) -> "FastAPI":
             table_rules_str=request.tableRulesStr,
             table_few_shot_demo_text_content=request.tableFewShotDemoTextContent,
             table_few_shot_demo_key_value_list=request.tableFewShotDemoKeyValueList,
+            mllm_predict_info=request.mllmPredictInfo,
+            mllm_integration_strategy=request.mllmIntegrationStrategy,
             chat_bot_config=request.chatBotConfig,
             retriever_config=request.retrieverConfig,
         )
-        if request.useVectorRetrieval is not None:
-            kwargs["use_vector_retrieval"] = request.useVectorRetrieval
-        if request.minCharacters is not None:
-            kwargs["min_characters"] = request.minCharacters
-        if request.mllmIntegrationStrategy is not None:
-            kwargs["mllm_integration_strategy"] = request.mllmIntegrationStrategy
-
-        result = await serving_utils.call_async(
-            pipeline.pipeline.chat,
-            request.keyList,
-            request.visualInfo,
-            **kwargs,
-        )
 
         return AIStudioResultResponse[schema.ChatResult](
             logId=serving_utils.generate_log_id(),

paddlex/inference/serving/basic_serving/_pipeline_apps/pp_doctranslation.py

@@ -0,0 +1,203 @@
+# Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from typing import Any, Dict, List
+
+from .....utils.deps import function_requires_deps, is_dep_available
+from ...infra import utils as serving_utils
+from ...infra.config import AppConfig
+from ...infra.models import AIStudioResultResponse
+from ...schemas import pp_doctranslation as schema
+from .._app import create_app, primary_operation
+from ._common import common
+from ._common import ocr as ocr_common
+
+if is_dep_available("fastapi"):
+    from fastapi import FastAPI
+
+
+@function_requires_deps("fastapi")
+def create_pipeline_app(pipeline: Any, app_config: AppConfig) -> "FastAPI":
+    pipeline.inintial_visual_predictor(pipeline.config)
+
+    app, ctx = create_app(
+        pipeline=pipeline, app_config=app_config, app_aiohttp_session=True
+    )
+
+    ocr_common.update_app_context(ctx)
+
+    @primary_operation(
+        app,
+        schema.ANALYZE_IMAGES_ENDPOINT,
+        "analyzeImages",
+    )
+    async def _analyze_images(
+        request: schema.AnalyzeImagesRequest,
+    ) -> AIStudioResultResponse[schema.AnalyzeImagesResult]:
+        pipeline = ctx.pipeline
+
+        log_id = serving_utils.generate_log_id()
+        visualize_enabled = (
+            request.visualize if request.visualize is not None else ctx.config.visualize
+        )
+        images, data_info = await ocr_common.get_images(request, ctx)
+
+        result = await pipeline.call(
+            pipeline.pipeline.visual_predict,
+            images,
+            use_doc_orientation_classify=request.useDocOrientationClassify,
+            use_doc_unwarping=request.useDocUnwarping,
+            use_textline_orientation=request.useTextlineOrientation,
+            use_seal_recognition=request.useSealRecognition,
+            use_table_recognition=request.useTableRecognition,
+            use_formula_recognition=request.useFormulaRecognition,
+            use_chart_recognition=request.useChartRecognition,
+            use_region_detection=request.useRegionDetection,
+            layout_threshold=request.layoutThreshold,
+            layout_nms=request.layoutNms,
+            layout_unclip_ratio=request.layoutUnclipRatio,
+            layout_merge_bboxes_mode=request.layoutMergeBboxesMode,
+            text_det_limit_side_len=request.textDetLimitSideLen,
+            text_det_limit_type=request.textDetLimitType,
+            text_det_thresh=request.textDetThresh,
+            text_det_box_thresh=request.textDetBoxThresh,
+            text_det_unclip_ratio=request.textDetUnclipRatio,
+            text_rec_score_thresh=request.textRecScoreThresh,
+            seal_det_limit_side_len=request.sealDetLimitSideLen,
+            seal_det_limit_type=request.sealDetLimitType,
+            seal_det_thresh=request.sealDetThresh,
+            seal_det_box_thresh=request.sealDetBoxThresh,
+            seal_det_unclip_ratio=request.sealDetUnclipRatio,
+            seal_rec_score_thresh=request.sealRecScoreThresh,
+            use_wired_table_cells_trans_to_html=request.useWiredTableCellsTransToHtml,
+            use_wireless_table_cells_trans_to_html=request.useWirelessTableCellsTransToHtml,
+            use_table_orientation_classify=request.useTableOrientationClassify,
+            use_ocr_results_with_table_cells=request.useOcrResultsWithTableCells,
+            use_e2e_wired_table_rec_model=request.useE2eWiredTableRecModel,
+            use_e2e_wireless_table_rec_model=request.useE2eWirelessTableRecModel,
+        )
+
+        layout_parsing_results: List[Dict[str, Any]] = []
+        for i, (img, item) in enumerate(zip(images, result)):
+            pruned_res = common.prune_result(item["layout_parsing_result"].json["res"])
+            md_data = item["layout_parsing_result"].markdown
+            md_text = md_data["markdown_texts"]
+            md_imgs = await serving_utils.call_async(
+                common.postprocess_images,
+                md_data["markdown_images"],
+                log_id,
+                filename_template=f"markdown_{i}/{{key}}",
+                file_storage=ctx.extra["file_storage"],
+                return_urls=ctx.extra["return_img_urls"],
+                max_img_size=ctx.extra["max_output_img_size"],
+            )
+            md_flags = md_data["page_continuation_flags"]
+            if visualize_enabled:
+                imgs = {
+                    "input_img": img,
+                    **item["layout_parsing_result"].img,
+                }
+                imgs = await serving_utils.call_async(
+                    common.postprocess_images,
+                    imgs,
+                    log_id,
+                    filename_template=f"{{key}}_{i}.jpg",
+                    file_storage=ctx.extra["file_storage"],
+                    return_urls=ctx.extra["return_img_urls"],
+                    max_img_size=ctx.extra["max_output_img_size"],
+                )
+            else:
+                imgs = {}
+            layout_parsing_results.append(
+                dict(
+                    prunedResult=pruned_res,
+                    markdown=dict(
+                        text=md_text,
+                        images=md_imgs,
+                        isStart=md_flags[0],
+                        isEnd=md_flags[1],
+                    ),
+                    outputImages=(
+                        {k: v for k, v in imgs.items() if k != "input_img"}
+                        if imgs
+                        else None
+                    ),
+                    inputImage=imgs.get("input_img"),
+                )
+            )
+
+        return AIStudioResultResponse[schema.AnalyzeImagesResult](
+            logId=log_id,
+            result=schema.AnalyzeImagesResult(
+                layoutParsingResults=layout_parsing_results,
+                dataInfo=data_info,
+            ),
+        )
+
+    @primary_operation(
+        app,
+        schema.TRANSLATE_ENDPOINT,
+        "translate",
+    )
+    async def _translate(
+        request: schema.TranslateRequest,
+    ) -> AIStudioResultResponse[schema.TranslateResult]:
+        pipeline = ctx.pipeline
+
+        ori_md_info_list: List[Dict[str, Any]] = []
+        for i, item in enumerate(request.markdownList):
+            ori_md_info_list.append(
+                {
+                    "input_path": None,
+                    "page_index": i,
+                    "markdown_texts": item.text,
+                    "page_continuation_flags": (item.isStart, item.isEnd),
+                }
+            )
+
+        result = await serving_utils.call_async(
+            pipeline.pipeline.translate,
+            ori_md_info_list,
+            target_language=request.targetLanguage,
+            chunk_size=request.chunkSize,
+            task_description=request.taskDescription,
+            output_format=request.outputFormat,
+            rules_str=request.rulesStr,
+            few_shot_demo_text_content=request.fewShotDemoTextContent,
+            few_shot_demo_key_value_list=request.fewShotDemoKeyValueList,
+            chat_bot_config=request.chatBotConfig,
+            llm_request_interval=request.llmRequestInterval,
+        )
+
+        translation_results: List[Dict[str, Any]] = []
+        for item in result:
+            translation_results.append(
+                dict(
+                    language=item["language"],
+                    markdown=dict(
+                        text=item["markdown_texts"],
+                        isStart=item["page_continuation_flags"][0],
+                        isEnd=item["page_continuation_flags"][1],
+                    ),
+                )
+            )
+
+        return AIStudioResultResponse[schema.TranslateResult](
+            logId=serving_utils.generate_log_id(),
+            result=schema.TranslateResult(
+                translationResults=translation_results,
+            ),
+        )
+
+    return app

paddlex/inference/serving/schemas/pp_chatocrv3_doc.py

@@ -79,8 +79,8 @@ BUILD_VECTOR_STORE_ENDPOINT: Final[str] = "/chatocr-vector"
 
 class BuildVectorStoreRequest(BaseModel):
     visualInfo: List[dict]
-    minCharacters: Optional[int] = None
-    blockSize: Optional[int] = None
+    minCharacters: int = 3500
+    blockSize: int = 300
     retrieverConfig: Optional[dict] = None
 
 
@@ -94,9 +94,9 @@ CHAT_ENDPOINT: Final[str] = "/chatocr-chat"
 class ChatRequest(BaseModel):
     keyList: List[str]
     visualInfo: List[dict]
-    useVectorRetrieval: Optional[bool] = None
+    useVectorRetrieval: bool = True
     vectorInfo: Optional[dict] = None
-    minCharacters: Optional[int] = None
+    minCharacters: int = 3500
     textTaskDescription: Optional[str] = None
     textOutputFormat: Optional[str] = None
     # Is the "Str" in the name unnecessary? Keep the names consistent with the

paddlex/inference/serving/schemas/pp_chatocrv4_doc.py

@@ -81,8 +81,8 @@ BUILD_VECTOR_STORE_ENDPOINT: Final[str] = "/chatocr-vector"
 
 class BuildVectorStoreRequest(BaseModel):
     visualInfo: List[dict]
-    minCharacters: Optional[int] = None
-    blockSize: Optional[int] = None
+    minCharacters: int = 3500
+    blockSize: int = 300
     retrieverConfig: Optional[dict] = None
 
 
@@ -109,9 +109,9 @@ CHAT_ENDPOINT: Final[str] = "/chatocr-chat"
 class ChatRequest(BaseModel):
     keyList: List[str]
     visualInfo: List[dict]
-    useVectorRetrieval: Optional[bool] = None
+    useVectorRetrieval: bool = True
     vectorInfo: Optional[dict] = None
-    minCharacters: Optional[int] = None
+    minCharacters: int = 3500
     textTaskDescription: Optional[str] = None
     textOutputFormat: Optional[str] = None
     textRulesStr: Optional[str] = None
@@ -123,7 +123,7 @@ class ChatRequest(BaseModel):
     tableFewShotDemoTextContent: Optional[str] = None
     tableFewShotDemoKeyValueList: Optional[str] = None
     mllmPredictInfo: Optional[dict] = None
-    mllmIntegrationStrategy: Optional[str] = None
+    mllmIntegrationStrategy: str = "integration"
     chatBotConfig: Optional[dict] = None
     retrieverConfig: Optional[dict] = None
 

paddlex/inference/serving/schemas/pp_doctranslation.py

@@ -0,0 +1,115 @@
+# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#    http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+from typing import Dict, Final, List, Optional, Tuple, Union
+
+from pydantic import BaseModel
+
+from ..infra.models import DataInfo, PrimaryOperations
+from .shared import ocr
+
+__all__ = [
+    "ANALYZE_IMAGES_ENDPOINT",
+    "AnalyzeImagesRequest",
+    "LayoutParsingResult",
+    "AnalyzeImagesResult",
+    "TRANSLATE_ENDPOINT",
+    "TranslateRequest",
+    "TranslationResult",
+    "TranslateResult",
+    "PRIMARY_OPERATIONS",
+]
+
+ANALYZE_IMAGES_ENDPOINT: Final[str] = "/doctrans-visual"
+
+
+class AnalyzeImagesRequest(ocr.BaseInferRequest):
+    useDocOrientationClassify: Optional[bool] = False
+    useDocUnwarping: Optional[bool] = False
+    useTextlineOrientation: Optional[bool] = None
+    useSealRecognition: Optional[bool] = None
+    useTableRecognition: Optional[bool] = None
+    useFormulaRecognition: Optional[bool] = None
+    useChartRecognition: Optional[bool] = False
+    useRegionDetection: Optional[bool] = None
+    layoutThreshold: Optional[Union[float, dict]] = None
+    layoutNms: Optional[bool] = None
+    layoutUnclipRatio: Optional[Union[float, Tuple[float, float], dict]] = None
+    layoutMergeBboxesMode: Optional[Union[str, dict]] = None
+    textDetLimitSideLen: Optional[int] = None
+    textDetLimitType: Optional[str] = None
+    textDetThresh: Optional[float] = None
+    textDetBoxThresh: Optional[float] = None
+    textDetUnclipRatio: Optional[float] = None
+    textRecScoreThresh: Optional[float] = None
+    sealDetLimitSideLen: Optional[int] = None
+    sealDetLimitType: Optional[str] = None
+    sealDetThresh: Optional[float] = None
+    sealDetBoxThresh: Optional[float] = None
+    sealDetUnclipRatio: Optional[float] = None
+    sealRecScoreThresh: Optional[float] = None
+    useWiredTableCellsTransToHtml: bool = False
+    useWirelessTableCellsTransToHtml: bool = False
+    useTableOrientationClassify: bool = True
+    useOcrResultsWithTableCells: bool = True
+    useE2eWiredTableRecModel: bool = False
+    useE2eWirelessTableRecModel: bool = True
+    visualize: Optional[bool] = None
+
+
+class LayoutParsingResult(BaseModel):
+    prunedResult: dict
+    markdown: ocr.MarkdownData
+    outputImages: Optional[Dict[str, str]] = None
+    inputImage: Optional[str] = None
+
+
+class AnalyzeImagesResult(BaseModel):
+    layoutParsingResults: List[LayoutParsingResult]
+    dataInfo: DataInfo
+
+
+TRANSLATE_ENDPOINT: Final[str] = "/doctrans-translate"
+
+
+class TranslateRequest(BaseModel):
+    markdownList: List[ocr.MarkdownData]
+    targetLanguage: str = "zh"
+    chunkSize: int = 5000
+    taskDescription: Optional[str] = None
+    outputFormat: Optional[str] = None
+    rulesStr: Optional[str] = None
+    fewShotDemoTextContent: Optional[str] = None
+    fewShotDemoKeyValueList: Optional[str] = None
+    chatBotConfig: Optional[dict] = None
+    sleepInterval: float = 0
+
+
+class TranslationResult(BaseModel):
+    language: str
+    markdown: ocr.MarkdownData
+
+
+class TranslateResult(BaseModel):
+    translationResults: List[TranslationResult]
+
+
+PRIMARY_OPERATIONS: Final[PrimaryOperations] = {
+    "analyzeImages": (
+        ANALYZE_IMAGES_ENDPOINT,
+        AnalyzeImagesRequest,
+        AnalyzeImagesResult,
+    ),
+    "translate": (TRANSLATE_ENDPOINT, TranslateRequest, TranslateResult),
+}

paddlex/inference/serving/schemas/pp_structurev3.py

@@ -22,7 +22,6 @@ from .shared import ocr
 __all__ = [
     "INFER_ENDPOINT",
     "InferRequest",
-    "MarkdownData",
     "LayoutParsingResult",
     "InferResult",
     "PRIMARY_OPERATIONS",
@@ -65,16 +64,9 @@ class InferRequest(ocr.BaseInferRequest):
     visualize: Optional[bool] = None
 
 
-class MarkdownData(BaseModel):
-    text: str
-    images: Dict[str, str]
-    isStart: bool
-    isEnd: bool
-
-
 class LayoutParsingResult(BaseModel):
     prunedResult: dict
-    markdown: MarkdownData
+    markdown: ocr.MarkdownData
     outputImages: Optional[Dict[str, str]] = None
     inputImage: Optional[str] = None
 

paddlex/inference/serving/schemas/shared/ocr.py

@@ -12,7 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from typing import Optional
+from typing import Dict, Optional
 
 from pydantic import BaseModel
 from typing_extensions import Literal, TypeAlias
@@ -23,3 +23,10 @@ FileType: TypeAlias = Literal[0, 1]
 class BaseInferRequest(BaseModel):
     file: str
     fileType: Optional[FileType] = None
+
+
+class MarkdownData(BaseModel):
+    text: str
+    isStart: bool
+    isEnd: bool
+    images: Optional[Dict[str, str]] = None

setup.py

@@ -23,6 +23,7 @@ from setuptools import find_packages, setup
 DEP_SPECS = {
     "aiohttp": ">= 3.9",
     "bce-python-sdk": ">= 0.9",
+    "beautifulsoup4": "",
     "chardet": "",
     "chinese-calendar": "",
     "colorlog": "",
@@ -74,7 +75,6 @@ DEP_SPECS = {
     "ujson": "",
     "uvicorn": ">= 0.16",
     "yarl": ">= 1.9",
-    "beautifulsoup4": "",
 }
 
 REQUIRED_DEPS = [
@@ -138,6 +138,7 @@ EXTRAS = {
             "tokenizers",
         ],
         "trans": [
+            "beautifulsoup4",
             "ftfy",
             "imagesize",
             "lxml",
@@ -150,7 +151,6 @@ EXTRAS = {
             "scikit-learn",
             "shapely",
             "tokenizers",
-            "beautifulsoup4",
         ],
         "ocr": [
             "einops",