PaddlePaddle · James4Ever0 · Jan 14, 2024 · Jan 14, 2024 · Jan 15, 2024 · Jan 15, 2024
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+.*
+LICENSE
+*.{png,gif,mp4,pkl,avi,json,yaml,yml,txt}
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+docs
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+!.gitignore
+!*
+!*/*
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+cache_tree.json
+vector_cache
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+{
+    "/test_tipc/test_train_inference_python.sh:275-303": "GPU Environment Variable Setup",
+    "/test_tipc/test_train_inference_python.sh:304-325": "Conditional Assignment of Train and Export Tasks",
+    "/test_tipc/test_train_inference_python.sh:31-56": "Parsing Key-Value Configurations",
+    "/test_tipc/test_train_inference_python.sh:326-347": "Setting Model Training Parameters",
+    "/test_tipc/test_train_inference_python.sh:348-367": "Distributed PaddleVideo Training and Inference",
+    "/test_tipc/test_train_inference_python.sh:368-378": "Multi-GPU/Machine Training with PaddlePaddle",
+    "/test_tipc/test_train_inference_python.sh:378-395": "Train PaddleVideo Model with Parameters",
+    "/test_tipc/test_train_inference_python.sh:396-410": "Evaluate Model Parameters and Commands",
+    "/test_tipc/test_train_inference_python.sh:410-426": "Setting up Variables for Inference",
+    "/test_tipc/test_train_inference_python.sh:426-433": "Set CUDA Devices for Inference and Training",
+    "/test_tipc/test_train_inference_python.sh:57-79": "Configuration Parser and Variable Assigner",
+    "/test_tipc/test_train_inference_python.sh:80-104": "Config File Parsing for Inference Parameters",
+    "/test_tipc/test_train_inference_python_npu.sh": "NPU Script Updates and Config Changes",
+    "/test_tipc/test_train_inference_python_npu.sh:1-39": "Switching to NPU Execution Script",
+    "/test_tipc/test_train_inference_python_npu.sh:40-42": "Bash Script Execution",
+    "/test_tipc/test_train_inference_python_xpu.sh": "Update XPU Execution Script",
+    "/test_tipc/test_train_inference_python_xpu.sh:1-39": "PaddleVideo XPU Configuration Update",
+    "/test_tipc/test_train_inference_python_xpu.sh:40-42": "Bash Command Execution and Logging",
+    "/tools/__init__.py": "Tools Package Initialization",
+    "/tools/ava_predict.py": "AVA Model Inference and Action Detection",
+    "/tools/ava_predict.py:1-32": "AVA Action Unit Detection Python Script",
+    "/tools/ava_predict.py:126-160": "Video Frame Extractor",
+    "/tools/ava_predict.py:161-191": "PaddleVideo Inference with AVA Predict",
+    "/tools/ava_predict.py:192-222": "AVA Predict Function Arguments and Result Packaging",
+    "/tools/ava_predict.py:223-264": "Label Prediction Function",
+    "/tools/ava_predict.py:267-294": "Human Detection via Frame Paths",
+    "/tools/ava_predict.py:296-334": "Reads Detection Results File for Bounding Box Proposals",
+    "/tools/ava_predict.py:33-68": "AVA Annotation Utilities",
+    "/tools/ava_predict.py:337-365": "Extract Frames and Set Up Pipelines",
+    "/tools/ava_predict.py:366-395": "AVA Prediction Code Snippet",
+    "/tools/ava_predict.py:396-421": "SpatioTemporal Action Detection Code",
+    "/tools/ava_predict.py:422-455": "Tensorize and Predict",
+    "/tools/ava_predict.py:456-481": "Action Score Thresholding in AVA Predict",
+    "/tools/ava_predict.py:482-509": "Video Frame Processing and Visualization Tool",
+    "/tools/ava_predict.py:69-98": "Visualize Frames with Predicted Annotations",
+    "/tools/ava_predict.py:99-125": "Image Box Annotation Visualizer",
+    "/tools/export_model.py": "PaddleVideo Model Exporter",
+    "/tools/export_model.py:1-32": "PaddleVideo Model Export Tool",
+    "/tools/export_model.py:118-143": "Model Input Specification in PaddleVideo's Export Function",
+    "/tools/export_model.py:144-172": "Input Specifications for PaddleVideo Models",
+    "/tools/export_model.py:173-204": "Input Specifications for Various Model Names",
+    "/tools/export_model.py:205-236": "Model Input Specification Generator",
+    "/tools/export_model.py:237-267": "Export Model: Step-by-Step",
+    "/tools/export_model.py:33-57": "Export Model Script",
+    "/tools/export_model.py:58-87": "Model Export and Config Trimming in PaddleVideo",
+    "/tools/export_model.py:88-117": "Model-Specific Input Shape Definition",
+    "/tools/predict.py": "Paddle Video Tool: Command-Line Inference",
+    "/tools/predict.py:1-32": "Import-Heavy Function Definition",
+    "/tools/predict.py:108-134": "TensorRT Engine Setup for ST-GCN",
+    "/tools/predict.py:136-173": "Building Paddle Predictor in Python",
+    "/tools/predict.py:174-201": "Model Inference Processing",
+    "/tools/predict.py:202-227": "Video Prediction Pipeline",
+    "/tools/predict.py:228-251": "Directory Creation and Inference Processing",
+    "/tools/predict.py:252-275": "Installing auto_log and Configuring AutoLogger",
+    "/tools/predict.py:276-306": "Batch Inference Tool",
+    "/tools/predict.py:308-327": "Benchmarking Inference and Post-Processing Time",
+    "/tools/predict.py:33-59": "Command-Line Arguments for Paddle Video",
+    "/tools/predict.py:60-84": "Configuring Paddle Video Predictor Arguments",
+    "/tools/predict.py:85-107": "Optimizing PaddleVideo for Inference",
+    "/tools/summary.py": "Model Summary and FLOPs Calculation",
+    "/tools/summary.py:1-34": "Parsing Command Line Arguments in PaddleVideo",
+    "/tools/summary.py:35-69": "Argument Parsing for Config File and Model Building",
+    "/tools/summary.py:70-82": "Model Summary and FLOPs Calculator",
+    "/tools/utils.py": "PaddleVideo-based Action Recognition & Human Detection",
+    "/tools/utils.py:1-34": "Import, Error Handling and License Info",
+    "/tools/utils.py:1023-1051": "FFmpeg Import and Frame Batching",
+    "/tools/utils.py:1052-1074": "Video Frame Iterator: Converting Predictions to Scenes",
+    "/tools/utils.py:1075-1103": "Video Scene List Processing Algorithm",
+    "/tools/utils.py:1105-1133": "Frame Visualization Tool",
+    "/tools/utils.py:1134-1149": "Single and All Frame Predictions",
+    "/tools/utils.py:1150-1169": "Shot Boundary Scene Converter",
+    "/tools/utils.py:1171-1201": "ADDS Inference Helper Initialization",
+    "/tools/utils.py:1202-1237": "Image Preprocessing Class and Method",
+    "/tools/utils.py:123-147": "Softmax Postprocessing Function",
+    "/tools/utils.py:1238-1264": "Post-Process Outputs and Save Depth Maps",
+    "/tools/utils.py:1266-1291": "Image Conversion Function and Class",
+    "/tools/utils.py:1292-1321": "Init and Extract Frames for Video Analysis",
+    "/tools/utils.py:1322-1344": "Preprocessing Frames and Labels",
+    "/tools/utils.py:1345-1369": "Object Detection Frame Processing",
+    "/tools/utils.py:1370-1400": "Data Pipeline: Append Proposals and Scores",
+    "/tools/utils.py:1401-1433": "Human Detection Class with Pre/Post-Processing",
+    "/tools/utils.py:1434-1464": "Iterating and Appending Predictions",
+    "/tools/utils.py:1466-1490": "Frame Sequence Visualizer",
+    "/tools/utils.py:148-176": "Video Classifier Helper",
+    "/tools/utils.py:1492-1523": "Pose Estimation Class for Image Processing",
+    "/tools/utils.py:1524-1548": "PaddleVideo Image Processing",
+    "/tools/utils.py:1549-1574": "YOWO Image Classification/Detection Initialization",
+    "/tools/utils.py:1575-1606": "Video Input Preprocessing: OpenCV Frame Reading and Resizing",
+    "/tools/utils.py:1608-1638": "Normalize and Reshape Images for Classification",
+    "/tools/utils.py:1639-1660": "Object Detection and Recognition Algorithm",
+    "/tools/utils.py:1661-1670": "Video Object Detection System Algorithm",
+    "/tools/utils.py:177-211": "Image Processing Class for PaddleVideo",
+    "/tools/utils.py:212-245": "Video Preprocessing Class",
+    "/tools/utils.py:246-278": "BMN Inference Helper Class and Postprocessing",
+    "/tools/utils.py:279-302": "Calculates Snippet Xmin and Xmax Values",
+    "/tools/utils.py:303-328": "Non-Max Suppression for Bounding Boxes",
+    "/tools/utils.py:329-362": "TokenShift Inference Helper Class",
+    "/tools/utils.py:35-58": "Importing and Building PaddleVideo Models",
+    "/tools/utils.py:363-395": "Preprocessing for TimeSformer Inference",
+    "/tools/utils.py:396-427": "Video Processing Pipeline",
+    "/tools/utils.py:428-458": "Video Preprocessing Class",
+    "/tools/utils.py:459-489": "Image Preprocessing and Postprocessing Tool",
+    "/tools/utils.py:490-516": "Extract Top K Classes from Tensor",
+    "/tools/utils.py:517-542": "Video Frame Processing Function",
+    "/tools/utils.py:543-573": "Text Overlay on Video Frames",
+    "/tools/utils.py:574-595": "Video Frame Processing and GIF Generation",
+    "/tools/utils.py:596-620": "Process and Save GIF with postprocess Function",
+    "/tools/utils.py:60-86": "Building Inference Helper with Registry",
+    "/tools/utils.py:621-651": "SlowFast Video Inference Helper",
+    "/tools/utils.py:652-682": "Video Frame Preprocessing and Postprocessing Function",
+    "/tools/utils.py:683-706": "Top Classes and Scores from STGCN Inference",
+    "/tools/utils.py:707-740": "CTRGCN Inference Helper Class",
+    "/tools/utils.py:741-775": "Preprocessing Data Class",
+    "/tools/utils.py:776-807": "Preprocessing and MSTCN Inference Helper Classes",
+    "/tools/utils.py:809-840": "Video Feature File Handling Class",
+    "/tools/utils.py:841-867": "Video Feature Processing and Text File Generation",
+    "/tools/utils.py:868-898": "Initializing ASRF Inference Helper",
+    "/tools/utils.py:87-121": "Abstract Class for Batch Preprocessing",
+    "/tools/utils.py:899-932": "Feature Loading and Processing Class",
+    "/tools/utils.py:933-959": "Action-Labeled Video Processor",
+    "/tools/utils.py:960-993": "Attention LSTM Inference Preprocessor",
+    "/tools/utils.py:994-1022": "Video Inference with TransNetV2 Model",
+    "/tools/wheel.py": "Video Classification Wheel Tool",
+    "/tools/wheel.py:1-24": "Apache License Notice",
+    "/tools/wheel.py:116-145": "Parse and Download with Progress",
+    "/tools/wheel.py:146-168": "Download and Save Inference Model",
+    "/tools/wheel.py:169-197": "Initializing Paddle Predictor with Flags and Configs",
+    "/tools/wheel.py:198-232": "PaddleVideo Predictor Setup",
+    "/tools/wheel.py:233-253": "Model Download and Configuration",
+    "/tools/wheel.py:25-64": "PaddleVideo Model Environment Setup",
+    "/tools/wheel.py:254-277": "Video Label Prediction Code",
+    "/tools/wheel.py:279-301": "URL Video Processing",
+    "/tools/wheel.py:303-327": "Batch Inference Looping",
+    "/tools/wheel.py:328-353": "Iterating and Labeling Results in PaddleVideo",
+    "/tools/wheel.py:354-354": "Entry Point for Script Execution",
+    "/tools/wheel.py:65-93": "Command Line Parser Function",
+    "/tools/wheel.py:94-115": "Initializing Argument Parser with Default Values"
+}