AI Slop Code RIsk Monitor

PINTO0309/PINTO_model_zoo

A repository for storing models that have been inter-converted between various frameworks. Supported frameworks are TensorFlow, PyTorch, ONNX, OpenVINO, TFJS, TFTRT, TensorFlowLite (Float32/16/INT8), EdgeTPU, CoreML.

14.5 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for PINTO0309/PINTO_model_zoo, a Python project with 4,626 GitHub stars. SynthScan examined 408,710 lines of code across 3564 source files, recording 2620 pattern matches distributed across 14 syntactic categories. The legacy adjusted pattern signal is 14.5 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

14.5
Adjusted Signal
14.5
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
4.6K
Stars
Python
Language
408.7K
Lines of Code
3.6K
Files
2.6K
Pattern Hits
2026-10-12
Scan Date
0.19
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 14.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1157 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.5/100 · LOW

Are imports declared and package/API names verified? 463 finding(s).

Agent Over-Engineering Ratio 42.4/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 1349 finding(s).

PR Review Velocity Impact 54.8/100 · HIGH

Which changes need focused human review? 2620 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 660MEDIUM 286LOW 1674

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 2620 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Cross-File Repetition587 hits · 2935 pts
SeverityFileLineSnippetContext
HIGH303_FAN/demo/demo_fan_onnx.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH426_YOLOX-Body-Head-Hand/demo/demo_yolox_onnx_tfite.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH…YOLOX-Body-Head-Hand/demo/demo_yolox-ti_onnx_tflite.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH035_BodyPix/demo/demo_bodypix_multi_onnx.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH431_NITEC/demo/demo_nitec_onnx_tflite.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH414_STAR/demo/demo_star_onnx.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH436_Peppa_Pig_Face_Landmark/demo/demo_peppapig_onnx.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH…Body-Head-Hand-Face-Dist/demo/demo_yolox_onnx_tfite.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH…OLOX-Body-Head-Hand-Face/demo/demo_yolox_onnx_tfite.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH438_PeCLR/demo/demo_peclr_onnx.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH435_MobileFaceNet/demo/demo_mobilefacenet_onnx.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH437_PIPNet/demo/demo_pipnet_onnx.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH443_Opal23_HeadPose/demo/demo_opal23_headpose_onnx.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH…e-HandLR-Foot-Dist/demo/demo_yolox_onnx_handLR_foot.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH…Wheelchair/demo/demo_yolox_onnx_humanwithwheelchair.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH…_YOLOX-WholeBody12/demo/demo_yolox_onnx_wholebody12.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH…elchair/demo/demo_yolox_onnx_handLR_foot_wheelchair.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH…y-Head-Face-HandLR-Dist/demo/demo_yolox_onnx_handLR.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH…e-Mouth-Ear/demo/demo_yolox_onnx_eye_nose_mouth_ear.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH444_YOLOX-Foot-Dist/demo/demo_yolox_onnx_foot.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH…9_Depth-Anything/demo/demo_depthanything_onnx_tfite.py0retinaface parameters ---------- runtime: optional[str] runtime for yolox. default: onnx model_path: optional[str] onnx/STRING
HIGH303_FAN/demo/demo_fan_onnx.py0yolox parameters ---------- image: np.ndarray entire image returns ------- result_boxes: list[box] predicted boxes: [n, STRING
HIGH035_BodyPix/demo/demo_bodypix_multi_onnx.py0yolox parameters ---------- image: np.ndarray entire image returns ------- result_boxes: list[box] predicted boxes: [n, STRING
HIGH414_STAR/demo/demo_star_onnx.py0yolox parameters ---------- image: np.ndarray entire image returns ------- result_boxes: list[box] predicted boxes: [n, STRING
HIGH436_Peppa_Pig_Face_Landmark/demo/demo_peppapig_onnx.py0yolox parameters ---------- image: np.ndarray entire image returns ------- result_boxes: list[box] predicted boxes: [n, STRING
HIGH438_PeCLR/demo/demo_peclr_onnx.py0yolox parameters ---------- image: np.ndarray entire image returns ------- result_boxes: list[box] predicted boxes: [n, STRING
HIGH435_MobileFaceNet/demo/demo_mobilefacenet_onnx.py0yolox parameters ---------- image: np.ndarray entire image returns ------- result_boxes: list[box] predicted boxes: [n, STRING
HIGH437_PIPNet/demo/demo_pipnet_onnx.py0yolox parameters ---------- image: np.ndarray entire image returns ------- result_boxes: list[box] predicted boxes: [n, STRING
HIGH303_FAN/demo/demo_fan_onnx.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH478_SC/demo/demo_sc.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH477_PGC/demo/demo_pgc.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH473_HISDF/demo/demo_hisdf_onnx_34.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH481_WHC/demo/demo_whc.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH035_BodyPix/demo/demo_bodypix_single_onnx.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH035_BodyPix/demo/demo_bodypix_multi_onnx.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH…holebody28-Refine/demo/demo_yolov9_onnx_wholebody28.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH465_DEIM-Wholebody28/demo/demo_deim_onnx_wholebody28.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH480_HSC/demo/demo_hsc.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH…mo/demo_yolov9_onnx_wholebody34_with_edges_with_seg.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH476_OCEC/demo/demo_ocec.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH…OLOv9-Wholebody25/demo/demo_yolov9_onnx_wholebody25.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH…/demo_yolov9_onnx_wholebody34_with_edges_with_depth.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH…DINOv3/demo/demo_deimv2_onnx_wholebody34_with_edges.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH414_STAR/demo/demo_star_onnx.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH462_Gaze-LLE/demo/demo_yolov9_onnx_gazelle.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH436_Peppa_Pig_Face_Landmark/demo/demo_peppapig_onnx.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH475_VSDLM/demo/demo_vsdlm.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH…nsFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH486_MWC/demo/demo_mwc.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH…/demo_yolov9_onnx_webcam_with_tracker_camera_gazing.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH438_PeCLR/demo/demo_peclr_onnx.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH479_PUC/demo/demo_puc.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH…_YOLO-Wholebody34/demo/demo_yolov9_onnx_wholebody34.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH…body34/demo/demo_deimv2_onnx_wholebody34_with_edges.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH…OLOv9-Wholebody28/demo/demo_yolov9_onnx_wholebody28.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH435_MobileFaceNet/demo/demo_mobilefacenet_onnx.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH437_PIPNet/demo/demo_pipnet_onnx.py0_preprocess parameters ---------- image: np.ndarray entire image returns ------- resized_image: np.ndarray resized and nSTRING
HIGH303_FAN/demo/demo_fan_onnx.py0_postprocess parameters ---------- boxes: np.ndarray float32[n, 7] returns ------- result_boxes: list[box] predicted boxSTRING
HIGH426_YOLOX-Body-Head-Hand/demo/demo_yolox_onnx_tfite.py0_postprocess parameters ---------- boxes: np.ndarray float32[n, 7] returns ------- result_boxes: list[box] predicted boxSTRING
527 more matches not shown…
Decorative Section Separators184 hits · 714 pts
SeverityFileLineSnippetContext
MEDIUM⚡478_SC/demo/demo_sc.py1007 # -------------------------COMMENT
MEDIUM⚡478_SC/demo/demo_sc.py1009 # -------------------------COMMENT
MEDIUM⚡478_SC/demo/demo_sc.py1015 # -------------------------------------------------COMMENT
MEDIUM⚡478_SC/demo/demo_sc.py1019 # -------------------------------------------------COMMENT
MEDIUM⚡478_SC/demo/demo_sc.py1029 # -------------------------COMMENT
MEDIUM⚡478_SC/demo/demo_sc.py1031 # -------------------------COMMENT
MEDIUM478_SC/demo/demo_sc.py1088 # -------------------------COMMENT
MEDIUM478_SC/demo/demo_sc.py1090 # -------------------------COMMENT
MEDIUM⚡…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py1081 # -------------------------COMMENT
MEDIUM⚡…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py1083 # -------------------------COMMENT
MEDIUM⚡…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py1089 # -------------------------------------------------COMMENT
MEDIUM⚡…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py1093 # -------------------------------------------------COMMENT
MEDIUM⚡…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py1103 # -------------------------COMMENT
MEDIUM⚡…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py1105 # -------------------------COMMENT
MEDIUM…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py1162 # -------------------------COMMENT
MEDIUM…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py1164 # -------------------------COMMENT
MEDIUM⚡477_PGC/demo/demo_pgc.py1007 # -------------------------COMMENT
MEDIUM⚡477_PGC/demo/demo_pgc.py1009 # -------------------------COMMENT
MEDIUM⚡477_PGC/demo/demo_pgc.py1015 # -------------------------------------------------COMMENT
MEDIUM⚡477_PGC/demo/demo_pgc.py1019 # -------------------------------------------------COMMENT
MEDIUM⚡477_PGC/demo/demo_pgc.py1029 # -------------------------COMMENT
MEDIUM⚡477_PGC/demo/demo_pgc.py1031 # -------------------------COMMENT
MEDIUM477_PGC/demo/demo_pgc.py1088 # -------------------------COMMENT
MEDIUM477_PGC/demo/demo_pgc.py1090 # -------------------------COMMENT
MEDIUM⚡473_HISDF/demo/demo_hisdf_onnx_34.py964 # -------------------------COMMENT
MEDIUM⚡473_HISDF/demo/demo_hisdf_onnx_34.py966 # -------------------------COMMENT
MEDIUM⚡473_HISDF/demo/demo_hisdf_onnx_34.py972 # -------------------------------------------------COMMENT
MEDIUM⚡473_HISDF/demo/demo_hisdf_onnx_34.py974 # -------------------------------------------------COMMENT
MEDIUM⚡473_HISDF/demo/demo_hisdf_onnx_34.py984 # -------------------------COMMENT
MEDIUM⚡473_HISDF/demo/demo_hisdf_onnx_34.py986 # -------------------------COMMENT
MEDIUM473_HISDF/demo/demo_hisdf_onnx_34.py1043 # -------------------------COMMENT
MEDIUM473_HISDF/demo/demo_hisdf_onnx_34.py1045 # -------------------------COMMENT
MEDIUM⚡481_WHC/demo/demo_whc.py1052 # -------------------------COMMENT
MEDIUM⚡481_WHC/demo/demo_whc.py1054 # -------------------------COMMENT
MEDIUM⚡481_WHC/demo/demo_whc.py1060 # -------------------------------------------------COMMENT
MEDIUM⚡481_WHC/demo/demo_whc.py1064 # -------------------------------------------------COMMENT
MEDIUM⚡481_WHC/demo/demo_whc.py1074 # -------------------------COMMENT
MEDIUM⚡481_WHC/demo/demo_whc.py1076 # -------------------------COMMENT
MEDIUM481_WHC/demo/demo_whc.py1133 # -------------------------COMMENT
MEDIUM481_WHC/demo/demo_whc.py1135 # -------------------------COMMENT
MEDIUM035_BodyPix/old/saved_model_to_coreml.py37#=====================================================COMMENT
MEDIUM035_BodyPix/old/saved_model_to_coreml.py57#=====================================================COMMENT
MEDIUM035_BodyPix/old/saved_model_to_coreml.py77#=====================================================COMMENT
MEDIUM309_ImageForensicsOSN/convert_script.txt191#===============================================================COMMENT
MEDIUM309_ImageForensicsOSN/convert_script.txt320#=========================================================COMMENT
MEDIUM018_EfficientDet/01_float32/inference.py14# ==============================================================================COMMENT
MEDIUM023_yolov3-nano/train.py3#================================================================COMMENT
MEDIUM023_yolov3-nano/train.py12#================================================================COMMENT
MEDIUM023_yolov3-nano/video_demo.py3#================================================================COMMENT
MEDIUM023_yolov3-nano/video_demo.py12#================================================================COMMENT
MEDIUM023_yolov3-nano/core/yolov3.py3#================================================================COMMENT
MEDIUM023_yolov3-nano/core/yolov3.py12#================================================================COMMENT
MEDIUM023_yolov3-nano/core/config.py3#================================================================COMMENT
MEDIUM023_yolov3-nano/core/config.py12#================================================================COMMENT
MEDIUM023_yolov3-nano/core/backbone.py3#================================================================COMMENT
MEDIUM023_yolov3-nano/core/backbone.py12#================================================================COMMENT
MEDIUM023_yolov3-nano/core/dataset.py3#================================================================COMMENT
MEDIUM023_yolov3-nano/core/dataset.py12#================================================================COMMENT
MEDIUM023_yolov3-nano/core/common.py3#================================================================COMMENT
MEDIUM023_yolov3-nano/core/common.py12#================================================================COMMENT
124 more matches not shown…
Unused Imports463 hits · 462 pts
SeverityFileLineSnippetContext
LOW…n_segmentation_pphumanseg/onnx_openvino_tflite_test.py1CODE
LOW316_night_enhancement/demo/demo.py1CODE
LOW478_SC/demo/demo_sc.py3CODE
LOW…3_LVFace/demo/demo_transface_onnx_cosine_similarity.py3CODE
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py3CODE
LOW134_head-pose-estimation-adas-0001/test.py74CODE
LOW…ke_final_batch_nums_final_class_nums_final_box_nums.py6CODE
LOW…LO-Head/post_process_gen_tools/make_cxcywh_x1y1x2y2.py5CODE
LOW…O-Head/post_process_gen_tools/make_batch_initialize.py7CODE
LOW…LO-Head/post_process_gen_tools/make_cxcywh_y1x1y2x2.py5CODE
LOW477_PGC/demo/demo_pgc.py3CODE
LOW269_Higher-HRNet/batchsize_clear.py2CODE
LOW245_GLPDepth/batchsize_clear.py2CODE
LOW082_MediaPipe_Meet_Segmentation/test_tf.py3CODE
LOW082_MediaPipe_Meet_Segmentation/utils.py8CODE
LOW082_MediaPipe_Meet_Segmentation/utils.py11CODE
LOW…entation/03_segm_lite_v681_tflite_to_pb_saved_model.py14CODE
LOW…entation/03_segm_lite_v681_tflite_to_pb_saved_model.py15CODE
LOW…entation/02_segm_full_v679_tflite_to_pb_saved_model.py14CODE
LOW…entation/02_segm_full_v679_tflite_to_pb_saved_model.py15CODE
LOW…entation/01_segm_lite_v509_tflite_to_pb_saved_model.py14CODE
LOW…entation/01_segm_lite_v509_tflite_to_pb_saved_model.py15CODE
LOW473_HISDF/demo/demo_hisdf_onnx_34.py3CODE
LOW473_HISDF/demo/demo_hisdf_onnx_34.py10CODE
LOW…v2-poseestimation/dm140_224/03_integer_quantization.py6CODE
LOW…v2-poseestimation/dm140_224/03_integer_quantization.py7CODE
LOW…v2-poseestimation/dm140_224/03_integer_quantization.py8CODE
LOW…-poseestimation/dm140_224/01_freeze_the_saved_model.py4CODE
LOW…-poseestimation/dm140_224/01_freeze_the_saved_model.py6CODE
LOW…-poseestimation/dm050_224/01_freeze_the_saved_model.py4CODE
LOW…-poseestimation/dm050_224/01_freeze_the_saved_model.py6CODE
LOW…seestimation/dm050_224/90_tflite-usbcamera-cpu-sync.py2CODE
LOW…mation/dm050_224/00_create_calibration_image_person.py2CODE
LOW…mation/dm050_224/00_create_calibration_image_person.py3CODE
LOW…-poseestimation/dm100_224/01_freeze_the_saved_model.py4CODE
LOW…-poseestimation/dm100_224/01_freeze_the_saved_model.py6CODE
LOW…seestimation/dm100_224/90_tflite-usbcamera-cpu-sync.py2CODE
LOW…mation/dm100_224/00_create_calibration_image_person.py2CODE
LOW…mation/dm100_224/00_create_calibration_image_person.py3CODE
LOW…v2-poseestimation/dm075_224/03_integer_quantization.py6CODE
LOW…v2-poseestimation/dm075_224/03_integer_quantization.py7CODE
LOW…v2-poseestimation/dm075_224/03_integer_quantization.py8CODE
LOW…-poseestimation/dm075_224/01_freeze_the_saved_model.py4CODE
LOW…-poseestimation/dm075_224/01_freeze_the_saved_model.py6CODE
LOW…Rv2-Wholebody25/demo/demo_rtdetrv2_onnx_wholebody25.py3CODE
LOW426_YOLOX-Body-Head-Hand/demo/demo_yolox_onnx_tfite.py11CODE
LOW…YOLOX-Body-Head-Hand/demo/demo_yolox-ti_onnx_tflite.py12CODE
LOW…ke_final_batch_nums_final_class_nums_final_box_nums.py6CODE
LOW…OX-Body-Head-Hand/post_process_gen_tools/make_grids.py6CODE
LOW…ad-Hand/post_process_gen_tools/make_cxcywh_y1x1y2x2.py5CODE
LOW481_WHC/demo/demo_whc.py3CODE
LOW263_EgoNet/batchsize_clear.py2CODE
LOW267_LIOT/batchsize_clear.py2CODE
LOW167_LSTR/onnx_tflite_test.py7CODE
LOW167_LSTR/onnx_optimization.py4CODE
LOW…ke_final_batch_nums_final_class_nums_final_box_nums.py6CODE
LOW…ad-Hand/post_process_gen_tools/make_cxcywh_x1y1x2y2.py5CODE
LOW…d-Hand/post_process_gen_tools/make_batch_initialize.py7CODE
LOW…ad-Hand/post_process_gen_tools/make_cxcywh_y1x1y2x2.py5CODE
LOW002_mobilenetv3-ssd/mobilenetv3ssd.py2CODE
403 more matches not shown…
Deep Nesting442 hits · 422 pts
SeverityFileLineSnippetContext
LOW303_FAN/demo/demo_fan_onnx.py532CODE
LOW303_FAN/demo/demo_fan_onnx.py53CODE
LOW478_SC/demo/demo_sc.py995CODE
LOW478_SC/demo/demo_sc.py1094CODE
LOW478_SC/demo/demo_sc.py154CODE
LOW478_SC/demo/demo_sc.py267CODE
LOW478_SC/demo/demo_sc.py682CODE
LOW478_SC/demo/demo_sc.py767CODE
LOW…3_LVFace/demo/demo_transface_onnx_cosine_similarity.py273CODE
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py1069CODE
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py1168CODE
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py141CODE
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py254CODE
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py670CODE
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py755CODE
LOW365_HTNet/demo/demo_HTNet_onnx.py22CODE
LOW477_PGC/demo/demo_pgc.py995CODE
LOW477_PGC/demo/demo_pgc.py1094CODE
LOW477_PGC/demo/demo_pgc.py154CODE
LOW477_PGC/demo/demo_pgc.py267CODE
LOW477_PGC/demo/demo_pgc.py682CODE
LOW477_PGC/demo/demo_pgc.py767CODE
LOW269_Higher-HRNet/batchsize_clear.py7CODE
LOW245_GLPDepth/batchsize_clear.py7CODE
LOW…entation/03_segm_lite_v681_tflite_to_pb_saved_model.py54CODE
LOW…entation/02_segm_full_v679_tflite_to_pb_saved_model.py54CODE
LOW…entation/01_segm_lite_v509_tflite_to_pb_saved_model.py54CODE
LOW473_HISDF/demo/demo_hisdf_onnx_34.py954CODE
LOW473_HISDF/demo/demo_hisdf_onnx_34.py1049CODE
LOW473_HISDF/demo/demo_hisdf_onnx_34.py142CODE
LOW473_HISDF/demo/demo_hisdf_onnx_34.py257CODE
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LOW473_HISDF/demo/demo_hisdf_onnx_34.py736CODE
LOW473_HISDF/demo/demo_hisdf_onnx_34.py821CODE
LOW…seestimation/dm050_224/90_tflite-usbcamera-cpu-sync.py34CODE
LOW…seestimation/dm050_224/90_tflite-usbcamera-cpu-sync.py89CODE
LOW…seestimation/dm100_224/90_tflite-usbcamera-cpu-sync.py34CODE
LOW…seestimation/dm100_224/90_tflite-usbcamera-cpu-sync.py89CODE
LOW284_CREStereo/onnx_convert_to_oak-d_myriad_iter2.py16CODE
LOW…Rv2-Wholebody25/demo/demo_rtdetrv2_onnx_wholebody25.py675CODE
LOW…Rv2-Wholebody25/demo/demo_rtdetrv2_onnx_wholebody25.py112CODE
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LOW426_YOLOX-Body-Head-Hand/demo/demo_yolox_onnx_tfite.py421CODE
LOW426_YOLOX-Body-Head-Hand/demo/demo_yolox_onnx_tfite.py97CODE
LOW…YOLOX-Body-Head-Hand/demo/demo_yolox-ti_onnx_tflite.py489CODE
LOW…YOLOX-Body-Head-Hand/demo/demo_yolox-ti_onnx_tflite.py98CODE
LOW481_WHC/demo/demo_whc.py1040CODE
LOW481_WHC/demo/demo_whc.py1139CODE
LOW481_WHC/demo/demo_whc.py158CODE
LOW481_WHC/demo/demo_whc.py271CODE
LOW481_WHC/demo/demo_whc.py686CODE
LOW481_WHC/demo/demo_whc.py771CODE
LOW481_WHC/demo/demo_whc.py840CODE
LOW263_EgoNet/batchsize_clear.py7CODE
LOW035_BodyPix/demo/demo_bodypix_single_onnx.py484CODE
LOW035_BodyPix/demo/demo_bodypix_single_onnx.py62CODE
LOW035_BodyPix/demo/demo_bodypix_multi_onnx.py610CODE
LOW035_BodyPix/demo/demo_bodypix_multi_onnx.py62CODE
LOW267_LIOT/batchsize_clear.py7CODE
LOW425_Gold-YOLO-Body-Head-Hand/demo/demo_goldyolo_onnx.py229CODE
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Empty Error Handlers72 hits · 360 pts
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HIGH478_SC/demo/demo_sc.py2009except:CODE
HIGH…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py2049except:CODE
HIGH…O-Head/post_process_gen_tools/make_batch_initialize.py129except:CODE
HIGH477_PGC/demo/demo_pgc.py2007except:CODE
HIGH473_HISDF/demo/demo_hisdf_onnx_34.py1950except:CODE
HIGH…Rv2-Wholebody25/demo/demo_rtdetrv2_onnx_wholebody25.py1227except:CODE
HIGH481_WHC/demo/demo_whc.py2020except:CODE
HIGH481_WHC/demo/demo_whc.py867except Exception:CODE
HIGH481_WHC/demo/demo_whc.py875except Exception:CODE
HIGH…d-Hand/post_process_gen_tools/make_batch_initialize.py129except:CODE
HIGH002_mobilenetv3-ssd/mobilenetv3ssd.py28except:CODE
HIGH443_Opal23_HeadPose/demo/demo_opal23_headpose_onnx.py943except:CODE
HIGH…holebody28-Refine/demo/demo_yolov9_onnx_wholebody28.py15except:CODE
HIGH…holebody28-Refine/demo/demo_yolov9_onnx_wholebody28.py1550except:CODE
HIGH465_DEIM-Wholebody28/demo/demo_deim_onnx_wholebody28.py1373except:CODE
HIGH…e-HandLR-Foot-Dist/demo/demo_yolox_onnx_handLR_foot.py794except:CODE
HIGH451_DAN/demo/demo_dan_emotion.py1006except:CODE
HIGH480_HSC/demo/demo_hsc.py2026except:CODE
HIGH…mo/demo_yolov9_onnx_wholebody34_with_edges_with_seg.py1562except:CODE
HIGH…adPose-Yaw/demo/demo_yolov9_onnx_discrete_head_pose.py989except:CODE
HIGH493_HHC/demo/demo_hhc.py2107except:CODE
HIGH…Wheelchair/demo/demo_yolox_onnx_humanwithwheelchair.py794except:CODE
HIGH…OLOPv2/post_process_gen_tools/make_batch_initialize.py129except:CODE
HIGH476_OCEC/demo/demo_ocec.py1928except:CODE
HIGH494_BPC/demo/demo_bpc.py2107except:CODE
HIGH…YOLOv7/post_process_gen_tools/make_batch_initialize.py129except:CODE
HIGH…d-Hand/post_process_gen_tools/make_batch_initialize.py129except:CODE
HIGH452_FairFace/demo/demo_fairface_attribute.py1073except:CODE
HIGH…_YOLOX-WholeBody12/demo/demo_yolox_onnx_wholebody12.py855except:CODE
HIGH…elchair/demo/demo_yolox_onnx_handLR_foot_wheelchair.py832except:CODE
HIGH…OLOv9-Wholebody25/demo/demo_yolov9_onnx_wholebody25.py1240except:CODE
HIGH…OLOv9-Wholebody13/demo/demo_yolov9_onnx_wholebody13.py883except:CODE
HIGH…mation/03_integer_quantization/head_pose_estimation.py48except:CODE
HIGH119_M-LSD/demo/mlsd/utils_onnx.py568except Exception as e:CODE
HIGH119_M-LSD/demo/mlsd/utils_tflite.py562except Exception as e:CODE
HIGH455_YOLOv9-Gender/demo/demo_yolov9_onnx_gender.py888except:CODE
HIGH…/demo_yolov9_onnx_wholebody34_with_edges_with_depth.py1631except:CODE
HIGH…DINOv3/demo/demo_deimv2_onnx_wholebody34_with_edges.py2004except:CODE
HIGH…y-Head-Face-HandLR-Dist/demo/demo_yolox_onnx_handLR.py791except:CODE
HIGH…OLOv9-Wholebody15/demo/demo_yolov9_onnx_wholebody15.py1013except:CODE
HIGH462_Gaze-LLE/demo/demo_yolov9_onnx_gazelle.py1484except:CODE
HIGH…O-Hand/post_process_gen_tools/make_batch_initialize.py129except:CODE
HIGH475_VSDLM/demo/demo_vsdlm.py1928except:CODE
HIGH461_YOLOv9-Phone/demo/demo_yolov9_onnx_phone.py1208except:CODE
HIGH015_Faster-Grad-CAM/janken_demo_tflite.py96except:CODE
HIGH…O-Body/post_process_gen_tools/make_batch_initialize.py129except:CODE
HIGH491_SGC/demo/demo_sgc.py2107except:CODE
HIGH…nsFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py2049except:CODE
HIGH…ectMHP/post_process_gen_tools/make_batch_initialize.py129except:CODE
HIGH453_FairDAN/demo/demo_fairdan.py1117except:CODE
HIGH…e-Mouth-Ear/demo/demo_yolox_onnx_eye_nose_mouth_ear.py794except:CODE
HIGH486_MWC/demo/demo_mwc.py1930except:CODE
HIGH…Body-Head-Hand-Face-Dist/demo/demo_yolox_onnx_tfite.py675except:CODE
HIGH…OLOv9-Wholebody17/demo/demo_yolov9_onnx_wholebody17.py1098except:CODE
HIGH479_PUC/demo/demo_puc.py2054except:CODE
HIGH…_YOLO-Wholebody34/demo/demo_yolov9_onnx_wholebody34.py15except:CODE
HIGH…_YOLO-Wholebody34/demo/demo_yolov9_onnx_wholebody34.py1636except:CODE
HIGH…lchair/demo/demo_yolov9_onnx_handLR_foot_wheelchair.py866except:CODE
HIGH…body34/demo/demo_deimv2_onnx_wholebody34_with_edges.py1793except:CODE
HIGH444_YOLOX-Foot-Dist/demo/demo_yolox_onnx_foot.py737except:CODE
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Hyper-Verbose Identifiers294 hits · 282 pts
SeverityFileLineSnippetContext
LOWREADME.md1346def convert_graph_def_to_saved_model(export_dir, graph_filepath, input_name, outputs):CODE
LOWREADME.md1457def representative_dataset_gen():CODE
LOWREADME.md1506def representative_dataset_gen():CODE
LOW…3_LVFace/demo/demo_transface_onnx_cosine_similarity.py433def split_markdown_table_sections(lines: List[str]) -> Tuple[List[str], Optional[List[str]], List[str]]:CODE
LOW…3_LVFace/demo/demo_transface_onnx_cosine_similarity.py440def write_html_document_start(output_file, title: str) -> None:CODE
LOW…3_LVFace/demo/demo_transface_onnx_cosine_similarity.py506def write_markdown_table_html(STRING
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py830def build_head_crop_base_name(CODE
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py964def build_face_crop_ijb_landmark_lines(CODE
LOW365_HTNet/demo/demo_HTNet_onnx.py15def normalize_screen_coordinates(X, w, h):CODE
LOW082_MediaPipe_Meet_Segmentation/utils.py30def _parse_path_and_model_json(model_dir):CODE
LOW082_MediaPipe_Meet_Segmentation/utils.py153def _convert_weight_list_to_dict(weight_list):CODE
LOW082_MediaPipe_Meet_Segmentation/utils.py187def _convert_graph_model_to_graph(model_json, base_path):CODE
LOW…entation/03_segm_lite_v681_tflite_to_pb_saved_model.py46def optimizing_hardswish_for_edgetpu(input_op, name=None):CODE
LOW…entation/02_segm_full_v679_tflite_to_pb_saved_model.py46def optimizing_hardswish_for_edgetpu(input_op, name=None):CODE
LOW…entation/01_segm_lite_v509_tflite_to_pb_saved_model.py46def optimizing_hardswish_for_edgetpu(input_op, name=None):CODE
LOW…v2-poseestimation/dm140_224/03_integer_quantization.py10def representative_dataset_gen():CODE
LOW…-poseestimation/dm140_224/01_freeze_the_saved_model.py17def convert_graph_def_to_saved_model(export_dir, graph_filepath, input_name, outputs):CODE
LOW…seestimation/dm140_224/05_full_integer_quantization.py7def representative_dataset_gen():CODE
LOW…etv2-poseestimation/01_float32/02_pb_to_saved_model.py14def convert_graph_def_to_saved_model(export_dir, graph_filepath, input_name, outputs):CODE
LOW…v2-poseestimation/dm050_224/03_integer_quantization.py6def representative_dataset_gen():CODE
LOW…-poseestimation/dm050_224/01_freeze_the_saved_model.py17def convert_graph_def_to_saved_model(export_dir, graph_filepath, input_name, outputs):CODE
LOW…seestimation/dm050_224/05_full_integer_quantization.py7def representative_dataset_gen():CODE
LOW…v2-poseestimation/dm100_224/03_integer_quantization.py6def representative_dataset_gen():CODE
LOW…-poseestimation/dm100_224/01_freeze_the_saved_model.py17def convert_graph_def_to_saved_model(export_dir, graph_filepath, input_name, outputs):CODE
LOW…seestimation/dm100_224/05_full_integer_quantization.py7def representative_dataset_gen():CODE
LOW…v2-poseestimation/dm075_224/03_integer_quantization.py10def representative_dataset_gen():CODE
LOW…-poseestimation/dm075_224/01_freeze_the_saved_model.py17def convert_graph_def_to_saved_model(export_dir, graph_filepath, input_name, outputs):CODE
LOW…seestimation/dm075_224/05_full_integer_quantization.py7def representative_dataset_gen():CODE
LOW…YOLOX-Body-Head-Hand/demo/demo_yolox-ti_onnx_tflite.py232 def _create_grids_and_expanded_strides(CODE
LOW…d-Hand/demo/opencv_dnn/demo_yolox-ti_onnx_opencvdnn.py70 def __create_grids_and_expanded_strides(CODE
LOW263_EgoNet/README.md258 def affine_transform_modified(pts, t):CODE
LOW035_BodyPix/demo/demo_bodypix_single_onnx.py439def extract_max_score_points_unique(points: np.ndarray, radius: int=20):CODE
LOW035_BodyPix/demo/demo_bodypix_multi_onnx.py565def extract_max_score_points_unique(points: np.ndarray, radius: int=20):CODE
LOW490_ICAONet/demo/predict_onnx_tflite.py243def prepare_icaonet_onnx_input(crop_rgb: np.ndarray) -> np.ndarray:CODE
LOW490_ICAONet/demo/predict_onnx_tflite.py248def prepare_icaonet_tflite_input(crop_rgb: np.ndarray) -> np.ndarray:CODE
LOW490_ICAONet/demo/predict_onnx_tflite.py262def get_tflite_interpreter_class():CODE
LOW…small/01_coco/01_float/01_freeze_the_saved_model_v1.py19def convert_graph_def_to_saved_model(export_dir, graph_filepath, input_name, outputs):CODE
LOW…01_coco/01_float/02_weight_int_fullint_quantization.py9def representative_dataset_gen():CODE
LOW…large/01_coco/01_float/01_freeze_the_saved_model_v1.py19def convert_graph_def_to_saved_model(export_dir, graph_filepath, input_name, outputs):CODE
LOW…01_coco/01_float/02_weight_int_fullint_quantization.py9def representative_dataset_gen():CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/quantize.py161def remove_redundant_qdq_model(onnx_model, f):CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/quantize.py231def transfer_torch_to_quantization(nninstance : torch.nn.Module, quantmodule):CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/quantize.py258def quantization_ignore_match(ignore_policy : Union[str, List[str], Callable], path : str) -> bool:CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/quantize.py285def replace_to_quantization_module(model : torch.nn.Module, ignore_policy : Union[str, List[str], Callable] = None, prefCODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/quantize.py292 def recursive_and_replace_module(module, prefix=""):CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/quantize.py329def repbottleneck_quant_forward(self, x):CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/quantize.py352def apply_custom_rules_to_quantizer(model : torch.nn.Module, export_onnx : Callable):CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/quantize.py381def replace_custom_module_forward(model):CODE
LOW…Ov9-Wholebody28-Refine/yolov9/models/quantize_rules.py44def find_with_no_change_parent_node(model, node):STRING
LOW105_MobileStyleGAN/saved_model_to_tflite.py178 def representative_dataset_gen():CODE
LOW…inceptionv2/01_float32/05_full_integer_quantization.py8def representative_dataset_gen():CODE
LOW…rcnn_inceptionv2/01_float32/03_float16_quantization.py8def representative_dataset_gen():CODE
LOW…rcnn_inceptionv2/01_float32/04_integer_quantization.py8def representative_dataset_gen():CODE
LOW…/09_pytorch_efficientdet_d0/06_integer_quantization.py10def representative_dataset_gen():CODE
LOW018_EfficientDet/01_float32/04_integer_quantization.py10def representative_dataset_gen():CODE
LOW018_EfficientDet/01_float32/inference.py220def det_post_process_combined(params, cls_outputs, box_outputs, scales,CODE
LOW018_EfficientDet/01_float32/inference.py416def visualize_image_prediction(image,CODE
LOW018_EfficientDet/01_float32/inference.py777 def representative_dataset_gen():CODE
LOW…fficientDet/01_float32/07_full_integer_quantization.py7def representative_dataset_gen():CODE
LOW…lov3-nano/01_float32/01_freeze_graph_to_saved_model.py15def convert_graph_def_to_saved_model(export_dir, graph_filepath, input_name, outputs):CODE
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Over-Commented Block273 hits · 272 pts
SeverityFileLineSnippetContext
LOWREADME.md981 deeplab_mnv3_large_cityscapes_trainfine/frozen_inference_graph_org.pbCOMMENT
LOW…n_segmentation_pphumanseg/onnx_openvino_tflite_test.py21# s = time.time()COMMENT
LOW478_SC/demo/demo_sc.py621 # Male, Female mergeCOMMENT
LOW478_SC/demo/demo_sc.py641 # classid: 14 -> Left-SideCOMMENT
LOW478_SC/demo/demo_sc.py661 self._find_most_relevant_obj(base_objs=hand_boxes, target_objs=left_right_hand_boxes)COMMENT
LOW478_SC/demo/demo_sc.py1901 # cv2.putText(COMMENT
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py621 # HeadPose mergeCOMMENT
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py641 # classid: 24 -> Left-HandCOMMENT
LOW…LVFace/demo/demo_deimv2_onnx_wholebody34_with_edges.py1901 # f'{box.score:.2f}',COMMENT
LOW477_PGC/demo/demo_pgc.py621 # Male, Female mergeCOMMENT
LOW477_PGC/demo/demo_pgc.py641 # classid: 14 -> Left-SideCOMMENT
LOW477_PGC/demo/demo_pgc.py661 self._find_most_relevant_obj(base_objs=hand_boxes, target_objs=left_right_hand_boxes)COMMENT
LOW477_PGC/demo/demo_pgc.py1901 # f'{box.score:.2f}',COMMENT
LOW473_HISDF/demo/demo_hisdf_onnx_34.py661 # classid: 2 -> ChildCOMMENT
LOW473_HISDF/demo/demo_hisdf_onnx_34.py681 result_boxes = [box for box in result_boxes if box.classid not in [3, 4]]COMMENT
LOW473_HISDF/demo/demo_hisdf_onnx_34.py701 # classid: 23 -> HandCOMMENT
LOW473_HISDF/demo/demo_hisdf_onnx_34.py1841 # 0.7,COMMENT
LOW…etv2-poseestimation/01_float32/08_tensorrt_inf_test.py1### tensorflow==2.3.0COMMENT
LOW284_CREStereo/README.md21 **[CREStereo's OAK-D optimization validation](https://zenn.dev/pinto0309/scraps/475e4f2a641d22)**COMMENT
LOW…Rv2-Wholebody25/demo/demo_rtdetrv2_onnx_wholebody25.py461 result_boxes = [box for box in result_boxes if box.classid not in [1, 2]]COMMENT
LOW…Rv2-Wholebody25/demo/demo_rtdetrv2_onnx_wholebody25.py481 # classid: 13 -> Left-BackCOMMENT
LOW…Rv2-Wholebody25/demo/demo_rtdetrv2_onnx_wholebody25.py1141COMMENT
LOW481_WHC/demo/demo_whc.py621 body_boxes = [box for box in result_boxes if box.classid == 0]COMMENT
LOW481_WHC/demo/demo_whc.py641 # classid: 10 -> Right-SideCOMMENT
LOW481_WHC/demo/demo_whc.py661 # 3. Exclude Left-Hand and Right-Hand from detection resultsCOMMENT
LOW481_WHC/demo/demo_whc.py1921 # (255, 255, 255),COMMENT
LOW089_DETR/demo.py81COMMENT
LOW089_DETR/demo.py101# text = f'{CLASSES[cl]}: {p:0.2f}'COMMENT
LOW…holebody28-Refine/demo/demo_yolov9_onnx_wholebody28.py701 # classid: 9 -> Right-FrontCOMMENT
LOW…holebody28-Refine/demo/demo_yolov9_onnx_wholebody28.py1461 # (COMMENT
LOW468_YOLOv9-Wholebody28-Refine/yolov9/export_qat.py541 r'"Identity_3": {"name": "Identity_3"}}}', json)COMMENT
LOW468_YOLOv9-Wholebody28-Refine/yolov9/export_qat.py561# model_meta.associatedFiles = [label_file]COMMENT
LOW468_YOLOv9-Wholebody28-Refine/yolov9/export_qat.py661 f[4], _ = export_coreml(model, im, file, int8, half)COMMENT
LOW…Refine/yolov9/post_process_gen_tools/convert_script.sh1#!/bin/bashCOMMENT
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/quantize.py1################################################################################COMMENT
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/quantize.py201 # if concat_input.name == concat_dq_out_name:COMMENT
LOW…Ov9-Wholebody28-Refine/yolov9/models/quantize_rules.py1################################################################################COMMENT
LOW195_person_reid_youtu/onnx_openvino_tflite_test.py21# s = time.time()COMMENT
LOW…Det/09_pytorch_efficientdet_d0/12_tensorrt_inf_test.py1### tensorflow==2.3.0COMMENT
LOW018_EfficientDet/01_float32/inference.py1# Copyright 2020 Google Research. All Rights Reserved.COMMENT
LOW018_EfficientDet/01_float32/inference.py801 # # Full Integer Quantization - Input/Output=float32COMMENT
LOW…8_EfficientDet/01_float32/12_tensorrt_inf_test_lite.py1### tensorflow==2.3.0COMMENT
LOW465_DEIM-Wholebody28/demo/demo_deim_onnx_wholebody28.py461 result_boxes = [box for box in result_boxes if box.classid not in [1, 2]]COMMENT
LOW465_DEIM-Wholebody28/demo/demo_deim_onnx_wholebody28.py481 # classid: 13 -> Left-BackCOMMENT
LOW465_DEIM-Wholebody28/demo/demo_deim_onnx_wholebody28.py1281 # cv2.putText(COMMENT
LOW095_centerface/postprocess_gen_tools/make_decode.py141 10: y1, x1, y2, x2, y3, x3, y4, x4, y5, x5COMMENT
LOW…t_Edge/30_Full_Converted_mbnv2_550x550/yolact_test.cpp1#include <gflags/gflags.h>COMMENT
LOW023_yolov3-nano/train.py1#! /usr/bin/env pythonCOMMENT
LOW023_yolov3-nano/video_demo.py1#! /usr/bin/env pythonCOMMENT
LOW023_yolov3-nano/core/yolov3.py1#! /usr/bin/env pythonCOMMENT
LOW023_yolov3-nano/core/config.py1#! /usr/bin/env pythonCOMMENT
LOW023_yolov3-nano/core/backbone.py1#! /usr/bin/env pythonCOMMENT
LOW023_yolov3-nano/core/dataset.py1#! /usr/bin/env pythonCOMMENT
LOW023_yolov3-nano/core/common.py1#! /usr/bin/env pythonCOMMENT
LOW023_yolov3-nano/core/utils.py1#! /usr/bin/env pythonCOMMENT
LOW023_yolov3-nano/01_float32/freeze_graph.py1#! /usr/bin/env pythonCOMMENT
LOW…t/01_integer_quantization_full_integer_quantization.py21print('Integer Quantization complete! - model_integer_quant.tflite')COMMENT
LOW…e-HandLR-Foot-Dist/demo/demo_yolox_onnx_handLR_foot.py741 bottom_right=(box.x2, box.y2),COMMENT
LOW…e-HandLR-Foot-Dist/demo/demo_yolox_onnx_handLR_foot.py761 # f'{box.score:.2f}',COMMENT
LOW480_HSC/demo/demo_hsc.py621 body_boxes = [box for box in result_boxes if box.classid == 0]COMMENT
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Self-Referential Comments88 hits · 264 pts
SeverityFileLineSnippetContext
MEDIUM…LO-Head/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…YOLO-Head/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…ad-Hand/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…Head-Hand/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM035_BodyPix/demo/demo_bodypix_single_onnx.py473 # Create a transformation matrix for a parallel shiftCOMMENT
MEDIUM035_BodyPix/demo/demo_bodypix_multi_onnx.py599 # Create a transformation matrix for a parallel shiftCOMMENT
MEDIUM…ad-Hand/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…Head-Hand/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…/yolov9/post_process_gen_tools/make_score_gather_nd.py39 # Create a modelCOMMENT
MEDIUM…ne/yolov9/post_process_gen_tools/make_box_gather_nd.py30 # Create a modelCOMMENT
MEDIUM468_YOLOv9-Wholebody28-Refine/yolov9/models/yolo.py710 # Create a YOLO classification model from a YOLO detection modelCOMMENT
MEDIUM468_YOLOv9-Wholebody28-Refine/yolov9/models/yolo.py725 # Create a YOLO classification model from a *.yaml fileCOMMENT
MEDIUM…nterface/postprocess_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…centerface/postprocess_gen_tools/make_lms_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…centerface/postprocess_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…ot-Dist/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…Foot-Dist/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM132_YOLOX/demo/tflite/yolox_tflite_demo.py183 # Define the codec and create VideoWriter objectCOMMENT
MEDIUM…/yolov9/post_process_gen_tools/make_score_gather_nd.py39 # Create a modelCOMMENT
MEDIUM…aw/yolov9/post_process_gen_tools/make_box_gather_nd.py30 # Create a modelCOMMENT
MEDIUM…elchair/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…heelchair/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…YOLOPv2/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…6_YOLOPv2/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…_YOLOv7/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM307_YOLOv7/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…ad-Hand/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…Head-Hand/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…eBody12/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…oleBody12/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…elchair/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…heelchair/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…/yolov9/post_process_gen_tools/make_score_gather_nd.py39 # Create a modelCOMMENT
MEDIUM…25/yolov9/post_process_gen_tools/make_box_gather_nd.py30 # Create a modelCOMMENT
MEDIUM459_YOLOv9-Wholebody25/yolov9/models/yolo.py710 # Create a YOLO classification model from a YOLO detection modelCOMMENT
MEDIUM459_YOLOv9-Wholebody25/yolov9/models/yolo.py725 # Create a YOLO classification model from a *.yaml fileCOMMENT
MEDIUM431_NITEC/demo/demo_nitec_onnx_tflite.py767 # Create the folder if it does not existCOMMENT
MEDIUM…/yolov9/post_process_gen_tools/make_score_gather_nd.py39 # Create a modelCOMMENT
MEDIUM…13/yolov9/post_process_gen_tools/make_box_gather_nd.py30 # Create a modelCOMMENT
MEDIUM…special/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…O_special/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…pecial/post_process_gen_tools/make_landms_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…inaFace/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…etinaFace/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…naFace/post_process_gen_tools/make_landms_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…PyTorch/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…s.PyTorch/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…/yolov9/post_process_gen_tools/make_score_gather_nd.py39 # Create a modelCOMMENT
MEDIUM…er/yolov9/post_process_gen_tools/make_box_gather_nd.py30 # Create a modelCOMMENT
MEDIUM308_FastestDet/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM308_FastestDet/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…LR-Dist/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…ndLR-Dist/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…/yolov9/post_process_gen_tools/make_score_gather_nd.py39 # Create a modelCOMMENT
MEDIUM…15/yolov9/post_process_gen_tools/make_box_gather_nd.py30 # Create a modelCOMMENT
MEDIUM…LO-Hand/post_process_gen_tools/make_score_gather_nd.py38 # Create a modelCOMMENT
MEDIUM…YOLO-Hand/post_process_gen_tools/make_box_gather_nd.py29 # Create a modelCOMMENT
MEDIUM…/yolov9/post_process_gen_tools/make_score_gather_nd.py39 # Create a modelCOMMENT
MEDIUM…ne/yolov9/post_process_gen_tools/make_box_gather_nd.py30 # Create a modelCOMMENT
MEDIUM461_YOLOv9-Phone/yolov9/models/yolo.py710 # Create a YOLO classification model from a YOLO detection modelCOMMENT
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Excessive Try-Catch Wrapping156 hits · 169 pts
SeverityFileLineSnippetContext
LOW478_SC/demo/demo_sc.py1499 except Exception:CODE
LOW…3_LVFace/demo/demo_transface_onnx_cosine_similarity.py215 except Exception as exc:CODE
LOW…3_LVFace/demo/demo_transface_onnx_cosine_similarity.py268 except Exception as exc:CODE
MEDIUM…3_LVFace/demo/demo_transface_onnx_cosine_similarity.py35def load_onnxruntime():CODE
LOW477_PGC/demo/demo_pgc.py1499 except Exception:CODE
LOW⚡481_WHC/demo/demo_whc.py867 except Exception:CODE
LOW⚡481_WHC/demo/demo_whc.py875 except Exception:CODE
LOW⚡481_WHC/demo/demo_whc.py877 except Exception:CODE
LOW481_WHC/demo/demo_whc.py1565 except Exception:CODE
MEDIUM490_ICAONet/demo/predict_onnx_tflite.py379 print(f"Error: {exc}", file=sys.stderr)CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/export_qat.py71 except Exception as e:CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/export_qat.py169 except Exception as e:CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/export_qat.py260 except Exception as e:CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/export_qat.py336 except Exception:CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/export_qat.py408 except Exception:CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/utils/plots.py56 except Exception: # download if missingCODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/utils/plots.py517 except Exception as e:CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/utils/plots.py549 except Exception as e:CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/yolo.py830 except Exception as e:CODE
MEDIUM468_YOLOv9-Wholebody28-Refine/yolov9/models/yolo.py831 print(f'Error in {cfg}: {e}')CODE
LOW105_MobileStyleGAN/saved_model_to_tflite.py103 except Exception as e:CODE
LOW105_MobileStyleGAN/saved_model_to_tflite.py119 except Exception as e:CODE
LOW105_MobileStyleGAN/saved_model_to_tflite.py136 except Exception as e:CODE
LOW105_MobileStyleGAN/saved_model_to_tflite.py215 except Exception as e:CODE
LOW105_MobileStyleGAN/saved_model_to_tflite.py241 except Exception as e:CODE
LOW105_MobileStyleGAN/saved_model_to_tflite.py323 except Exception as e:CODE
LOW105_MobileStyleGAN/saved_model_to_tflite.py337 except Exception as e:CODE
LOW480_HSC/demo/demo_hsc.py1506 except Exception:CODE
LOW458_YOLOv9-Discrete-HeadPose-Yaw/yolov9/export_qat.py71 except Exception as e:CODE
LOW458_YOLOv9-Discrete-HeadPose-Yaw/yolov9/export_qat.py169 except Exception as e:CODE
LOW458_YOLOv9-Discrete-HeadPose-Yaw/yolov9/export_qat.py260 except Exception as e:CODE
LOW458_YOLOv9-Discrete-HeadPose-Yaw/yolov9/export_qat.py336 except Exception:CODE
LOW458_YOLOv9-Discrete-HeadPose-Yaw/yolov9/export_qat.py408 except Exception:CODE
LOW458_YOLOv9-Discrete-HeadPose-Yaw/yolov9/utils/plots.py56 except Exception: # download if missingCODE
LOW458_YOLOv9-Discrete-HeadPose-Yaw/yolov9/utils/plots.py517 except Exception as e:CODE
LOW458_YOLOv9-Discrete-HeadPose-Yaw/yolov9/utils/plots.py549 except Exception as e:CODE
MEDIUM492_Efficient-FIQA/demo/demo.py210 print(f"Error: {exc}", file=sys.stderr)CODE
LOW493_HHC/demo/demo_hhc.py1595 except Exception:CODE
LOW476_OCEC/demo/demo_ocec.py1454 except Exception:CODE
LOW494_BPC/demo/demo_bpc.py1595 except Exception:CODE
LOW459_YOLOv9-Wholebody25/yolov9/export_qat.py71 except Exception as e:CODE
LOW459_YOLOv9-Wholebody25/yolov9/export_qat.py169 except Exception as e:CODE
LOW459_YOLOv9-Wholebody25/yolov9/export_qat.py260 except Exception as e:CODE
LOW459_YOLOv9-Wholebody25/yolov9/export_qat.py336 except Exception:CODE
LOW459_YOLOv9-Wholebody25/yolov9/export_qat.py408 except Exception:CODE
LOW459_YOLOv9-Wholebody25/yolov9/utils/plots.py56 except Exception: # download if missingCODE
LOW459_YOLOv9-Wholebody25/yolov9/utils/plots.py517 except Exception as e:CODE
LOW459_YOLOv9-Wholebody25/yolov9/utils/plots.py549 except Exception as e:CODE
LOW459_YOLOv9-Wholebody25/yolov9/models/yolo.py830 except Exception as e:CODE
MEDIUM459_YOLOv9-Wholebody25/yolov9/models/yolo.py831 print(f'Error in {cfg}: {e}')CODE
LOW431_NITEC/demo/demo_nitec_onnx_tflite.py791 except Exception as e:CODE
MEDIUM431_NITEC/demo/demo_nitec_onnx_tflite.py792 print(f"Error: {e}")CODE
MEDIUM431_NITEC/demo/demo_nitec_onnx_tflite.py736def is_parsable_to_int(s):CODE
LOW454_YOLOv9-Wholebody13/yolov9/export_qat.py71 except Exception as e:CODE
LOW454_YOLOv9-Wholebody13/yolov9/export_qat.py169 except Exception as e:CODE
LOW454_YOLOv9-Wholebody13/yolov9/export_qat.py260 except Exception as e:CODE
LOW454_YOLOv9-Wholebody13/yolov9/export_qat.py336 except Exception:CODE
LOW454_YOLOv9-Wholebody13/yolov9/export_qat.py408 except Exception:CODE
LOW454_YOLOv9-Wholebody13/yolov9/utils/plots.py56 except Exception: # download if missingCODE
LOW454_YOLOv9-Wholebody13/yolov9/utils/plots.py517 except Exception as e:CODE
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AI Structural Patterns55 hits · 54 pts
SeverityFileLineSnippetContext
LOW316_night_enhancement/demo/demo.py45CODE
LOW316_night_enhancement/demo/demo.py52CODE
LOW089_DETR/detr.py102CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/export_qat.py393CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/export_qat.py580CODE
LOW468_YOLOv9-Wholebody28-Refine/yolov9/models/quantize.py465CODE
LOW…_person_reid_youtu/demo/demo_person_reid_youtu_onnx.py27CODE
LOW…_person_reid_youtu/demo/demo_person_reid_youtu_onnx.py36CODE
LOW…erson_reid_youtu/demo/demo_person_reid_youtu_tflite.py29CODE
LOW…erson_reid_youtu/demo/demo_person_reid_youtu_tflite.py38CODE
LOW199_NSFW/demo/demo_nsfw_tflite.py61CODE
LOW458_YOLOv9-Discrete-HeadPose-Yaw/yolov9/export_qat.py393CODE
LOW458_YOLOv9-Discrete-HeadPose-Yaw/yolov9/export_qat.py580CODE
LOW…YOLOv9-Discrete-HeadPose-Yaw/yolov9/models/quantize.py465CODE
LOW…tification/demo/demo_Person_Reidentification_tflite.py25CODE
LOW…tification/demo/demo_Person_Reidentification_tflite.py34CODE
LOW…entification/demo/demo_Person_Reidentification_onnx.py21CODE
LOW…entification/demo/demo_Person_Reidentification_onnx.py30CODE
LOW459_YOLOv9-Wholebody25/yolov9/export_qat.py393CODE
LOW459_YOLOv9-Wholebody25/yolov9/export_qat.py580CODE
LOW459_YOLOv9-Wholebody25/yolov9/models/quantize.py465CODE
LOW071_Noise2Noise/model.py90CODE
LOW454_YOLOv9-Wholebody13/yolov9/export_qat.py393CODE
LOW454_YOLOv9-Wholebody13/yolov9/export_qat.py580CODE
LOW454_YOLOv9-Wholebody13/yolov9/models/quantize.py465CODE
LOW…ion-Adaptive-Transformer/demo/low_light_enhancement.py47CODE
LOW…ation-Adaptive-Transformer/demo/exposure_correction.py46CODE
LOW…ation-Adaptive-Transformer/demo/exposure_correction.py53CODE
LOW455_YOLOv9-Gender/yolov9/export_qat.py393CODE
LOW455_YOLOv9-Gender/yolov9/export_qat.py580CODE
LOW455_YOLOv9-Gender/yolov9/models/quantize.py465CODE
LOW456_YOLOv9-Wholebody15/yolov9/export_qat.py393CODE
LOW456_YOLOv9-Wholebody15/yolov9/export_qat.py580CODE
LOW456_YOLOv9-Wholebody15/yolov9/models/quantize.py465CODE
LOW256_SFace/demo/demo_SFace_tflite.py25CODE
LOW256_SFace/demo/demo_SFace_tflite.py34CODE
LOW256_SFace/demo/demo_SFace_onnx.py22CODE
LOW256_SFace/demo/demo_SFace_onnx.py31CODE
LOW461_YOLOv9-Phone/yolov9/export_qat.py393CODE
LOW461_YOLOv9-Phone/yolov9/export_qat.py580CODE
LOW461_YOLOv9-Phone/yolov9/models/quantize.py465CODE
LOW457_YOLOv9-Wholebody17/yolov9/export_qat.py393CODE
LOW457_YOLOv9-Wholebody17/yolov9/export_qat.py580CODE
LOW457_YOLOv9-Wholebody17/yolov9/models/quantize.py465CODE
LOW…_YOLOv9-Wholebody-with-Wheelchair/yolov9/export_qat.py393CODE
LOW…_YOLOv9-Wholebody-with-Wheelchair/yolov9/export_qat.py580CODE
LOW…v9-Wholebody-with-Wheelchair/yolov9/models/quantize.py465CODE
LOW…ebody40/demo/demo_deimv2_onnx_torch_wholebody40_ins.py424CODE
LOW464_YOLOv9-Wholebody28/yolov9/export_qat.py393CODE
LOW464_YOLOv9-Wholebody28/yolov9/export_qat.py580CODE
LOW464_YOLOv9-Wholebody28/yolov9/models/quantize.py465CODE
LOW…ebody49/demo/demo_deimv2_onnx_torch_wholebody49_ins.py554CODE
LOW463_YOLOv9-Shoulder-Elbow-Knee/yolov9/export_qat.py393CODE
LOW463_YOLOv9-Shoulder-Elbow-Knee/yolov9/export_qat.py580CODE
LOW…3_YOLOv9-Shoulder-Elbow-Knee/yolov9/models/quantize.py465CODE
Docstring Block Structure1 hit · 5 pts
SeverityFileLineSnippetContext
HIGH018_EfficientDet/01_float32/inference.py129Read and preprocess input images. Args: image_path_pattern: a path to indicate a single or multiple files. imSTRING
Redundant / Tautological Comments3 hits · 4 pts
SeverityFileLineSnippetContext
LOW132_YOLOX/demo/tflite/yolox_tflite_demo.py223 # Display result.COMMENT
LOW…pose_estimation/06_edgetpu/head_pose_estimation_tpu.py64 # Check if box is already a square. If not, make it a square.COMMENT
LOW…mation/03_integer_quantization/head_pose_estimation.py65 # Check if box is already a square. If not, make it a square.COMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM470_RHIS/demo/demo_rhis.py159 # Optionally, you can use the results of an object detection model (e.g., YOLO) as ROIsCOMMENT
Modern Structural Boilerplate1 hit · 1 pts
SeverityFileLineSnippetContext
LOW479_PUC/demo/demo_puc.py1474 def update_history_status(history: BodyStateHistory, candidate_class: int = -1) -> None:CODE