Repository Analysis

PaddlePaddle/PaddleOCR

Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the gap between images/PDFs and LLMs. Supports 100+ languages.

7.0 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of PaddlePaddle/PaddleOCR, a Python project with 85,418 GitHub stars. SynthScan v2.0 examined 479,570 lines of code across 1989 source files, recording 3031 pattern matches distributed across 20 syntactic categories. The overall adjusted score of 7.0 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

7.0
Adjusted Score
7.0
Raw Score
100%
Time Factor
2026-06-26
Last Push
85.4K
Stars
Python
Language
479.6K
Lines of Code
2.0K
Files
3.0K
Pattern Hits
2026-07-14
Scan Date
0.03
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 5HIGH 59MEDIUM 21LOW 2946

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 3031 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Unused Imports1304 hits · 1225 pts
SeverityFileLineSnippetContext
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LOWbenchmark/PaddleOCR_DBNet/post_processing/__init__.py5CODE
LOWbenchmark/PaddleOCR_DBNet/tools/export_model.py8CODE
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LOWbenchmark/PaddleOCR_DBNet/tools/infer.py27CODE
LOWbenchmark/PaddleOCR_DBNet/utils/compute_mean_std.py7CODE
LOWbenchmark/PaddleOCR_DBNet/utils/util.py8CODE
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LOWbenchmark/PaddleOCR_DBNet/utils/cal_recall/__init__.py4CODE
LOWbenchmark/PaddleOCR_DBNet/utils/ocr_metric/__init__.py4CODE
LOW…PaddleOCR_DBNet/utils/ocr_metric/icdar2015/__init__.py5CODE
LOW…DBNet/utils/ocr_metric/icdar2015/detection/mtwi2018.py4CODE
LOW…BNet/utils/ocr_metric/icdar2015/detection/icdar2013.py3CODE
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LOWbenchmark/PaddleOCR_DBNet/models/__init__.py5CODE
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LOWbenchmark/PaddleOCR_DBNet/models/losses/__init__.py5CODE
LOWbenchmark/PaddleOCR_DBNet/models/head/__init__.py4CODE
LOWbenchmark/PaddleOCR_DBNet/models/neck/__init__.py4CODE
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LOWbenchmark/PaddleOCR_DBNet/models/backbone/resnet.py1CODE
LOW…chmark/PaddleOCR_DBNet/data_loader/modules/__init__.py4CODE
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LOWbenchmark/PaddleOCR_DBNet/base/base_dataset.py6CODE
LOWbenchmark/PaddleOCR_DBNet/base/base_trainer.py7CODE
LOWbenchmark/PaddleOCR_DBNet/base/__init__.py1CODE
LOWbenchmark/PaddleOCR_DBNet/base/__init__.py2CODE
LOWbenchmark/PaddleOCR_DBNet/trainer/__init__.py4CODE
LOWtools/export_model.py22CODE
LOWtools/infer_kie_token_ser_re.py15CODE
LOWtools/infer_kie_token_ser_re.py16CODE
LOWtools/infer_kie_token_ser_re.py17CODE
LOWtools/infer_kie_token_ser_re.py34CODE
LOWtools/infer_kie_token_ser_re.py34CODE
LOWtools/infer_kie_token_ser_re.py40CODE
LOWtools/infer_sr.py15CODE
LOWtools/infer_sr.py16CODE
LOWtools/infer_sr.py17CODE
LOWtools/infer_sr.py23CODE
LOWtools/export_center.py15CODE
LOWtools/export_center.py16CODE
LOWtools/export_center.py17CODE
LOWtools/export_center.py31CODE
LOWtools/infer_det.py15CODE
LOWtools/infer_det.py16CODE
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LOWtools/infer_table.py15CODE
LOWtools/infer_table.py16CODE
LOWtools/infer_table.py17CODE
LOWtools/infer_table.py32CODE
1244 more matches not shown…
Over-Commented Block697 hits · 696 pts
SeverityFileLineSnippetContext
LOWmkdocs.yml221 # - locale: ruCOMMENT
LOWsetup.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWbenchmark/analysis.py1# copyright (c) 2019 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWbenchmark/PaddleOCR_DBNet/tools/__init__.py1# -*- coding: utf-8 -*-COMMENT
LOWbenchmark/PaddleOCR_DBNet/tools/infer.py1# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWbenchmark/PaddleOCR_DBNet/utils/profiler.py1# copyright (c) 2021 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWbenchmark/PaddleOCR_DBNet/trainer/__init__.py1# -*- coding: utf-8 -*-COMMENT
LOWtools/export_model.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer_kie_token_ser_re.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer_sr.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/export_center.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer_det.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer_table.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer_cls.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/__init__.py1# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer_kie.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer_kie_token_ser.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/test_hubserving.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/naive_sync_bn.py1# Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer_e2e.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer_rec.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/train.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/program.py1# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/eval.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/end2end/draw_html.py1# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/end2end/eval_end2end.py1# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/end2end/convert_ppocr_label.py1# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer/predict_sr.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer/utility.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer/predict_rec.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer/predict_e2e.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer/predict_cls.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer/predict_system.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWtools/infer/predict_det.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWppocr/__init__.py1# Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWppocr/metrics/det_metric.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWppocr/metrics/cls_metric.py1# copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/metrics/vqa_token_ser_metric.py1# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWppocr/metrics/kie_metric.py1# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWppocr/metrics/bleu.py1# copyright (c) 2024 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/metrics/__init__.py1# copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/metrics/sr_metric.py1# copyright (c) 2022 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/metrics/rec_metric.py1# copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/metrics/e2e_metric.py1# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWppocr/metrics/ct_metric.py1# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWppocr/metrics/distillation_metric.py1# copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/metrics/table_metric.py1# copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/metrics/vqa_token_re_metric.py1# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.COMMENT
LOWppocr/losses/rec_parseq_loss.py1# copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/losses/rec_vl_loss.py1# copyright (c) 2022 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/losses/basic_loss.py1# copyright (c) 2021 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/losses/rec_satrn_loss.py1# copyright (c) 2022 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/losses/e2e_pg_loss.py1# copyright (c) 2021 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/losses/rec_ctc_loss.py1# copyright (c) 2019 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/losses/rec_pren_loss.py1# copyright (c) 2022 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/losses/rec_multi_loss.py1# copyright (c) 2022 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/losses/distillation_loss.py1# copyright (c) 2021 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/losses/rec_rfl_loss.py1# copyright (c) 2022 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/losses/det_fce_loss.py1# copyright (c) 2022 PaddlePaddle Authors. All Rights Reserve.COMMENT
LOWppocr/losses/rec_srn_loss.py1# copyright (c) 2020 PaddlePaddle Authors. All Rights Reserve.COMMENT
637 more matches not shown…
Hyper-Verbose Identifiers332 hits · 350 pts
SeverityFileLineSnippetContext
LOWbenchmark/PaddleOCR_DBNet/utils/util.py161def order_points_clockwise_list(pts):CODE
LOW…ddleOCR_DBNet/utils/cal_recall/rrc_evaluation_funcs.py321def validate_point_inside_bounds(x, y, imWidth, imHeight):CODE
LOW…ddleOCR_DBNet/utils/cal_recall/rrc_evaluation_funcs.py334def validate_clockwise_points(points):CODE
LOW…ddleOCR_DBNet/utils/cal_recall/rrc_evaluation_funcs.py362def get_tl_line_values_from_file_contents(CODE
LOWbenchmark/PaddleOCR_DBNet/utils/cal_recall/script.py9def default_evaluation_params():CODE
LOWbenchmark/PaddleOCR_DBNet/utils/cal_recall/script.py117 def get_intersection_over_union(pD, pG):CODE
LOW…DBNet/utils/ocr_metric/icdar2015/detection/mtwi2018.py24 def get_intersection_over_union(pD, pG):CODE
LOW…BNet/utils/ocr_metric/icdar2015/detection/icdar2013.py30 def get_intersection_over_union(pD, pG):CODE
LOW…eOCR_DBNet/utils/ocr_metric/icdar2015/detection/iou.py43 def get_intersection_over_union(pD, pG):CODE
LOW…_DBNet/utils/ocr_metric/icdar2015/detection/deteval.py30 def get_intersection_over_union(pD, pG):CODE
LOW…addleOCR_DBNet/data_loader/modules/random_crop_data.py105 def region_wise_random_select(self, regions, max_size):CODE
LOWtools/naive_sync_bn.py36def differentiable_all_reduce(input):CODE
LOWtools/infer/predict_rec.py430 def resize_norm_img_cppd_padding(CODE
LOWtools/infer/predict_e2e.py98 def filter_tag_det_res_only_clip(self, dt_boxes, image_shape):CODE
LOWtools/infer/predict_det.py226 def filter_tag_det_res_only_clip(self, dt_boxes, image_shape):CODE
LOWppocr/metrics/eval_det_iou.py22 def get_intersection_over_union(pD, pG):CODE
LOWppocr/metrics/table_metric.py99 def prepare_bbox_metric_input(self, pred_label):CODE
LOWppocr/utils/export_model.py33def represent_dictionary_order(self, dict_data):CODE
LOWppocr/utils/network.py33def download_with_progressbar(url, save_path):CODE
LOWppocr/utils/e2e_metric/polygon_fast.py35def approx_area_of_intersection(det_x, det_y, gt_x, gt_y):CODE
LOWppocr/utils/e2e_utils/extract_textpoint_fast.py92def instance_ctc_greedy_decoder(CODE
LOWppocr/utils/e2e_utils/extract_textpoint_fast.py209def sort_and_expand_with_direction(pos_list, f_direction):CODE
LOWppocr/utils/e2e_utils/extract_textpoint_fast.py470def sort_by_direction_with_image_id_deprecated(pos_list, f_direction):CODE
LOWppocr/utils/e2e_utils/extract_textpoint_fast.py485def sort_by_direction_with_image_id(pos_list, f_direction):CODE
LOWppocr/utils/e2e_utils/extract_textpoint_slow.py157def instance_ctc_greedy_decoder(gather_info, logits_map, keep_blank_in_idxs=True):CODE
LOWppocr/utils/e2e_utils/extract_textpoint_slow.py236def sort_and_expand_with_direction(pos_list, f_direction):CODE
LOWppocr/utils/e2e_utils/extract_textpoint_slow.py345def generate_pivot_list_curved(CODE
LOWppocr/utils/e2e_utils/extract_textpoint_slow.py409def generate_pivot_list_horizontal(CODE
LOWppocr/utils/e2e_utils/extract_textpoint_slow.py533def sort_by_direction_with_image_id_deprecated(pos_list, f_direction):CODE
LOWppocr/utils/e2e_utils/extract_textpoint_slow.py548def sort_by_direction_with_image_id(pos_list, f_direction):CODE
LOWppocr/utils/e2e_utils/extract_textpoint_slow.py589def generate_pivot_list_tt_inference(CODE
LOWppocr/utils/e2e_utils/visual.py73def resize_image_for_totaltext(im, max_side_len=512):CODE
LOWppocr/modeling/necks/db_fpn.py661 def _convert_dilated_to_nondilated(kernel, dilate_rate):CODE
LOWppocr/modeling/necks/db_fpn.py678 def _merge_dilated_into_large_kernel(large_kernel, dilated_kernel, dilated_r):CODE
LOWppocr/modeling/heads/rec_satrn_head.py138 def _get_sinusoid_encoding_table(self, n_position, d_hid):CODE
LOWppocr/modeling/heads/rec_satrn_head.py338 def _get_sinusoid_encoding_table(self, n_position, d_hid):CODE
LOWppocr/modeling/heads/local_graph.py29def normalize_adjacent_matrix(A):CODE
LOWppocr/modeling/heads/local_graph.py43def euclidean_distance_matrix(A, B):CODE
LOWppocr/modeling/heads/proposal_local_graph.py162 def propose_comps_and_attribs(CODE
LOWppocr/modeling/heads/rec_visionlan_head.py38 def _get_sinusoid_encoding_table(self, n_position, d_hid):CODE
LOWppocr/modeling/heads/rec_nrtr_head.py200 def get_inst_idx_to_tensor_position_map(inst_idx_list):CODE
LOWppocr/modeling/heads/rec_nrtr_head.py271 def collect_active_inst_idx_list(CODE
LOWppocr/modeling/heads/rec_nrtr_head.py293 def collect_hypothesis_and_scores(inst_dec_beams, n_best):CODE
LOWppocr/modeling/heads/rec_nrtr_head.py352 def generate_square_subsequent_mask(self, sz):CODE
LOWppocr/modeling/heads/rec_nrtr_head.py683 def get_the_best_score_and_idx(self):CODE
LOWppocr/modeling/heads/rec_unimernet_head.py878 def prepare_inputs_for_generation(CODE
LOWppocr/modeling/heads/rec_unimernet_head.py1253def _scaled_dot_product_attention(CODE
LOWppocr/modeling/heads/rec_unimernet_head.py1321def multi_head_attention_forward(CODE
LOWppocr/modeling/heads/rec_unimernet_head.py2137 def _get_decoder_start_token_id(CODE
LOWppocr/modeling/heads/rec_unimernet_head.py2158 def _prepare_decoder_input_ids_for_generation(CODE
LOWppocr/modeling/heads/rec_unimernet_head.py2227 def prepare_inputs_for_generation_mbart(CODE
LOWppocr/modeling/heads/rec_unimernet_head.py2255 def prepare_inputs_for_generation(CODE
LOWppocr/modeling/heads/rec_unimernet_head.py2282 def prepare_inputs_for_generation_export(CODE
LOWppocr/modeling/heads/rec_unimernet_head.py2297 def _extract_past_from_model_output(CODE
LOWppocr/modeling/heads/rec_unimernet_head.py2310 def _update_model_kwargs_for_generation(CODE
LOWppocr/modeling/heads/rec_ppformulanet_head.py123 def _make_causal_mask_parallel(CODE
LOWppocr/modeling/heads/rec_ppformulanet_head.py809 def prepare_inputs_for_generation(CODE
LOWppocr/modeling/heads/rec_ppformulanet_head.py835 def _extract_past_from_model_output(CODE
LOWppocr/modeling/heads/rec_ppformulanet_head.py847 def _update_model_kwargs_for_generation(CODE
LOWppocr/modeling/heads/rec_ppformulanet_head.py906 def stopping_criteria_parallel(self, input_ids):CODE
272 more matches not shown…
Cross-File Repetition44 hits · 220 pts
SeverityFileLineSnippetContext
HIGHbenchmark/PaddleOCR_DBNet/utils/util.py0recursively visualize a dict and indenting acrrording by the relationship of keys.STRING
HIGHppocr/utils/utility.py0recursively visualize a dict and indenting acrrording by the relationship of keys.STRING
HIGHtest_tipc/supplementary/utils.py0recursively visualize a dict and indenting acrrording by the relationship of keys.STRING
HIGHbenchmark/PaddleOCR_DBNet/utils/util.py0load config from yml/yaml file. args: file_path (str): path of the config file to be loaded. returns: global configSTRING
HIGHtools/program.py0load config from yml/yaml file. args: file_path (str): path of the config file to be loaded. returns: global configSTRING
HIGHtest_tipc/supplementary/config.py0load config from yml/yaml file. args: file_path (str): path of the config file to be loaded. returns: global configSTRING
HIGH…PaddleOCR_DBNet/data_loader/modules/make_shrink_map.py0从scales中随机选择一个尺度,对图片和文本框进行缩放 :param data: {'img':,'text_polys':,'texts':,'ignore_tags':} :return:STRING
HIGH…PaddleOCR_DBNet/data_loader/modules/make_border_map.py0从scales中随机选择一个尺度,对图片和文本框进行缩放 :param data: {'img':,'text_polys':,'texts':,'ignore_tags':} :return:STRING
HIGH…nchmark/PaddleOCR_DBNet/data_loader/modules/augment.py0从scales中随机选择一个尺度,对图片和文本框进行缩放 :param data: {'img':,'text_polys':,'texts':,'ignore_tags':} :return:STRING
HIGH…addleOCR_DBNet/data_loader/modules/random_crop_data.py0从scales中随机选择一个尺度,对图片和文本框进行缩放 :param data: {'img':,'text_polys':,'texts':,'ignore_tags':} :return:STRING
HIGHtools/program.py0merge config into global config. args: config (dict): config to be merged. returns: global configSTRING
HIGH…/rec/multi_language/generate_multi_language_configs.py0merge config into global config. args: config (dict): config to be merged. returns: global configSTRING
HIGHtest_tipc/supplementary/config.py0merge config into global config. args: config (dict): config to be merged. returns: global configSTRING
HIGHppocr/losses/det_pse_loss.py0this code is refer from: https://github.com/whai362/psenet/blob/python3/models/head/psenet_head.pySTRING
HIGHppocr/modeling/heads/det_pse_head.py0this code is refer from: https://github.com/whai362/psenet/blob/python3/models/head/psenet_head.pySTRING
HIGHppocr/postprocess/pse_postprocess/pse_postprocess.py0this code is refer from: https://github.com/whai362/psenet/blob/python3/models/head/psenet_head.pySTRING
HIGHppocr/utils/e2e_utils/extract_textpoint_fast.py0transfer vertical point_pairs into poly point in clockwise.STRING
HIGHppocr/utils/e2e_utils/extract_textpoint_slow.py0transfer vertical point_pairs into poly point in clockwise.STRING
HIGHppocr/utils/e2e_utils/visual.py0transfer vertical point_pairs into poly point in clockwise.STRING
HIGHppocr/postprocess/sast_postprocess.py0transfer vertical point_pairs into poly point in clockwise.STRING
HIGHppocr/modeling/heads/sr_rensnet_transformer.py0generate a square mask for the sequence. the masked positions are filled with float('-inf'). unmasked positions are fillSTRING
HIGHppocr/modeling/heads/rec_abinet_head.py0generate a square mask for the sequence. the masked positions are filled with float('-inf'). unmasked positions are fillSTRING
HIGHppocr/modeling/heads/rec_nrtr_head.py0generate a square mask for the sequence. the masked positions are filled with float('-inf'). unmasked positions are fillSTRING
HIGHppocr/modeling/backbones/rec_resnetv2.py0drop paths (stochastic depth) per sample (when applied in main path of residual blocks).STRING
HIGHppocr/modeling/backbones/rec_svtrv2.py0drop paths (stochastic depth) per sample (when applied in main path of residual blocks).STRING
HIGHppocr/modeling/backbones/rec_vit.py0drop paths (stochastic depth) per sample (when applied in main path of residual blocks).STRING
HIGHppocr/modeling/backbones/rec_vit_parseq.py0drop paths (stochastic depth) per sample (when applied in main path of residual blocks).STRING
HIGHppocr/modeling/backbones/rec_svtrnet.py0drop paths (stochastic depth) per sample (when applied in main path of residual blocks).STRING
HIGHppocr/modeling/backbones/rec_donut_swin.py0drop paths (stochastic depth) per sample (when applied in main path of residual blocks).STRING
HIGHppocr/modeling/backbones/rec_svtrv2.py0drop paths (stochastic depth) per sample (when applied in main path of residual blocks). the original name is misleadingSTRING
HIGHppocr/modeling/backbones/rec_vit.py0drop paths (stochastic depth) per sample (when applied in main path of residual blocks). the original name is misleadingSTRING
HIGHppocr/modeling/backbones/rec_vit_parseq.py0drop paths (stochastic depth) per sample (when applied in main path of residual blocks). the original name is misleadingSTRING
HIGHppocr/modeling/backbones/rec_svtrnet.py0drop paths (stochastic depth) per sample (when applied in main path of residual blocks). the original name is misleadingSTRING
HIGHppocr/data/imaug/east_process.py0check so that the text poly is in the same direction, and also filter some invalid polygons :param polys: :param tags: :STRING
HIGHppocr/data/imaug/sast_process.py0check so that the text poly is in the same direction, and also filter some invalid polygons :param polys: :param tags: :STRING
HIGHppocr/data/imaug/pg_process.py0check so that the text poly is in the same direction, and also filter some invalid polygons :param polys: :param tags: :STRING
HIGHdeploy/hubserving/ocr_det/module.py0get the text angle in the predicted images. args: images (list(numpy.ndarray)): images data, shape of each is [h, w, c].STRING
HIGHdeploy/hubserving/ocr_rec/module.py0get the text angle in the predicted images. args: images (list(numpy.ndarray)): images data, shape of each is [h, w, c].STRING
HIGHdeploy/hubserving/ocr_cls/module.py0get the text angle in the predicted images. args: images (list(numpy.ndarray)): images data, shape of each is [h, w, c].STRING
HIGHdeploy/hubserving/structure_system/module.py0get the chinese texts in the predicted images. args: images (list(numpy.ndarray)): images data, shape of each is [h, w, STRING
HIGHdeploy/hubserving/kie_ser_re/module.py0get the chinese texts in the predicted images. args: images (list(numpy.ndarray)): images data, shape of each is [h, w, STRING
HIGHdeploy/hubserving/ocr_system/module.py0get the chinese texts in the predicted images. args: images (list(numpy.ndarray)): images data, shape of each is [h, w, STRING
HIGHdeploy/hubserving/kie_ser/module.py0get the chinese texts in the predicted images. args: images (list(numpy.ndarray)): images data, shape of each is [h, w, STRING
HIGHdeploy/hubserving/structure_table/module.py0get the chinese texts in the predicted images. args: images (list(numpy.ndarray)): images data, shape of each is [h, w, STRING
Deep Nesting228 hits · 220 pts
SeverityFileLineSnippetContext
LOWoverrides/hooks/expiry.py5CODE
LOWoverrides/hooks/expiry.py8CODE
LOWbenchmark/analysis.py110CODE
LOWbenchmark/analysis.py159CODE
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LOWbenchmark/PaddleOCR_DBNet/utils/util.py170CODE
LOWbenchmark/PaddleOCR_DBNet/utils/util.py251CODE
LOWbenchmark/PaddleOCR_DBNet/utils/util.py339CODE
LOWbenchmark/PaddleOCR_DBNet/utils/profiler.py59CODE
LOW…ddleOCR_DBNet/utils/cal_recall/rrc_evaluation_funcs.py25CODE
LOW…ddleOCR_DBNet/utils/cal_recall/rrc_evaluation_funcs.py54CODE
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LOW…dleOCR_DBNet/utils/ocr_metric/icdar2015/quad_metric.py31CODE
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LOWtools/infer_sr.py43CODE
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LOWtools/infer_kie.py126CODE
LOWtools/test_hubserving.py75CODE
LOWtools/test_hubserving.py100CODE
LOWtools/infer_e2e.py102CODE
LOWtools/check_docs_github_links.py23CODE
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LOWtools/train.py46CODE
LOWtools/program.py88CODE
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LOWtools/program.py200CODE
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LOWtools/program.py821CODE
LOWtools/program.py873CODE
LOWtools/eval.py35CODE
LOWtools/end2end/eval_end2end.py70CODE
LOWtools/end2end/convert_ppocr_label.py27CODE
LOWtools/infer/utility.py177CODE
LOWtools/infer/utility.py520CODE
LOWtools/infer/utility.py1006CODE
LOWtools/infer/predict_rec.py40CODE
LOWtools/infer/predict_rec.py583CODE
LOWtools/infer/predict_system.py185CODE
LOWtools/infer/predict_det.py37CODE
LOWtools/infer/predict_det.py244CODE
LOWtools/infer/predict_det.py310CODE
LOWppocr/metrics/eval_det_iou.py18CODE
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LOWppocr/metrics/vqa_token_re_metric.py79CODE
LOWppocr/losses/rec_multi_loss.py41CODE
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AI Structural Patterns173 hits · 169 pts
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LOWbenchmark/PaddleOCR_DBNet/tools/infer.py215CODE
LOWbenchmark/PaddleOCR_DBNet/models/backbone/resnet.py98CODE
LOWbenchmark/PaddleOCR_DBNet/models/backbone/resnet.py163CODE
LOWbenchmark/PaddleOCR_DBNet/data_loader/dataset.py66CODE
LOWtools/naive_sync_bn.py109CODE
LOWtools/program.py200CODE
LOWtools/infer/utility.py854CODE
LOWppocr/metrics/kie_metric.py62CODE
LOWppocr/losses/distillation_loss.py48CODE
LOWppocr/losses/distillation_loss.py251CODE
LOWppocr/losses/distillation_loss.py505CODE
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LOWppocr/losses/rec_enhanced_ctc_loss.py27CODE
LOWppocr/losses/rec_aster_loss.py42CODE
LOWppocr/losses/det_db_loss.py36CODE
LOWppocr/ext_op/roi_align_rotated/roi_align_rotated.py69CODE
LOWppocr/optimizer/lr_scheduler.py55CODE
LOWppocr/optimizer/optimizer.py57CODE
LOWppocr/optimizer/optimizer.py231CODE
LOWppocr/utils/e2e_utils/pgnet_pp_utils.py86CODE
LOWppocr/utils/e2e_utils/pgnet_pp_utils.py179CODE
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LOWppocr/modeling/heads/rec_satrn_head.py253CODE
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LOWppocr/modeling/heads/rec_robustscanner_head.py156CODE
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LOWppocr/modeling/heads/rec_robustscanner_head.py324CODE
LOWppocr/modeling/heads/rec_robustscanner_head.py354CODE
LOWppocr/modeling/heads/rec_robustscanner_head.py384CODE
LOWppocr/modeling/heads/rec_robustscanner_head.py521CODE
LOWppocr/modeling/heads/rec_robustscanner_head.py551CODE
LOWppocr/modeling/heads/rec_robustscanner_head.py637CODE
LOWppocr/modeling/heads/rec_robustscanner_head.py685CODE
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LOWppocr/modeling/heads/rec_aster_head.py157CODE
LOWppocr/modeling/heads/self_attention.py312CODE
LOWppocr/modeling/heads/self_attention.py460CODE
LOWppocr/modeling/heads/sr_rensnet_transformer.py214CODE
LOWppocr/modeling/heads/sr_rensnet_transformer.py262CODE
LOWppocr/modeling/heads/sr_rensnet_transformer.py352CODE
LOWppocr/modeling/heads/table_att_head.py187CODE
LOWppocr/modeling/heads/rec_abinet_head.py282CODE
LOWppocr/modeling/heads/rec_abinet_head.py28CODE
LOWppocr/modeling/heads/rec_abinet_head.py175CODE
LOWppocr/modeling/heads/det_db_head.py258CODE
LOWppocr/modeling/heads/rec_visionlan_head.py89CODE
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Excessive Try-Catch Wrapping118 hits · 132 pts
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LOWoverrides/hooks/expiry.py24 except Exception:CODE
LOWbenchmark/analysis.py146 except Exception as exc:CODE
LOWbenchmark/analysis.py350 except Exception:CODE
LOWbenchmark/PaddleOCR_DBNet/tools/infer.py127 except Exception as E:CODE
LOW…ddleOCR_DBNet/utils/cal_recall/rrc_evaluation_funcs.py153 except Exception as e:CODE
LOW…ddleOCR_DBNet/utils/cal_recall/rrc_evaluation_funcs.py431 except Exception as e:CODE
LOW…ddleOCR_DBNet/utils/cal_recall/rrc_evaluation_funcs.py492 except Exception as e:CODE
LOWtools/train.py291 except Exception as e:CODE
LOWtools/program.py176 except Exception as e:CODE
LOWtools/infer/predict_sr.py164 except Exception as E:CODE
LOWtools/infer/utility.py346 except Exception as E:CODE
LOWtools/infer/predict_rec.py903 except Exception as E:CODE
LOWtools/infer/predict_cls.py156 except Exception as E:CODE
LOWppocr/utils/network.py71 except Exception as e: # requests.exceptions.ConnectionErrorCODE
LOWppocr/data/latexocr_dataset.py147 except Exception as E:CODE
LOWppocr/data/simple_dataset.py99 except Exception:CODE
LOWppocr/data/simple_dataset.py142 except Exception:CODE
LOWppocr/data/simple_dataset.py384 except Exception:CODE
LOWppocr/data/pgnet_dataset.py95 except Exception as e:CODE
LOWppocr/data/imaug/ct_process.py97 except Exception as e:CODE
LOWppocr/data/imaug/random_crop_data.py183 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/quantize_onnx_model.py102 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/quantize_onnx_model.py184 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/quantize_onnx_model.py193 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/quantize_onnx_model.py205 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/quantize_onnx_model.py356 except Exception:CODE
LOWdeploy/ios_demo/scripts/debug_onnx_qdq.py161 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/debug_onnx_qdq.py181 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/debug_onnx_qdq.py188 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/debug_onnx_qdq.py198 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/build_onnx_calib_npy.py298 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/build_onnx_calib_npy.py318 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/build_onnx_calib_npy.py331 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/build_onnx_calib_npy.py346 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/build_onnx_calib_npy.py359 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/build_onnx_calib_npy.py376 except Exception as e:CODE
LOWdeploy/ios_demo/scripts/build_onnx_calib_npy.py384 except Exception as e:CODE
LOWdeploy/hubserving/ocr_cls/module.py135 except Exception as e:CODE
LOWdeploy/hubserving/ocr_rec/module.py135 except Exception as e:CODE
LOWdeploy/paddleocr_vl_docker/hps/gateway/app.py153 except Exception:CODE
LOWdeploy/paddleocr_vl_docker/hps/gateway/app.py211 except Exception as e:CODE
LOWdeploy/paddleocr_vl_docker/hps/gateway/app.py290 except Exception:CODE
LOWpaddleocr/_cli.py203 except Exception as e:CODE
MEDIUMpaddleocr/_cli.py111def _install_genai_server_deps(args):CODE
LOWpaddleocr/_api_client/_async_http.py179 except Exception:CODE
LOWpaddleocr/_api_client/_async_http.py186 except Exception as e:CODE
MEDIUMpaddleocr/_api_client/_async_http.py183def _response_data(self, resp) -> Dict[str, Any]:CODE
LOWpaddleocr/_api_client/cli.py221 except Exception as e:CODE
MEDIUMpaddleocr/_api_client/cli.py222 print(f"Error: {e}", file=sys.stderr)CODE
LOWpaddleocr/_api_client/cli.py314 except Exception as e:CODE
MEDIUMpaddleocr/_api_client/cli.py315 print(f"Error: {e}", file=sys.stderr)CODE
LOWpaddleocr/_doc2md/core.py55 except Exception as e:CODE
LOWpaddleocr/_doc2md/converters/docx.py106 except Exception:CODE
LOWpaddleocr/_doc2md/converters/docx.py111 except Exception:CODE
LOWpaddleocr/_doc2md/converters/docx.py120 except Exception:CODE
LOWpaddleocr/_doc2md/converters/docx.py128 except Exception:CODE
LOWpaddleocr/_doc2md/converters/docx.py1539 except Exception:CODE
LOWpaddleocr/_doc2md/converters/docx.py1551 except Exception:CODE
LOWpaddleocr/_doc2md/converters/docx.py1561 except Exception:CODE
LOWpaddleocr/_doc2md/converters/docx.py1566 except Exception:CODE
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Hallucination Indicators5 hits · 75 pts
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CRITICALppocr/optimizer/optimizer.py89 mlm = model._layers.head.MLM_VRM.MLM.parameters()CODE
CRITICALppocr/optimizer/optimizer.py91 model._layers.head.MLM_VRM.Prediction.pp_share.parameters()CODE
CRITICALppocr/optimizer/optimizer.py94 model._layers.head.MLM_VRM.Prediction.w_share.parameters()CODE
CRITICALppocr/optimizer/optimizer.py98 pre_mlm_pp = model.head.MLM_VRM.Prediction.pp_share.parameters()CODE
CRITICALppocr/optimizer/optimizer.py99 pre_mlm_w = model.head.MLM_VRM.Prediction.w_share.parameters()CODE
Magic Placeholder Names12 hits · 75 pts
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HIGHdocs/version3.x/pipeline_usage/PP-DocTranslation.en.md696paddleocr pp_doctranslation -i vehicle_certificate-1.png --target_language en --qianfan_api_key your_api_keyCODE
HIGHdocs/version3.x/pipeline_usage/PP-DocTranslation.en.md705paddleocr pp_doctranslation -i vehicle_certificate-1.png --target_language en --qianfan_api_key your_api_key \CODE
HIGHdocs/version3.x/pipeline_usage/PP-DocTranslation.md693paddleocr pp_doctranslation -i vehicle_certificate-1.png --target_language en --qianfan_api_key your_api_keyCODE
HIGHdocs/version3.x/pipeline_usage/PP-DocTranslation.md702paddleocr pp_doctranslation -i vehicle_certificate-1.png --target_language en --qianfan_api_key your_api_key \CODE
HIGHdocs/version3.x/pipeline_usage/PP-ChatOCRv4.en.md985paddleocr pp_chatocrv4_doc -i vehicle_certificate-1.png -k 驾驶室准乘人数 --qianfan_api_key your_api_keyCODE
HIGHdocs/version3.x/pipeline_usage/PP-ChatOCRv4.en.md988paddleocr pp_chatocrv4_doc -i vehicle_certificate-1.png -k 驾驶室准乘人数 --qianfan_api_key your_api_key --invoke_mllm True --pCODE
HIGHdocs/version3.x/pipeline_usage/PP-ChatOCRv4.en.md997paddleocr pp_chatocrv4_doc -i vehicle_certificate-1.png -k 驾驶室准乘人数 --qianfan_api_key your_api_key \CODE
HIGHdocs/version3.x/pipeline_usage/PP-ChatOCRv4.md874paddleocr pp_chatocrv4_doc -i vehicle_certificate-1.png -k 驾驶室准乘人数 --qianfan_api_key your_api_keyCODE
HIGHdocs/version3.x/pipeline_usage/PP-ChatOCRv4.md877paddleocr pp_chatocrv4_doc -i vehicle_certificate-1.png -k 驾驶室准乘人数 --qianfan_api_key your_api_key --invoke_mllm True --pCODE
HIGHdocs/version3.x/pipeline_usage/PP-ChatOCRv4.md886paddleocr pp_chatocrv4_doc -i vehicle_certificate-1.png -k 驾驶室准乘人数 --qianfan_api_key your_api_key \CODE
HIGHdocs/version3.x/integrations/mcp_server.md288 "PADDLEOCR_MCP_QIANFAN_API_KEY": "<your-api-key>"CODE
HIGHdocs/version3.x/integrations/mcp_server.en.md287 "PADDLEOCR_MCP_QIANFAN_API_KEY": "<your-api-key>"CODE
Modern Structural Boilerplate67 hits · 67 pts
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LOWbenchmark/PaddleOCR_DBNet/utils/schedulers.py4__all__ = ["Polynomial"]CODE
LOWbenchmark/PaddleOCR_DBNet/utils/cal_recall/__init__.py6__all__ = ["cal_recall_precision_f1"]CODE
LOWbenchmark/PaddleOCR_DBNet/models/__init__.py8__all__ = ["build_loss", "build_model"]CODE
LOWbenchmark/PaddleOCR_DBNet/models/losses/__init__.py7__all__ = ["build_loss"]CODE
LOWbenchmark/PaddleOCR_DBNet/models/head/__init__.py6__all__ = ["build_head"]CODE
LOWbenchmark/PaddleOCR_DBNet/models/neck/__init__.py6__all__ = ["build_neck"]CODE
LOWbenchmark/PaddleOCR_DBNet/models/backbone/__init__.py7__all__ = ["build_backbone"]CODE
LOWbenchmark/PaddleOCR_DBNet/models/backbone/resnet.py7__all__ = [CODE
LOWppocr/metrics/det_metric.py19__all__ = ["DetMetric", "DetFCEMetric"]CODE
LOWppocr/metrics/vqa_token_ser_metric.py22__all__ = ["VQASerTokenMetric"]CODE
LOWppocr/metrics/kie_metric.py23__all__ = ["KIEMetric"]CODE
LOWppocr/metrics/__init__.py22__all__ = ["build_metric"]CODE
LOWppocr/metrics/e2e_metric.py19__all__ = ["E2EMetric"]CODE
LOWppocr/metrics/vqa_token_re_metric.py22__all__ = ["VQAReTokenMetric"]CODE
LOWppocr/optimizer/__init__.py23__all__ = ["build_optimizer"]CODE
LOWppocr/utils/save_load.py38__all__ = ["load_model"]CODE
LOWppocr/utils/stats.py19__all__ = ["TrainingStats", "Time"]CODE
LOWppocr/modeling/necks/fce_fpn.py26__all__ = ["FCEFPN"]CODE
LOWppocr/modeling/necks/__init__.py15__all__ = ["build_neck"]CODE
LOWppocr/modeling/necks/csp_pan.py23__all__ = ["CSPPAN"]CODE
LOWppocr/modeling/architectures/distillation_model.py26__all__ = ["DistillationModel"]CODE
LOWppocr/modeling/architectures/__init__.py24__all__ = ["build_model", "apply_to_static"]CODE
LOWppocr/modeling/architectures/base_model.py24__all__ = ["BaseModel"]CODE
LOWppocr/modeling/heads/__init__.py15__all__ = ["build_head"]CODE
LOWppocr/modeling/transforms/__init__.py15__all__ = ["build_transform"]CODE
LOWppocr/modeling/backbones/det_resnet_vd_sast.py24__all__ = ["ResNet_SAST"]CODE
LOWppocr/modeling/backbones/rec_efficientb3_pren.py30__all__ = ["EfficientNetb3_PREN"]CODE
LOWppocr/modeling/backbones/e2e_resnet_vd_pg.py24__all__ = ["ResNet"]CODE
LOWppocr/modeling/backbones/vqa_layoutlm.py35__all__ = ["LayoutXLMForSer", "LayoutLMForSer"]CODE
LOWppocr/modeling/backbones/rec_resnet_fpn.py24__all__ = ["ResNetFPN"]CODE
LOWppocr/modeling/backbones/__init__.py15__all__ = ["build_backbone"]CODE
LOWppocr/modeling/backbones/det_resnet_vd.py28__all__ = ["ResNet_vd", "ConvBNLayer", "DeformableConvV2"]CODE
LOWppocr/modeling/backbones/rec_resnet_vd.py24__all__ = ["ResNet"]CODE
LOWppocr/modeling/backbones/rec_resnet_32.py25__all__ = ["ResNet32"]CODE
LOWppocr/modeling/backbones/rec_resnet_31.py30__all__ = ["ResNet31"]CODE
LOWppocr/modeling/backbones/kie_unet_sdmgr.py24__all__ = ["Kie_backbone"]CODE
LOWppocr/modeling/backbones/rec_mobilenet_v3.py23__all__ = ["MobileNetV3"]CODE
LOWppocr/modeling/backbones/rec_resnet_45.py31__all__ = ["ResNet45"]CODE
LOWppocr/modeling/backbones/det_mobilenet_v3.py25__all__ = ["MobileNetV3"]CODE
LOWppocr/postprocess/__init__.py23__all__ = ["build_post_process"]CODE
LOWppocr/data/__init__.py51__all__ = ["build_dataloader", "transform", "create_operators", "set_signal_handlers"]CODE
LOWppocr/data/imaug/make_shrink_map.py29__all__ = ["MakeShrinkMap"]CODE
LOWppocr/data/imaug/make_border_map.py35__all__ = ["MakeBorderMap"]CODE
LOWppocr/data/imaug/ColorJitter.py16__all__ = ["ColorJitter"]CODE
LOWppocr/data/imaug/east_process.py25__all__ = ["EASTProcessTrain"]CODE
LOWppocr/data/imaug/make_pse_gt.py25__all__ = ["MakePseGt"]CODE
LOWppocr/data/imaug/sast_process.py25__all__ = ["SASTProcessTrain"]CODE
LOWppocr/data/imaug/pg_process.py23__all__ = ["PGProcessTrain"]CODE
LOWppocr/data/imaug/text_image_aug/__init__.py17__all__ = ["tia_distort", "tia_stretch", "tia_perspective"]CODE
LOWppocr/data/imaug/vqa/__init__.py23__all__ = [CODE
LOWdeploy/ios_demo/scripts/debug_onnx_qdq.py59logger = logging.getLogger(__name__)CODE
LOWdeploy/ios_demo/scripts/utils.py28__all__ = [CODE
LOWdeploy/paddleocr_vl_docker/hps/gateway/app.py59logger = logging.getLogger(__name__)CODE
LOWpaddleocr/__init__.py84__all__ = [CODE
LOWpaddleocr/_api_client/_naming.py17__all__ = ["snake_keys_to_camel", "snake_to_camel"]CODE
LOWpaddleocr/_pipelines/_patch_layout_parsing.py30logger = logging.getLogger(__name__)CODE
LOWpaddleocr/_pipelines/__init__.py26__all__ = [CODE
LOWpaddleocr/_models/__init__.py29__all__ = [CODE
LOWpaddleocr/_doc2md/__init__.py20__all__ = [CODE
LOWpaddleocr/_doc2md/math/omml.py55logger = logging.getLogger(__name__)CODE
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Structural Annotation Overuse16 hits · 29 pts
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LOWREADME.md164### Step 1: Try OnlineCOMMENT
LOWREADME.md169### Step 2: Local DeploymentCOMMENT
LOW…oy/ios_demo/PaddleOCRDemo/Engine/DetectionEngine.swift118 // Step 1: PreprocessCOMMENT
LOW…oy/ios_demo/PaddleOCRDemo/Engine/DetectionEngine.swift123 // Step 2: Run ORT inferenceCOMMENT
LOW…oy/ios_demo/PaddleOCRDemo/Engine/DetectionEngine.swift131 // Step 3: Extract the probability map from ORT outputCOMMENT
LOW…oy/ios_demo/PaddleOCRDemo/Engine/DetectionEngine.swift146 // Step 4: PostprocessCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/CTCDecoder.swift123 // Step 3: Build selection maskCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/CTCDecoder.swift144 // Step 4: Collect selected characters and their probabilitiesCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/CTCDecoder.swift158 // Step 5: Join characters into textCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/CTCDecoder.swift161 // Step 6: Compute mean confidenceCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/BoxSorter.swift45 // Step 1: Sort by top-left point -- first by y, then by xCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/BoxSorter.swift53 // Step 2: Backward insertion sort for same-line boxesCOMMENT
LOWdocs/version2.x/legacy/windows_vs2019_build.en.md54### Step 1: Create a Visual Studio ProjectCOMMENT
LOWdocs/version2.x/legacy/windows_vs2019_build.en.md60### Step 2: Run CMake ConfigurationCOMMENT
LOWdocs/version2.x/legacy/windows_vs2019_build.en.md93### Step 3: Generate Visual Studio ProjectCOMMENT
LOWdocs/version2.x/legacy/windows_vs2019_build.en.md118### Step 4: Run the PredictionCOMMENT
Verbosity Indicators10 hits · 20 pts
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LOW…oy/ios_demo/PaddleOCRDemo/Engine/DetectionEngine.swift118 // Step 1: PreprocessCOMMENT
LOW…oy/ios_demo/PaddleOCRDemo/Engine/DetectionEngine.swift123 // Step 2: Run ORT inferenceCOMMENT
LOW…oy/ios_demo/PaddleOCRDemo/Engine/DetectionEngine.swift131 // Step 3: Extract the probability map from ORT outputCOMMENT
LOW…oy/ios_demo/PaddleOCRDemo/Engine/DetectionEngine.swift146 // Step 4: PostprocessCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/CTCDecoder.swift123 // Step 3: Build selection maskCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/CTCDecoder.swift144 // Step 4: Collect selected characters and their probabilitiesCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/CTCDecoder.swift158 // Step 5: Join characters into textCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/CTCDecoder.swift161 // Step 6: Compute mean confidenceCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/BoxSorter.swift45 // Step 1: Sort by top-left point -- first by y, then by xCOMMENT
LOWdeploy/ios_demo/PaddleOCRDemo/Engine/BoxSorter.swift53 // Step 2: Backward insertion sort for same-line boxesCOMMENT
Docstring Block Structure3 hits · 15 pts
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HIGHppocr/modeling/backbones/rec_pphgnetv2.py569use 'handle_func' to modify the sub-layer(s) specified by 'layer_name_pattern'. Args: layer_name_paSTRING
HIGHpaddleocr/_doc2md/core.py30 Convert an office document to Markdown. Args: source: Path to the source file. output: OptionaSTRING
HIGHppstructure/recovery/table_process.py72Remove white space from a string. Args: string(str): The string to remove white space from. leading(STRING
Slop Phrases5 hits · 12 pts
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MEDIUMppocr/modeling/architectures/base_model.py40 # if you make model differently, you can use transform in det and clsCOMMENT
LOWppocr/data/imaug/ct_process.py226 # make sure to crop the text regionCOMMENT
LOWppocr/data/imaug/random_crop_data.py543 # make sure to crop the text regionCOMMENT
MEDIUM…/rec/ch_PP-OCRv2/ch_PP-OCRv2_rec_enhanced_ctc_loss.yml66 # you can also try to add ace loss on your own datasetCOMMENT
MEDIUMconfigs/kie/vi_layoutxlm/ser_vi_layoutxlm_xfund_zh.yml17 # you can use the following configCOMMENT
Self-Referential Comments3 hits · 9 pts
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MEDIUMppocr/modeling/heads/rec_aster_head.py238 # Initialize return variables given different typesCOMMENT
MEDIUMtests/ppocr/test_iaa_augment.py38 # Create a 100x100 pixel dummy image with 3 color channels (RGB)COMMENT
MEDIUMlangchain-paddleocr/scripts/lint_imports.sh5# Initialize a variable to keep track of errorsCOMMENT
AI Slop Vocabulary3 hits · 8 pts
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MEDIUMppocr/modeling/heads/rec_ppformulanet_head.py976 # 1. Check whether the user has defined `decoder_input_ids` manually. To facilitate in terms of input naming,COMMENT
MEDIUMppocr/postprocess/rec_postprocess.py118 ): # grouping word with '-', such as 'state-of-the-art'CODE
MEDIUMppocr/data/imaug/abinet_aug.py253 # TODO: more robust way to crop imageCOMMENT
Redundant / Tautological Comments4 hits · 7 pts
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LOWppocr/data/imaug/random_crop_data.py380 # Check if this is a valid text boxCOMMENT
LOWdeploy/paddleocr_vl_docker/hps/gateway/app.py178 # Check if required models are readyCOMMENT
LOWpaddleocr/_pipelines/pp_chatocrv4_doc.py743 # Print the result to stdoutCOMMENT
LOWpaddleocr/_doc2md/converters/docx.py1548 # Check if the document uses different odd/even page headers/footersCOMMENT
Example Usage Blocks4 hits · 6 pts
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LOWbenchmark/PaddleOCR_DBNet/test_tipc/benchmark_train.sh5# Usage:COMMENT
LOWdeploy/ios_demo/scripts/convert_onnx_to_ort.sh15# Usage:COMMENT
LOWtest_tipc/compare_results.py112 # Usage:COMMENT
LOWtest_tipc/benchmark_train.sh5# Usage:COMMENT
Modern AI Meta-Vocabulary2 hits · 4 pts
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MEDIUMREADME.md242| [Dify](https://github.com/langgenius/dify) <a href="https://github.com/langgenius/dify"><img src="https://img.shields.CODE
MEDIUMdeploy/paddleocr_vl_docker/hps/README_en.md91This solution reuses the PaddleX [High-Stability Serving](https://paddlepaddle.github.io/PaddleX/latest/en/pipeline_deplCODE
Fake / Example Data1 hit · 1 pts
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LOWpaddleocr/_pipelines/pp_chatocrv4_doc.py715 "api_key": "fake_key",CODE