Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.
Sign up free Scan another repo

sumanth-botlagunta/yolov8-poly-dist-tf

https://github.com/sumanth-botlagunta/yolov8-poly-dist-tf · scanned 2026-06-16 00:25 UTC (2 months, 2 weeks ago)

62 raw signals (0 security + 62 graph)

File as issue Image
UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 59 actionable findings from 1 signal source. 3 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
87.2
/100
Security checks
87
0 findings
System graph
87
77.8% cov · 59 findings
Critical
0
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 0 Medium 11 Low 23 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 59 Crowd 0 Layer: Software 7 Frontend 1 Security 1 Quality 50

All 1237 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

LabelLayerStatusPath
_masked_vertex_mean software healthy losses/polygon_loss.py:29
polygon_angle_loss software healthy losses/polygon_loss.py:40
polygon_dist_loss software healthy losses/polygon_loss.py:72
polygon_conf_loss software healthy losses/polygon_loss.py:101
_replica_sum software healthy losses/tal_loss.py:42
_ciou_loss software healthy losses/tal_loss.py:62
__init__ software healthy losses/tal_loss.py:115
_assigner software healthy losses/tal_loss.py:173
_box_loss software healthy losses/tal_loss.py:204
_class_loss software healthy losses/tal_loss.py:274
_distance_loss software healthy losses/tal_loss.py:301
_polygon_loss software healthy losses/tal_loss.py:317
__call__ software healthy losses/tal_loss.py:390
__init__ software healthy losses/tal_assigner.py:24
__call__ software healthy losses/tal_assigner.py:46
distance_l1_loss software healthy losses/distance_loss.py:16
__init__ software healthy models/backbone.py:240
call software dead models/backbone.py:299
_make_div8 software healthy models/backbone.py:208
_scale_ch software healthy models/backbone.py:212
_scale_n software healthy models/backbone.py:216
output_specs software healthy models/backbone.py:295
__init__ software healthy models/head.py:50
build software healthy models/head.py:91
call software dead models/head.py:158
initialize_biases software healthy models/head.py:226
__init__ software healthy models/detection_generator.py:45
_generate_anchor_grid software healthy models/detection_generator.py:77
_decode_dfl software healthy models/detection_generator.py:97
_nms_single software healthy models/detection_generator.py:117
__call__ software healthy models/detection_generator.py:222
_map_fn software healthy models/detection_generator.py:293
__init__ software healthy models/yolo_v8.py:40
call software dead models/yolo_v8.py:59
build_and_init software healthy models/yolo_v8.py:90
build_yolov8 software healthy models/yolo_v8.py:113
__init__ software healthy models/decoder.py:54
_ch software healthy models/decoder.py:69
c2f_stack software dead models/decoder.py:106
call software dead models/decoder.py:120
eager_mode software healthy tests/conftest.py:27
tiny_model_cfg software healthy tests/conftest.py:39
poly_dist_cfg software healthy tests/conftest.py:67
synthetic_image software healthy tests/conftest.py:84
synthetic_labels software healthy tests/conftest.py:91
mock_decoded_det software healthy tests/conftest.py:110
mock_decoded_dist software healthy tests/conftest.py:142
mock_tfds_batch software healthy tests/conftest.py:153
_repeat software healthy tests/conftest.py:155
_make_prefix software healthy tests/test_resample_compact_param.py:27

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
README.md software healthy README.md
CLAUDE.md software healthy CLAUDE.md
setup.py software healthy setup.py
environment.yml software healthy environment.yml
requirements.txt software healthy requirements.txt
__init__.py software healthy losses/__init__.py
polygon_loss.py software healthy losses/polygon_loss.py
tal_loss.py software healthy losses/tal_loss.py
tal_assigner.py software healthy losses/tal_assigner.py
distance_loss.py software healthy losses/distance_loss.py
__init__.py software healthy models/__init__.py
backbone.py software healthy models/backbone.py
head.py software healthy models/head.py
detection_generator.py software healthy models/detection_generator.py
yolo_v8.py software healthy models/yolo_v8.py
decoder.py software healthy models/decoder.py
__init__.py software healthy tests/__init__.py
conftest.py software healthy tests/conftest.py
test_resample_compact_param.py software healthy tests/test_resample_compact_param.py
test_polygon_negative_canvas_vertex.py software healthy tests/test_polygon_negative_canvas_vertex.py
test_batch_shape_consistency.py software healthy tests/test_batch_shape_consistency.py
test_parser.py software healthy tests/test_parser.py
test_hygiene_fixes.py software healthy tests/test_hygiene_fixes.py
test_mosaic.py software healthy tests/test_mosaic.py
test_polygon_preprocessing.py software healthy tests/test_polygon_preprocessing.py
test_copy_paste.py software healthy tests/test_copy_paste.py
test_copy_paste_resample.py software healthy tests/test_copy_paste_resample.py
test_polygon_loss_conventions.py software healthy tests/test_polygon_loss_conventions.py
test_train_critical_sentinel_fixes.py software healthy tests/test_train_critical_sentinel_fixes.py
test_batch_color_aug.py software healthy tests/test_batch_color_aug.py
test_distance_loss.py software healthy tests/test_distance_loss.py
test_loss_computation.py software healthy tests/test_loss_computation.py
test_loss_reference_parity.py software healthy tests/test_loss_reference_parity.py
test_decoders.py software healthy tests/test_decoders.py
test_checkpoint_migration.py software healthy tests/integration/test_checkpoint_migration.py
__init__.py software healthy tests/integration/__init__.py
test_full_pipeline.py software healthy tests/integration/test_full_pipeline.py
test_ckpt_eval_loading.py software healthy tests/integration/test_ckpt_eval_loading.py
test_weight_map_migration.py software healthy tests/integration/test_weight_map_migration.py
test_multigpu.py software healthy tests/integration/test_multigpu.py
test_trainer_epoch_math.py software healthy tests/unit/test_trainer_epoch_math.py
test_config_loading.py software healthy tests/unit/test_config_loading.py
test_config_dead_keys.py software healthy tests/unit/test_config_dead_keys.py
__init__.py software healthy tests/unit/__init__.py
test_best_checkpoint_resumable.py software healthy tests/unit/test_best_checkpoint_resumable.py
test_benchmark_dtype.py software healthy tests/unit/test_benchmark_dtype.py
test_distance_evaluator.py software healthy tests/unit/test_distance_evaluator.py
test_lr_logging_offbyone.py software healthy tests/unit/test_lr_logging_offbyone.py
test_viz_utils.py software healthy tests/unit/test_viz_utils.py
test_eval_precision_policy.py software healthy tests/unit/test_eval_precision_policy.py

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
TaskAlignedLossExtended software healthy losses/tal_loss.py:112
TaskAlignedAssigner software healthy losses/tal_assigner.py:17
_ConvBnAct software healthy models/backbone.py:37
C2fBottleneck software healthy models/backbone.py:74
C2f software healthy models/backbone.py:103
SPPF software healthy models/backbone.py:151
CSPDarkNetV8 software healthy models/backbone.py:225
YoloV8Head software healthy models/head.py:40
YoloV8Layer software healthy models/detection_generator.py:28
YoloV8 software healthy models/yolo_v8.py:30
YoloDecoder software healthy models/decoder.py:39
TestPreResizeBeforeMosaicBatch software healthy tests/test_batch_shape_consistency.py:123
TestMosaicOutputShape software healthy tests/test_batch_shape_consistency.py:165
TestParserOutputShape software healthy tests/test_batch_shape_consistency.py:210
TestStaticShapeKnown software healthy tests/test_batch_shape_consistency.py:263
TestLabelShapesFixed software healthy tests/test_batch_shape_consistency.py:306
TestEndToEndDatasetBatch software healthy tests/test_batch_shape_consistency.py:336
TestV8ParserExtended software healthy tests/test_parser.py:47
TestLetterboxPolygonTransform software healthy tests/test_parser.py:92
TestEvalParseWithoutDontcare software healthy tests/test_parser.py:121
TestV8DistanceParser software healthy tests/test_parser.py:151
TestMosaic software healthy tests/test_mosaic.py:51
TestMosaicUnbatchIntegration software healthy tests/test_mosaic.py:155
TestPlaceInCell software healthy tests/test_mosaic.py:189
TestRandomPerspective software healthy tests/test_mosaic.py:206
TestMosaicComposedWarp software healthy tests/test_mosaic.py:246
TestWarpScaleBounds software healthy tests/test_mosaic.py:437
TestFilteredAnnsMissingFields software healthy tests/test_mosaic.py:477
TestPreprocessPolygonsV2 software healthy tests/test_polygon_preprocessing.py:38
TestSubBinAngleOffset software healthy tests/test_polygon_preprocessing.py:73
TestResamplePolygons software healthy tests/test_polygon_preprocessing.py:112
TestEmptyPolygonAngleTarget software healthy tests/test_polygon_preprocessing.py:254
TestSegmentEquivalence software healthy tests/test_polygon_preprocessing.py:334
TestMicroBenchmark software healthy tests/test_polygon_preprocessing.py:453
TestCopyAndPasteModule software healthy tests/test_copy_paste.py:42
TestPolygonLossConventions software healthy tests/test_polygon_loss_conventions.py:43
TestDistanceL1Loss software healthy tests/test_distance_loss.py:15
TestTaskAlignedLossExtended software healthy tests/test_loss_computation.py:71
TestAssignerPosOverlaps software healthy tests/test_loss_reference_parity.py:28
TestBoxLossAnchorWeighting software healthy tests/test_loss_reference_parity.py:95
TestUltralyticsParity software healthy tests/test_loss_reference_parity.py:150
TestPolygonDecoder software healthy tests/test_decoders.py:100
TestServingBotDetDecoder software healthy tests/test_decoders.py:167
TestCopyPasteDecoder software healthy tests/test_decoders.py:206
TestEncodedImageBranch software healthy tests/test_decoders.py:238
TestNativePartialLoad software healthy tests/integration/test_checkpoint_migration.py:44
TestMigrateCheckpointAPI software healthy tests/integration/test_checkpoint_migration.py:133
TestModelLossIntegration software healthy tests/integration/test_full_pipeline.py:87
_FakeReader software healthy tests/integration/test_weight_map_migration.py:40
TestReplicaSum software healthy tests/integration/test_multigpu.py:53

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
losses software healthy losses
models software healthy models
tests software healthy tests
integration software healthy tests/integration
unit software healthy tests/unit
smoke software healthy tests/smoke
tracking software healthy tracking
data_pipeline software healthy data_pipeline
docs software healthy docs
scripts software healthy scripts
optimizers software healthy optimizers
eval software healthy eval
.claude software healthy .claude
commands software healthy .claude/commands
agents software healthy .claude/agents
train software healthy train
tools software healthy tools
.github software healthy .github
workflows software healthy .github/workflows
configs software healthy configs
optimizer software healthy configs/optimizer
model software healthy configs/model
experiments software healthy configs/experiments
yolo software healthy configs/experiments/yolo

LabelLayerStatusPath
test_checkpoint_migration.py data healthy tests/integration/test_checkpoint_migration.py
test_weight_map_migration.py data healthy tests/integration/test_weight_map_migration.py
checkpoint_migration.py data healthy tools/checkpoint_migration.py

LabelLayerStatusPath
repobility-clone-sovvl9_0 software healthy /tmp/repobility-clone-sovvl9_0

LabelLayerStatusPath
gpu (detected) hardware healthy README.md

LabelLayerStatusPath
gha::test cicd healthy .github/workflows/test.yml

LabelLayerStatusPath
unit-and-integration cicd healthy .github/workflows/test.yml
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
For AI agents + API integrations
Email me when this repo regresses
Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.
API access

This page is publicly accessible at: https://repobility.com/scan/f16cb49c-9486-42ce-8165-168e2207f246/

To check status programmatically (no auth required): 

curl -s https://repobility.com/api/v1/public/scan/f16cb49c-9486-42ce-8165-168e2207f246/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.