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umardrazbhatti/EHAN-THESIS-CODE-HiDF

https://github.com/umardrazbhatti/EHAN-THESIS-CODE-HiDF · scanned 2026-06-16 00:45 UTC (2 months, 1 week ago)

45 raw signals (0 security + 45 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 31 actionable findings from 1 signal source. 14 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Combined
94.2
/100
Security checks
94
0 findings
System graph
94
66.7% cov · 31 findings
Critical
0
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Agents
10
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Crowd
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Severity: Critical 0 High 0 Medium 7 Low 12 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 31 Crowd 0 Layer: Software 5 Frontend 1 Security 2 Cicd 1 Quality 22

All 208 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
main software healthy HiDF_run_full_pipeline.py:29
__post_init__ software healthy HiDF_config.py:320
_apply_cpu_safe_overrides software healthy HiDF_config.py:329
from_args software healthy HiDF_config.py:342
parse_args software healthy HiDF_config.py:355
__init__ software healthy losses/HiDF_classification.py:51
forward software dead losses/HiDF_classification.py:61
build_classification_loss software healthy losses/HiDF_classification.py:92
__init__ software healthy losses/HiDF_temporal.py:26
forward software dead losses/HiDF_temporal.py:31
__init__ software healthy losses/HiDF_explanation.py:131
forward software dead losses/HiDF_explanation.py:135
sharpness_loss software healthy losses/HiDF_explanation.py:162
_gaussian_blur_5d software healthy losses/HiDF_explanation.py:191
build_bottlenecked_input software healthy losses/HiDF_explanation.py:204
faithfulness_loss software healthy losses/HiDF_explanation.py:294
sparsity_loss software healthy losses/HiDF_explanation.py:304
cbm_diversity_loss software healthy losses/HiDF_explanation.py:316
temporal_sparsity_loss software healthy losses/HiDF_explanation.py:331
temporal_band_loss software healthy losses/HiDF_explanation.py:354
spatial_band_loss software healthy losses/HiDF_explanation.py:386
localization_loss software healthy losses/HiDF_explanation.py:426
full_blur_input software healthy losses/HiDF_explanation.py:469
forward software healthy models/HiDF_grl.py:83
backward software healthy models/HiDF_grl.py:49
grad_reverse software healthy models/HiDF_grl.py:54
__init__ software healthy models/HiDF_grl.py:71
domain_warmup software healthy models/HiDF_grl.py:87
domain_accuracy software healthy models/HiDF_grl.py:94
__init__ software healthy models/HiDF_eahn.py:135
forward software dead models/HiDF_eahn.py:350
_init_weights software healthy models/HiDF_eahn.py:307
enable_gradient_checkpointing software healthy models/HiDF_eahn.py:311
_spatial_bottleneck software healthy models/HiDF_eahn.py:317
__init__ software healthy models/HiDF_cross_attention.py:19
forward software dead models/HiDF_cross_attention.py:37
__init__ software healthy models/HiDF_temporal_stream.py:50
forward software dead models/HiDF_temporal_stream.py:79
enable_gradient_checkpointing software healthy models/HiDF_temporal_stream.py:76
__init__ software healthy models/HiDF_spatial_stream.py:14
grad_cam_target_layer software healthy models/HiDF_spatial_stream.py:51
forward software dead models/HiDF_spatial_stream.py:67
low_level_features software healthy models/HiDF_spatial_stream.py:91
__init__ software healthy models/HiDF_concept_bottleneck.py:117
forward software dead models/HiDF_concept_bottleneck.py:142
slot_diversity_loss software dead models/HiDF_concept_bottleneck.py:188
check_directory software healthy scripts/HiDF_verify_dataset.py:29
main software healthy scripts/HiDF_verify_dataset.py:38
_read_frame0_bgr software healthy scripts/HiDF_diagnose_face_align.py:38
_read_n_frames_rgb software healthy scripts/HiDF_diagnose_face_align.py:52

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
HiDF_run_full_pipeline.py software healthy HiDF_run_full_pipeline.py
requirements.txt software healthy requirements.txt
CHANGELOG.md software healthy CHANGELOG.md
HiDF_config.py software healthy HiDF_config.py
HiDF_classification.py software healthy losses/HiDF_classification.py
__init__.py software healthy losses/__init__.py
HiDF_temporal.py software healthy losses/HiDF_temporal.py
HiDF_explanation.py software healthy losses/HiDF_explanation.py
__init__.py software healthy models/__init__.py
HiDF_grl.py software healthy models/HiDF_grl.py
HiDF_eahn.py software healthy models/HiDF_eahn.py
HiDF_cross_attention.py software healthy models/HiDF_cross_attention.py
HiDF_temporal_stream.py software healthy models/HiDF_temporal_stream.py
HiDF_spatial_stream.py software healthy models/HiDF_spatial_stream.py
HiDF_concept_bottleneck.py software healthy models/HiDF_concept_bottleneck.py
HiDF_verify_dataset.py software healthy scripts/HiDF_verify_dataset.py
__init__.py software healthy scripts/__init__.py
HiDF_diagnose_face_align.py software healthy scripts/HiDF_diagnose_face_align.py
HiDF_evaluate.py software healthy scripts/HiDF_evaluate.py
HiDF_package_analysis_bundle.py software healthy scripts/HiDF_package_analysis_bundle.py
HiDF_summary_chart.py software healthy scripts/HiDF_summary_chart.py
HiDF_save_xai_overlays.py software healthy scripts/HiDF_save_xai_overlays.py
HiDF_train_real.py software healthy scripts/HiDF_train_real.py
HiDF_run_explanation_suite.py software healthy scripts/HiDF_run_explanation_suite.py
HiDF_data_analysis.py software healthy scripts/HiDF_data_analysis.py
HiDF_train_synthetic.py software healthy scripts/HiDF_train_synthetic.py
HiDF_dashboard.py software healthy scripts/HiDF_dashboard.py
HiDF_logging_utils.py software healthy utils/HiDF_logging_utils.py
__init__.py software healthy utils/__init__.py
HiDF_visualization.py software healthy utils/HiDF_visualization.py
HiDF_checkpointing.py software healthy utils/HiDF_checkpointing.py
__init__.py software healthy xai/__init__.py
HiDF_gradcam.py software healthy xai/HiDF_gradcam.py
HiDF_overlay.py software healthy xai/HiDF_overlay.py
HiDF_attention_rollout.py software healthy xai/HiDF_attention_rollout.py
HiDF_shap_explainer.py software healthy xai/HiDF_shap_explainer.py
HiDF_sanity_checks.py software healthy xai/HiDF_sanity_checks.py
__init__.py software healthy metrics/__init__.py
HiDF_detection.py software healthy metrics/HiDF_detection.py
HiDF_explanation.py software healthy metrics/HiDF_explanation.py

LabelLayerStatusPath
EAHNConfig software healthy HiDF_config.py:14
ClassificationLoss software healthy losses/HiDF_classification.py:6
FocalLoss software healthy losses/HiDF_classification.py:23
TemporalConsistencyLoss software healthy losses/HiDF_temporal.py:25
ExplanationLossOutput software healthy losses/HiDF_explanation.py:33
ExplanationLoss software healthy losses/HiDF_explanation.py:43
HardAttentionDiversityLoss software healthy losses/HiDF_explanation.py:114
_GradReverseFn software healthy models/HiDF_grl.py:40
DomainHead software healthy models/HiDF_grl.py:59
EAHNOutput software healthy models/HiDF_eahn.py:36
EarlyAttnHead software healthy models/HiDF_eahn.py:98
EAHN software healthy models/HiDF_eahn.py:134
CrossAttentionFusion software healthy models/HiDF_cross_attention.py:18
CustomTransformerEncoderLayer software healthy models/HiDF_temporal_stream.py:14
TemporalStream software healthy models/HiDF_temporal_stream.py:49
SpatialStream software healthy models/HiDF_spatial_stream.py:13
ConceptSlotBottleneck software healthy models/HiDF_concept_bottleneck.py:98
_CelebDFBalancedSample software healthy scripts/HiDF_evaluate.py:91
Logger software healthy utils/HiDF_logging_utils.py:10
_SpatialModel software healthy xai/HiDF_gradcam.py:17
_ScalarOutputTarget software healthy xai/HiDF_gradcam.py:38
GradCAMExplainer software healthy xai/HiDF_gradcam.py:46
AttentionRolloutExplainer software healthy xai/HiDF_attention_rollout.py:13
SHAPExplainer software healthy xai/HiDF_shap_explainer.py:9
DetectionMetrics software healthy metrics/HiDF_detection.py:88
ExplanationMetrics software healthy metrics/HiDF_explanation.py:16

LabelLayerStatusPath
losses software healthy losses
models software healthy models
scripts software healthy scripts
utils software healthy utils
xai software healthy xai
metrics software healthy metrics

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

LabelLayerStatusPath
gpu (detected) hardware healthy README.md
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