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varroa/copy_paste/cp3_cluster1/mosaic/seed_44/args.yaml

@@ -0,0 +1,399 @@
+task: detect
+mode: train
+model: /marimo/yolo_code/models_related/ultralytics/ultralytics/cfg/models/v8/yolov8.yaml
+data: /marimo/yolo_code/runs/seed_sweep_prep_v3/varroa_copy_paste_matrix_split_42/varroa.yaml
+epochs: 100
+time: null
+patience: 0
+batch: 8
+imgsz: 640
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 8
+project: /marimo/yolo_code/runs/augmentation_seed_sweep_range_67_76/artifacts/varroa/copy_paste/cp3_cluster1/mosaic
+name: seed_44
+exist_ok: true
+pretrained: yolov8n.pt
+optimizer: auto
+verbose: true
+seed: 44
+deterministic: true
+single_cls: false
+rect: false
+cos_lr: false
+close_mosaic: 10
+scene_compatible_mosaic: false
+resume: false
+amp: true
+fraction: 1.0
+profile: false
+freeze: null
+multi_scale: 0.0
+compile: false
+overlap_mask: true
+mask_ratio: 4
+dropout: 0.0
+val: true
+split: val
+save_json: false
+conf: null
+iou: 0.5
+max_det: 300
+nms_method: hard
+soft_nms_sigma: 0.5
+soft_nms_min_score: 0.001
+box_voting: false
+box_voting_iou: 0.5
+box_voting_weight: score_iou
+half: false
+dnn: false
+plots: false
+end2end: null
+source: null
+vid_stride: 1
+stream_buffer: false
+visualize: false
+augment: false
+agnostic_nms: false
+classes: null
+retina_masks: false
+embed: null
+show: false
+save_frames: false
+save_txt: false
+save_conf: false
+save_crop: false
+show_labels: true
+show_conf: true
+show_boxes: true
+line_width: null
+format: torchscript
+keras: false
+optimize: false
+int8: false
+dynamic: false
+simplify: true
+opset: null
+workspace: null
+nms: false
+lr0: 0.01
+lrf: 0.01
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 3.0
+warmup_momentum: 0.8
+warmup_bias_lr: 0.1
+box: 7.5
+bbox_iou_loss: ciou
+wiou_monotonous: false
+cls_iou_target: false
+positive_confidence_rescue_gain: 0.0
+positive_confidence_rescue_gamma: 1.0
+scale_temper_target: false
+scale_temper_s1: 16.0
+scale_temper_s2: 32.0
+scale_temper_tau_min: 0.5
+scale_temper_lambda: 0.5
+scale_temper_warmup_start: 5
+scale_temper_warmup_end: 15
+scale_temper_p2_only: true
+factorized_tal_target: false
+factorized_tal_mode: legacy
+factorized_tal_tau: 0.75
+factorized_tal_kappa: 1.5
+factorized_tal_lambda: 0.5
+factorized_tal_s_max: 32.0
+factorized_tal_warmup_start: 5
+factorized_tal_warmup_end: 15
+factorized_tal_p2_only: true
+viewport_enabled: false
+clean_tail_epoch: null
+viewport_p: 0.5
+viewport_scale_min: 0.8
+viewport_scale_max: 1.25
+viewport_translate: 0.15
+viewport_min_visibility: 0.4
+viewport_min_box_size: 2
+occlusion_enabled: false
+occlusion_p: 0.3
+occlusion_object_prob: 0.5
+occlusion_min: 0.1
+occlusion_max: 0.35
+resolution_enabled: false
+resolution_p: 0.25
+resolution_scale_min: 0.65
+resolution_scale_max: 1.0
+clean_control_enabled: false
+viewport_mosaic_enabled: false
+mosaic_postprocess_enabled: false
+mosaic_postprocess_mode: random_perspective
+ring_context: false
+ring_radius: 5
+head_share_mode: none
+cls_head_width: 0
+cls_head_dense: false
+ggcf_refine: false
+ggcf_geometry: true
+ggcf_patch: 7
+ggcf_infer_k: 1000
+ggcf_train_k: 256
+ggcf_hard_bg: 128
+ggcf_assign_refined: false
+ggcf_tal_diagnostics: false
+vfl: false
+vfl_alpha: 0.75
+vfl_gamma: 2.0
+vfl_iou_detach: true
+vfl_pos_q_weight: true
+tal_topk: 10
+tal_alpha: 0.5
+tal_beta: 6.0
+vfl_weight_box_by_q: false
+box_q_weight_min: 0.25
+boundary_contrast: 0.0
+boundary_levels: 2
+boundary_ring: 1.0
+boundary_samples: 16
+boundary_tau: 0.2
+boundary_shrinkage: 0.25
+loc_quality: 0.0
+loc_quality_levels: 2
+loc_quality_sigma: 0.45
+loc_quality_loss: mse
+dgfe_rec_gain: 0.0
+dgfe_spatial_gain: 0.0
+dgfe_spatial_warmup_epochs: 0
+dgfe_spatial_warmup_start: 0.1
+dgfe_boundary_ring: 1.0
+dgfe_inner_value: 0.3
+dgfe_tiny_area: 4.0
+dgfe_neg_pos_ratio: 3
+dgfe_neg_gain: 0.25
+dgfe_spatial_target_mode: iou
+dgfe_edge_error_norm: 0.25
+p2_detail_rec_gain: 0.0
+p2_deep_sup_gain: 0.0
+orfs_gain: 0.0
+orfs_center_gain: 1.0
+orfs_geometry_gain: 0.25
+orfs_core_ratio: 0.7
+orfs_warmup_start: 5
+orfs_warmup_end: 15
+canonical_teacher_gain: 0.0
+raw_sidecar_gain: 0.0
+evidence_aux_gain: 0.0
+aug_state_gain: 0.0
+quality_head: false
+quality_loss: bce
+quality_gain: 0.5
+quality_neg_gain: 0.1
+quality_pos_iou_thr: 0.5
+quality_hard_neg_iou_thr: 0.3
+quality_hard_neg_score_thr: 0.05
+quality_target_mode: iou_power
+quality_target_power: 1.0
+quality_ramp_low: 0.5
+quality_ramp_high: 0.75
+quality_neg_mode: hard
+quality_score_mode: cls_mul_q
+quality_box_features: false
+quality_box_detach: true
+quality_detach_target: true
+quality_debug: false
+quality_debug_batches: 1
+quality_debug_export: false
+quality_debug_max_preds: 30000
+quality_probe_export: false
+quality_probe_max_preds: 30000
+rank_loss: 0.0
+rank_mode: 'off'
+rank_tau: 0.25
+rank_iou_margin: 0.1
+rank_teacher_margin: 0.05
+rank_lambda_loc: 0.25
+rank_tiny_max_dim: 16.0
+rank_topk: 10
+loc_assign: false
+loc_assign_topk: 3
+loc_assign_max_stride: 8.0
+loc_assign_center_radius: 2.5
+loc_assign_weight: 0.5
+box_consensus_gain: 0.0
+box_consensus_warmup_start: 5
+box_consensus_warmup_end: 15
+box_consensus_log_grad_ratio: false
+positive_support_dropout: false
+positive_support_mode: dominant
+positive_support_gain: 0.0
+positive_support_prob: 0.5
+positive_support_min_count: 3
+positive_support_aux_topk: 3
+positive_support_radius: 2
+positive_support_fill_kernel: 3
+positive_support_warmup_start: 5
+positive_support_warmup_end: 15
+cls_geometry_fuse: false
+cls_geometry_mode: add
+cls_geometry_detach: true
+cls_deform_geometry: false
+dfl_residual: false
+dfl_residual_scale: 0.25
+cls: 0.5
+cls_pw: 0.0
+dfl: 1.5
+pc_dfl_gain: 0.0
+pc_dfl_margin: 1.5
+cfr_gain: 0.0
+cfr_detail_gain: 1.0
+cfr_cos_gain: 1.0
+cfr_conflict_weight: 3.0
+pose: 12.0
+kobj: 1.0
+rle: 1.0
+angle: 1.0
+nbs: 64
+hsv_h: 0.015
+hsv_s: 0.7
+hsv_v: 0.4
+degrees: 0.0
+translate: 0.0
+scale: 0.0
+shear: 0.0
+perspective: 0.0
+flipud: 0.0
+fliplr: 0.5
+bgr: 0.0
+hf_atten_prob: 0.0
+hf_atten_min_alpha: 0.0
+hf_atten_max_alpha: 1.0
+hf_atten_blur_kernel: 5
+hf_atten_mask_grid: 16
+mosaic: 1.0
+mosaic_policy: standard
+mosaic_scale_quantile: 0.05
+mosaic_scale_modes:
+- 4
+- 2
+mosaic_policy_candidates: 16
+mosaic_policy_topk: 4
+mosaic_visibility_thresh: 0.7
+mosaic_visibility_lambda: 1.0
+mosaic_occupancy_mode: dataset
+mosaic_occupancy_tolerance: 1.0
+mosaic_context_candidates: 32
+mosaic_context_occupancy_tolerance: 1.0
+mosaic_context_cache: null
+cluster_preserve: false
+cluster_crop_min_fraction: 0.25
+cluster_crop_max_fraction: 0.65
+cluster_context_expand: 1.5
+post_scale_constraint: false
+mosaic_scale_statistics: null
+scale_constraint_trials: 4
+scale_small_threshold: 0.0
+scale_small_min_ratio: 0.7
+scale_min_ratio: 0.5
+scale_min_side: 4.0
+adaptive_geometry: false
+geometry_candidates: 8
+geometry_center_min: 0.35
+geometry_center_max: 0.65
+hard_negative_tile: false
+hardneg_mosaic_prob: 0.3
+hard_negative_bank: null
+mixup: 0.0
+cutmix: 0.0
+copy_paste: 0.0
+copy_paste_mode: single
+copy_paste_enabled: true
+copy_paste_p: 0.5
+copy_paste_unit: cluster
+copy_paste_copies: 1
+copy_paste_placement: random
+copy_paste_max_overlap: 0.0
+copy_paste_padding: 0.0
+copy_paste_scale: 1.0
+copy_paste_blend: hard
+copy_paste_max_trials: 30
+copy_paste_allow_empty_target: true
+copy_paste_allow_same_source: true
+copy_paste_cluster_expand: 3.0
+copy_paste_cluster_min_objects: 2
+copy_paste_policy: fixed
+copy_paste_stats_path: ''
+copy_paste_debug_dir: ''
+adaptive_cp_policy: scale_conditioned
+adaptive_cp_target_counts: null
+adaptive_cp_max_objects: 4
+adaptive_cp_factor_min: 0.4
+adaptive_cp_factor_max: 1.0
+adaptive_cp_deficit_gamma: 0.5
+adaptive_cp_max_weight_ratio: 3.0
+negcp: 0.3
+negcp_num: 1
+negcp_scale: 1.0
+negcp_max_gt_ioa: 0.05
+negcp_same_source: false
+negcp_bank_path: ''
+online_negcp_bank_path: ''
+online_negcp_max_objects: 3
+online_negcp_conf_threshold: 0.25
+online_negcp_max_candidates: 3
+online_negcp_crop_expand: 1.5
+online_negcp_beta: 0.9
+crowd_num: 1
+crowd_overlap_min: 0.1
+crowd_overlap_max: 0.3
+crowd_min_visibility: 0.6
+crowd_size_ratio_min: 0.75
+crowd_size_ratio_max: 1.33
+crowd_trials: 30
+scale_cp_num: 1
+scale_cp_target_max_size: 20.0
+scale_cp_source_min_ratio: 1.25
+scale_cp_factor_min: 0.5
+scale_cp_factor_max: 0.9
+scale_cp_max_overlap: 0.0
+scale_cp_trials: 30
+negative_cp_target_policy: empirical
+negative_cp_p: 0.3
+negative_cp_donor_policy: matched
+negative_cp_target_max_size: 20.0
+negative_cp_deficit_gamma: 0.5
+negative_cp_max_weight_ratio: 3.0
+negative_cp_matched_ratio_max: 1.5
+negative_cp_large_ratio_min: 1.5
+negative_cp_large_ratio_max: 2.5
+negative_cp_degradation: none
+negative_cp_blur_sigma: 0.5
+stcp_p: 0.3
+stcp_min_pastes: 1
+stcp_max_pastes: 2
+stcp_target_max_scale: 20.0
+stcp_ratio_min: 1.5
+stcp_ratio_max: 2.5
+stcp_blur_sigma: 0.5
+stcp_blur_min_side: 5
+stcp_max_ioa: 0.1
+stcp_max_trials: 30
+stcp_min_donor_w: 1
+stcp_min_donor_h: 1
+sparse_object_quantile: 0.2
+sparse_max_objects: null
+sparse_max_new_objects: 1
+sparse_target_increment: 0.0
+auto_augment: randaugment
+erasing: 0.4
+factorized_support_gain: 0.1
+factorized_support_tau: 0.75
+factorized_support_kappa: 1.5
+factorized_support_blend: 0.5
+factorized_support_topk: 10
+factorized_support_s_max: 32.0
+cfg: null
+pathway_mode: none
+pathway_alpha: 0.0
+tracker: botsort.yaml
+save_dir: /marimo/yolo_code/runs/augmentation_seed_sweep_range_67_76/artifacts/varroa/copy_paste/cp3_cluster1/mosaic/seed_44

varroa/copy_paste/cp3_cluster1/mosaic/seed_44/evaluation_metrics.json

@@ -0,0 +1,17 @@
+{
+  "test/AP50": 0.8582045270070515,
+  "test/fitness": 0.31527851650226263,
+  "test/mAP50-95": 0.31527851650226263,
+  "test/metrics/mAP50(B)": 0.8582045270070515,
+  "test/metrics/mAP50-95(B)": 0.31527851650226263,
+  "test/metrics/precision(B)": 0.8443962931179182,
+  "test/metrics/recall(B)": 0.8188622754491018,
+  "test_protocol": "Varroa standard held-out test split",
+  "val/AP50": 0.8748033254515422,
+  "val/fitness": 0.317442474770041,
+  "val/mAP50-95": 0.317442474770041,
+  "val/metrics/mAP50(B)": 0.8748033254515422,
+  "val/metrics/mAP50-95(B)": 0.317442474770041,
+  "val/metrics/precision(B)": 0.8643462024736119,
+  "val/metrics/recall(B)": 0.828125
+}

varroa/copy_paste/cp3_cluster1/mosaic/seed_44/experiment_manifest.json

@@ -0,0 +1,103 @@
+{
+  "augmentation": {
+    "auto_augment": "randaugment",
+    "close_mosaic": 10,
+    "copy_paste": 0.0,
+    "copy_paste_allow_empty_target": true,
+    "copy_paste_allow_same_source": true,
+    "copy_paste_blend": "hard",
+    "copy_paste_cluster_expand": 3.0,
+    "copy_paste_cluster_min_objects": 2,
+    "copy_paste_copies": 1,
+    "copy_paste_enabled": true,
+    "copy_paste_max_overlap": 0.0,
+    "copy_paste_max_trials": 30,
+    "copy_paste_mode": "single",
+    "copy_paste_p": 0.5,
+    "copy_paste_padding": 0.0,
+    "copy_paste_placement": "random",
+    "copy_paste_scale": 1.0,
+    "copy_paste_unit": "cluster",
+    "crowd_min_visibility": 0.6,
+    "crowd_num": 1,
+    "crowd_overlap_max": 0.3,
+    "crowd_overlap_min": 0.1,
+    "crowd_size_ratio_max": 1.33,
+    "crowd_size_ratio_min": 0.75,
+    "crowd_trials": 30,
+    "cutmix": 0.0,
+    "degrees": 0.0,
+    "erasing": 0.4,
+    "fliplr": 0.5,
+    "flipud": 0.0,
+    "hsv_h": 0.015,
+    "hsv_s": 0.7,
+    "hsv_v": 0.4,
+    "mixup": 0.0,
+    "mosaic": 1.0,
+    "mosaic_policy": "standard",
+    "mosaic_policy_candidates": 16,
+    "mosaic_policy_topk": 4,
+    "mosaic_postprocess_enabled": false,
+    "mosaic_visibility_lambda": 1.0,
+    "mosaic_visibility_thresh": 0.7,
+    "negcp": 0.3,
+    "negcp_max_gt_ioa": 0.05,
+    "negcp_num": 1,
+    "negcp_same_source": false,
+    "negcp_scale": 1.0,
+    "perspective": 0.0,
+    "scale": 0.0,
+    "scale_cp_factor_max": 0.9,
+    "scale_cp_factor_min": 0.5,
+    "scale_cp_max_overlap": 0.0,
+    "scale_cp_num": 1,
+    "scale_cp_source_min_ratio": 1.25,
+    "scale_cp_target_max_size": 20.0,
+    "scale_cp_trials": 30,
+    "shear": 0.0,
+    "translate": 0.0
+  },
+  "batch_size": 8,
+  "commit_sha": "53686d0364de3c720426672c2fc05a3e0b6f4a5f",
+  "data_root": "/marimo/Varroa",
+  "dataset": "varroa",
+  "dataset_label_policy": "all_records_including_negative_images",
+  "dataset_yaml": "/marimo/yolo_code/runs/seed_sweep_prep_v3/varroa_copy_paste_matrix_split_42/varroa.yaml",
+  "detector": "canonical YOLOv8 P3/P4/P5",
+  "device": "cuda",
+  "epochs": 100,
+  "experiment": "augmentation_matrix",
+  "hf_repo_id": "duyle2408/augmentation-copy-paste-runs",
+  "imgsz": 640,
+  "method": "copy_paste",
+  "metrics": {
+    "test/AP50": 0.8582045270070515,
+    "test/fitness": 0.31527851650226263,
+    "test/mAP50-95": 0.31527851650226263,
+    "test/metrics/mAP50(B)": 0.8582045270070515,
+    "test/metrics/mAP50-95(B)": 0.31527851650226263,
+    "test/metrics/precision(B)": 0.8443962931179182,
+    "test/metrics/recall(B)": 0.8188622754491018,
+    "test_protocol": "Varroa standard held-out test split",
+    "val/AP50": 0.8748033254515422,
+    "val/fitness": 0.317442474770041,
+    "val/mAP50-95": 0.317442474770041,
+    "val/metrics/mAP50(B)": 0.8748033254515422,
+    "val/metrics/mAP50-95(B)": 0.317442474770041,
+    "val/metrics/precision(B)": 0.8643462024736119,
+    "val/metrics/recall(B)": 0.828125
+  },
+  "model_config": "/marimo/yolo_code/models_related/ultralytics/ultralytics/cfg/models/v8/yolov8.yaml",
+  "mosaic_mode": "mosaic",
+  "nms_iou": 0.5,
+  "oacp_env": {},
+  "patience": 0,
+  "remote_prefix": "varroa/copy_paste/cp3_cluster1/mosaic/seed_44",
+  "seed": 44,
+  "split_seed": 42,
+  "test_protocol": "Varroa standard held-out test split",
+  "upload_required": true,
+  "variant": "cp3_cluster1",
+  "workers": 8
+}

varroa/copy_paste/cp3_cluster1/mosaic/seed_44/results.csv

@@ -0,0 +1,101 @@
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