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copy_paste/tinyperson/cp3_cluster1/seed_42/args.yaml

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+task: detect
+mode: train
+model: yolov8n.pt
+data: /marimo/yolo_code/datasets/tinyperson_split_42_corner_sw640_sh512/tinyperson.yaml
+epochs: 100
+time: null
+patience: 0
+batch: 8
+imgsz: 512
+save: true
+save_period: -1
+cache: false
+device: '0'
+workers: 8
+project: /marimo/yolo_code/runs/copy_paste_tinyperson_8runs/experiments/tinyperson/cp3_cluster1
+name: seed_42
+exist_ok: true
+pretrained: true
+optimizer: auto
+verbose: true
+seed: 42
+deterministic: true
+single_cls: false
+rect: false
+cos_lr: false
+close_mosaic: 0
+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
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+viewport_min_visibility: 0.4
+viewport_min_box_size: 2
+occlusion_enabled: false
+occlusion_p: 0.3
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+resolution_enabled: false
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+ring_radius: 5
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+cls_head_dense: false
+ggcf_refine: false
+ggcf_geometry: true
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+ggcf_hard_bg: 128
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+tal_topk: 10
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+quality_neg_mode: hard
+quality_score_mode: cls_mul_q
+quality_box_features: false
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+quality_detach_target: true
+quality_debug: false
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+quality_debug_export: false
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+rank_loss: 0.0
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+positive_support_dropout: false
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+positive_support_min_count: 3
+positive_support_aux_topk: 3
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+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
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+dfl: 1.5
+pc_dfl_gain: 0.0
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+cfr_cos_gain: 1.0
+cfr_conflict_weight: 3.0
+pose: 12.0
+kobj: 1.0
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+angle: 1.0
+nbs: 64
+hsv_h: 0.015
+hsv_s: 0.7
+hsv_v: 0.4
+degrees: 0.0
+translate: 0.1
+scale: 0.5
+shear: 0.0
+perspective: 0.0
+flipud: 0.0
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+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: 0.0
+mixup: 0.0
+cutmix: 0.0
+copy_paste: 0.0
+copy_paste_mode: flip
+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
+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/copy_paste_tinyperson_8runs/experiments/tinyperson/cp3_cluster1/seed_42

copy_paste/tinyperson/cp3_cluster1/seed_42/experiment_manifest.json

@@ -0,0 +1,44 @@
+{
+  "augmentation": {
+    "close_mosaic": 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_p": 0.5,
+    "copy_paste_padding": 0.0,
+    "copy_paste_placement": "random",
+    "copy_paste_scale": 1.0,
+    "copy_paste_unit": "cluster",
+    "cutmix": 0.0,
+    "mixup": 0.0,
+    "mosaic": 0.0
+  },
+  "batch_size": 8,
+  "commit_sha": "42634bf05bbb81de5092d5d2c5fdf91c2d716fa5",
+  "data_yaml": "/marimo/yolo_code/datasets/tinyperson_split_42_corner_sw640_sh512/tinyperson.yaml",
+  "dataset": "tinyperson",
+  "device": "cuda",
+  "epochs": 100,
+  "hf_repo_id": "duyle2408/tinyperson-copy-paste",
+  "imgsz": 512,
+  "metrics": {
+    "fitness": 0.17509302209712413,
+    "metrics/mAP50(B)": 0.48805338264177145,
+    "metrics/mAP50-95(B)": 0.17509302209712413,
+    "metrics/precision(B)": 0.595808263509849,
+    "metrics/recall(B)": 0.48154953175260284
+  },
+  "nms_iou": 0.5,
+  "patience": 0,
+  "seed": 42,
+  "split_seed": 42,
+  "upload_required": true,
+  "variant": "cp3_cluster1",
+  "workers": 8
+}

copy_paste/tinyperson/cp3_cluster1/seed_42/results.csv

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