162 lines
3.7 KiB
YAML
162 lines
3.7 KiB
YAML
# global configs
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Global:
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checkpoints: null
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pretrained_model: null
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output_dir: "./output/"
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device: "gpu"
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save_interval: 10
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eval_during_train: True
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eval_interval: 10
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epochs: 120
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print_batch_step: 10
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use_visualdl: False
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# used for static mode and model export
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image_shape: [3, 256, 128]
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save_inference_dir: "./inference"
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eval_mode: "retrieval"
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# model architecture
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Arch:
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name: "RecModel"
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infer_output_key: "features"
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infer_add_softmax: False
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Backbone:
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name: "ResNet50_last_stage_stride1"
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pretrained: True
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stem_act: null
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BackboneStopLayer:
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name: "flatten"
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#Neck:
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# name: BNNeck
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# num_filters: 2048
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# trainable: false
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Head:
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name: "FC"
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embedding_size: 2048
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class_num: 751
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# loss function config for traing/eval process
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Loss:
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Train:
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- CELoss:
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weight: 1.0
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epsilon: 0.1
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- TripletLossV2:
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weight: 1.0
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margin: 0.3
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normalize_feature: false
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Eval:
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- CELoss:
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weight: 1.0
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Optimizer:
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name: Adam
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lr:
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name: Piecewise
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decay_epochs: [30, 60]
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values: [0.00035, 0.000035, 0.0000035]
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warmup_epoch: 10
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warmup_start_lr: 0.0000035
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regularizer:
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name: 'L2'
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coeff: 0.0005
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# data loader for train and eval
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DataLoader:
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Train:
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dataset:
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name: "VeriWild"
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image_root: "./dataset/market1501"
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cls_label_path: "./dataset/market1501/bounding_box_train.txt"
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transform_ops:
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- DecodeImage:
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to_rgb: True
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channel_first: False
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- ResizeImage:
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size: [128, 256]
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- RandFlipImage:
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flip_code: 1
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- Pad:
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padding: 10
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- RandCropImage:
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size: [128, 256]
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scale: [ 0.8022, 0.8022 ]
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ratio: [ 0.5, 0.5 ]
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- NormalizeImage:
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scale: 0.00392157
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mean: [0.485, 0.456, 0.406]
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std: [0.229, 0.224, 0.225]
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order: ''
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- RandomErasing:
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EPSILON: 0.5
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sl: 0.02
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sh: 0.4
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r1: 0.3
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mean: [0.4914, 0.4822, 0.4465]
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sampler:
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name: DistributedRandomIdentitySampler
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batch_size: 64
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num_instances: 4
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drop_last: True
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shuffle: True
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loader:
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num_workers: 6
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use_shared_memory: True
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Eval:
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Query:
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dataset:
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name: "VeriWild"
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image_root: "./dataset/market1501"
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cls_label_path: "./dataset/market1501/query.txt"
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transform_ops:
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- DecodeImage:
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to_rgb: True
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channel_first: False
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- ResizeImage:
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size: [128, 256]
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- NormalizeImage:
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scale: 0.00392157
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mean: [0.485, 0.456, 0.406]
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std: [0.229, 0.224, 0.225]
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order: ''
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sampler:
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name: DistributedBatchSampler
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batch_size: 128
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drop_last: False
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shuffle: False
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loader:
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num_workers: 6
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use_shared_memory: True
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Gallery:
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dataset:
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name: "VeriWild"
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image_root: "./dataset/market1501"
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cls_label_path: "./dataset/market1501/bounding_box_test.txt"
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transform_ops:
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- DecodeImage:
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to_rgb: True
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channel_first: False
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- ResizeImage:
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size: [128, 256]
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- NormalizeImage:
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scale: 0.00392157
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mean: [0.485, 0.456, 0.406]
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std: [0.229, 0.224, 0.225]
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order: ''
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sampler:
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name: DistributedBatchSampler
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batch_size: 128
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drop_last: False
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shuffle: False
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loader:
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num_workers: 6
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use_shared_memory: True
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Metric:
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Eval:
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- Recallk:
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topk: [1, 5]
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- mAP: {}
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