144 lines
2.4 KiB
YAML
144 lines
2.4 KiB
YAML
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# Hyperparameters for training
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# To set range-
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# Provide min and max values as:
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# parameter:
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#
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# min: scalar
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# max: scalar
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# OR
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#
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# Set a specific list of search space-
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# parameter:
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# values: [scalar1, scalar2, scalar3...]
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#
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# You can use grid, bayesian and hyperopt search strategy
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# For more info on configuring sweeps visit - https://docs.wandb.ai/guides/sweeps/configuration
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program: utils/loggers/wandb/sweep.py
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method: random
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metric:
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name: metrics/mAP_0.5
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goal: maximize
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parameters:
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# hyperparameters: set either min, max range or values list
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data:
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value: "data/coco128.yaml"
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batch_size:
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values: [64]
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epochs:
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values: [10]
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lr0:
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distribution: uniform
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min: 1e-5
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max: 1e-1
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lrf:
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distribution: uniform
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min: 0.01
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max: 1.0
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momentum:
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distribution: uniform
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min: 0.6
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max: 0.98
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weight_decay:
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distribution: uniform
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min: 0.0
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max: 0.001
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warmup_epochs:
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distribution: uniform
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min: 0.0
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max: 5.0
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warmup_momentum:
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distribution: uniform
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min: 0.0
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max: 0.95
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warmup_bias_lr:
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distribution: uniform
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min: 0.0
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max: 0.2
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box:
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distribution: uniform
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min: 0.02
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max: 0.2
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cls:
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distribution: uniform
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min: 0.2
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max: 4.0
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cls_pw:
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distribution: uniform
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min: 0.5
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max: 2.0
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obj:
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distribution: uniform
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min: 0.2
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max: 4.0
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obj_pw:
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distribution: uniform
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min: 0.5
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max: 2.0
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iou_t:
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distribution: uniform
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min: 0.1
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max: 0.7
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anchor_t:
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distribution: uniform
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min: 2.0
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max: 8.0
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fl_gamma:
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distribution: uniform
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min: 0.0
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max: 0.1
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hsv_h:
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distribution: uniform
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min: 0.0
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max: 0.1
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hsv_s:
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distribution: uniform
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min: 0.0
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max: 0.9
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hsv_v:
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distribution: uniform
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min: 0.0
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max: 0.9
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degrees:
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distribution: uniform
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min: 0.0
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max: 45.0
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translate:
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distribution: uniform
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min: 0.0
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max: 0.9
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scale:
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distribution: uniform
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min: 0.0
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max: 0.9
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shear:
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distribution: uniform
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min: 0.0
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max: 10.0
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perspective:
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distribution: uniform
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min: 0.0
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max: 0.001
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flipud:
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distribution: uniform
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min: 0.0
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max: 1.0
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fliplr:
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distribution: uniform
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min: 0.0
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max: 1.0
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mosaic:
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distribution: uniform
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min: 0.0
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max: 1.0
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mixup:
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distribution: uniform
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min: 0.0
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max: 1.0
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copy_paste:
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distribution: uniform
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min: 0.0
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max: 1.0
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