support CASIA-E dataset
This commit is contained in:
@@ -0,0 +1,102 @@
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data_cfg:
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dataset_name: CASIA-E
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dataset_root: your_path
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dataset_partition: ./datasets/CASIA-E/CASIA-E.json
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num_workers: 1
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remove_no_gallery: false # Remove probe if no gallery for it
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test_dataset_name: CASIA-E
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evaluator_cfg:
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enable_float16: true
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restore_ckpt_strict: true
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restore_hint: 60000
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save_name: GaitBase
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#eval_func: GREW_submission
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sampler:
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batch_shuffle: false
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batch_size: 16
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sample_type: all_ordered # all indicates whole sequence used to test, while ordered means input sequence by its natural order; Other options: fixed_unordered
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frames_all_limit: 720 # limit the number of sampled frames to prevent out of memory
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metric: euc # cos
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transform:
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- type: BaseSilCuttingTransform
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loss_cfg:
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- loss_term_weight: 1.0
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margin: 0.2
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type: TripletLoss
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log_prefix: triplet
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- loss_term_weight: 1.0
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scale: 16
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type: CrossEntropyLoss
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log_prefix: softmax
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log_accuracy: true
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model_cfg:
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model: Baseline
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backbone_cfg:
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type: ResNet9
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block: BasicBlock
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channels: # Layers configuration for automatically model construction
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- 64
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- 128
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- 256
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- 512
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layers:
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- 1
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- 1
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- 1
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- 1
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strides:
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- 1
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- 2
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- 2
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- 1
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maxpool: false
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SeparateFCs:
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in_channels: 512
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out_channels: 256
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parts_num: 16
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SeparateBNNecks:
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class_num: 200
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in_channels: 256
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parts_num: 16
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bin_num:
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- 16
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optimizer_cfg:
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lr: 0.1
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momentum: 0.9
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solver: SGD
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weight_decay: 0.0005
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scheduler_cfg:
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gamma: 0.1
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milestones: # Learning Rate Reduction at each milestones
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- 20000
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- 40000
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- 50000
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scheduler: MultiStepLR
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trainer_cfg:
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enable_float16: true # half_percesion float for memory reduction and speedup
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fix_BN: false
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with_test: false
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log_iter: 100
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restore_ckpt_strict: true
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restore_hint: 0
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save_iter: 20000
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save_name: GaitBase
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sync_BN: true
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total_iter: 60000
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sampler:
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batch_shuffle: true
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batch_size:
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- 8 # TripletSampler, batch_size[0] indicates Number of Identity
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- 32 # batch_size[1] indicates Samples sequqnce for each Identity
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frames_num_fixed: 30 # fixed frames number for training
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frames_num_max: 40 # max frames number for unfixed training
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frames_num_min: 20 # min frames number for unfixed traing
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sample_type: fixed_unordered # fixed control input frames number, unordered for controlling order of input tensor; Other options: unfixed_ordered or all_ordered
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type: TripletSampler
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transform:
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- type: BaseSilCuttingTransform
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@@ -0,0 +1,82 @@
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data_cfg:
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dataset_name: CASIA-E
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dataset_root: your_path
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dataset_partition: ./datasets/CASIA-E/CASIA-E.json
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num_workers: 4
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remove_no_gallery: false
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test_dataset_name: CASIA-E
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evaluator_cfg:
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enable_float16: false
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restore_ckpt_strict: true
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restore_hint: 120000
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save_name: GaitPart
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sampler:
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batch_size: 4
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sample_type: all_ordered
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type: InferenceSampler
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metric: euc # cos
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loss_cfg:
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loss_term_weight: 1.0
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margin: 0.2
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type: TripletLoss
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log_prefix: triplet
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model_cfg:
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model: GaitPart
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backbone_cfg:
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in_channels: 1
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layers_cfg:
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- BC-32
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- BC-32
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- M
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- BC-64
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- BC-64
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- M
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- FC-128-3
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- FC-128-3
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- FC-256-3
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- FC-256-3
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type: Plain
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SeparateFCs:
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in_channels: 256
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out_channels: 256
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parts_num: 16
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bin_num:
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- 16
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optimizer_cfg:
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lr: 0.0001
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momentum: 0.9
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solver: Adam
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weight_decay: 0.0
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scheduler_cfg:
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gamma: 0.1
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milestones:
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- 100000
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scheduler: MultiStepLR
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trainer_cfg:
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enable_float16: true
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fix_BN: false
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log_iter: 100
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with_test: false
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restore_ckpt_strict: true
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restore_hint: 0
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save_iter: 120000
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save_name: GaitPart
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sync_BN: false
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total_iter: 120000
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sampler:
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batch_shuffle: false
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batch_size:
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- 8
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- 32
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frames_num_fixed: 30
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frames_num_max: 50
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frames_num_min: 25
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frames_skip_num: 10
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sample_type: fixed_ordered
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type: TripletSampler
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@@ -0,0 +1,77 @@
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data_cfg:
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dataset_name: CASIA-E
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dataset_root: your_path
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dataset_partition: ./datasets/CASIA-E/CASIA-E.json
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num_workers: 1
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remove_no_gallery: false
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test_dataset_name: CASIA-E
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evaluator_cfg:
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enable_float16: false
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restore_ckpt_strict: true
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restore_hint: 60000
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save_name: GaitSet
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sampler:
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batch_size: 16
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sample_type: all_ordered
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type: InferenceSampler
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metric: euc # cos
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loss_cfg:
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loss_term_weight: 1.0
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margin: 0.2
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type: TripletLoss
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log_prefix: triplet
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model_cfg:
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model: GaitSet
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in_channels:
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- 1
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- 64
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- 128
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- 256
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SeparateFCs:
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in_channels: 256
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out_channels: 256
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parts_num: 62
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bin_num:
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- 16
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- 8
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- 4
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- 2
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- 1
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optimizer_cfg:
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lr: 0.1
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momentum: 0.9
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solver: SGD
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weight_decay: 0.0005
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scheduler_cfg:
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gamma: 0.1
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milestones:
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- 20000
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- 40000
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- 50000
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scheduler: MultiStepLR
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trainer_cfg:
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enable_float16: true
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log_iter: 100
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with_test: false
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restore_ckpt_strict: true
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restore_hint: 0
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save_iter: 60000
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save_name: GaitSet
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sync_BN: false
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total_iter: 60000
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sampler:
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batch_shuffle: false
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batch_size:
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- 8
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- 32
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frames_num_fixed: 30
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frames_num_max: 50
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frames_num_min: 25
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sample_type: fixed_unordered
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type: TripletSampler
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