--- a +++ b/configs/gaitssb/pretrain.yaml @@ -0,0 +1,92 @@ +data_cfg: + dataset_name: GaitLU-1M + dataset_root: /your/path/to/GaitLU-1M + dataset_partition: ./datasets/GaitLU-1M/GaitLU-1M.json + num_workers: 1 + remove_no_gallery: false # Remove probe if no gallery for it + +evaluator_cfg: + enable_float16: true + restore_ckpt_strict: true + restore_hint: 150000 + save_name: GaitSSB_Pretrain + sampler: + batch_shuffle: false + batch_size: 16 + sample_type: all_ordered # all indicates whole sequence used to test, while ordered means input sequence by its natural order; Other options: fixed_unordered + frames_all_limit: 720 # limit the number of sampled frames to prevent out of memory + metric: euc # cos + transform: + - type: BaseSilTransform + +loss_cfg: + - loss_term_weight: 1.0 + scale: 16 + type: CrossEntropyLoss + log_prefix: softmax1 + log_accuracy: true + - loss_term_weight: 1.0 + scale: 16 + type: CrossEntropyLoss + log_prefix: softmax2 + log_accuracy: true + +model_cfg: + model: GaitSSB_Pretrain + backbone_cfg: + type: ResNet9 + block: BasicBlock + channels: # Layers configuration for automatically model construction + - 64 + - 128 + - 256 + - 512 + layers: + - 1 + - 1 + - 1 + - 1 + strides: + - 1 + - 2 + - 2 + - 1 + maxpool: false + parts_num: 31 + +optimizer_cfg: + lr: 0.05 + momentum: 0.9 + solver: SGD + weight_decay: 0.0005 + +scheduler_cfg: + gamma: 0.1 + milestones: # Learning Rate Reduction at each milestones + - 80000 + - 120000 + scheduler: MultiStepLR + +trainer_cfg: + enable_float16: true # half_percesion float for memory reduction and speedup + fix_BN: false + with_test: false + log_iter: 100 + restore_ckpt_strict: true + restore_hint: 0 + save_iter: 10000 + save_name: GaitSSB_Pretrain + sync_BN: true + total_iter: 150000 + sampler: + batch_shuffle: true + batch_size: + - 8 # TripletSampler, batch_size[0] indicates Number of Identity + - 64 # batch_size[1] indicates Samples sequqnce for each Identity + frames_num_fixed: 16 # fixed frames number for training + sample_type: fixed_ordered # fixed control input frames number, unordered for controlling order of input tensor; Other options: unfixed_ordered or all_ordered + frames_skip_num: 4 + type: BilateralSampler + transform: + - type: DA4GaitSSB + cutting: 0