--- a +++ b/configs/gaitgraph2/gaitgraph2_SUSTech1K.yaml @@ -0,0 +1,94 @@ +data_cfg: + dataset_name: SUSTech1K + dataset_root: your_path + dataset_partition: ./datasets/SUSTech1K/SUSTech1K.json + test_dataset_name: SUSTech1K + num_workers: 8 + data_in_use: [false,false,false,true,false,false,false,false,false,false,false,false,false,false,false,false] + remove_no_gallery: false + +evaluator_cfg: + enable_float16: false + restore_ckpt_strict: true + restore_hint: 2000 + save_name: GaitGraph2-SUSTech1k + sampler: + batch_size: 256 + frames_num_fixed: 60 + frames_num_max: 50 + frames_num_min: 25 + sample_type: fixed_ordered + frames_skip_num: 0 + metric: cos + eval_func: evaluate_indoor_dataset + transform: + - type: GaitGraphMultiInput + +loss_cfg: + - loss_term_weight: 1 + temperature: 0.01 + type: SupConLoss_Lp + log_prefix: SupConLoss + +model_cfg: + model: GaitGraph2 + joint_format: coco + input_num: 3 + reduction: 8 + block: Bottleneck # Basic, initial + input_branch: + - 5 + - 64 + - 32 + main_stream: + - 32 + - 128 + - 256 + num_class: 128 + tta: true + +optimizer_cfg: + lr: 0.005 #0.005 + solver: AdamW + weight_decay: 0.00001 + +scheduler_cfg: + max_lr: 0.005 + total_steps: 2000 + scheduler: OneCycleLR + +trainer_cfg: + enable_float16: false + log_iter: 20 + with_test: true + restore_ckpt_strict: false + restore_hint: 0 + save_iter: 200 + save_name: GaitGraph2 + sync_BN: true + total_iter: 2000 + sampler: + batch_shuffle: true + frames_num_fixed: 60 + frames_num_max: 50 + frames_num_min: 25 + sample_type: fixed_ordered #Repeat sample + frames_skip_num: 0 + batch_size: 768 # 256 only for debug # + type: CommonSampler + transform: + - type: Compose + trf_cfg: + - type: FlipSequence + probability: 0.5 + - type: InversePosesPre + probability: 0.1 + - type: JointNoise + std: 0.25 + - type: PointNoise + std: 0.05 + - type: RandomMove + random_r: + - 4 + - 1 + - type: GaitGraphMultiInput