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Browse files- README.md +55 -0
- dataset_stats.pkl +3 -0
- policy_epoch_0_seed_0.ckpt +3 -0
- policy_epoch_1000_seed_0.ckpt +3 -0
- policy_epoch_1200_seed_0.ckpt +3 -0
- policy_epoch_1400_seed_0.ckpt +3 -0
- policy_epoch_1600_seed_0.ckpt +3 -0
- policy_epoch_1800_seed_0.ckpt +3 -0
- policy_epoch_2000_seed_0.ckpt +3 -0
- policy_epoch_200_seed_0.ckpt +3 -0
- policy_epoch_2200_seed_0.ckpt +3 -0
- policy_epoch_2400_seed_0.ckpt +3 -0
- policy_epoch_2600_seed_0.ckpt +3 -0
- policy_epoch_2800_seed_0.ckpt +3 -0
- policy_epoch_400_seed_0.ckpt +3 -0
- policy_epoch_600_seed_0.ckpt +3 -0
- policy_epoch_800_seed_0.ckpt +3 -0
- train_val_kl_seed_0.png +0 -0
- train_val_l1_seed_0.png +0 -0
- train_val_loss_seed_0.png +0 -0
README.md
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---
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library_name: act
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tags:
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- robotics
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- act
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- imitation-learning
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- gearbox-assembly
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license: mit
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---
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# ACT Model for Gearbox Assembly
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This model was trained using the ACT (Action Chunking with Transformers) policy for the Gearbox Assembly task.
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## Model Configuration
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The model was trained with the following hyperparameters:
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- **Task Name**: `sim_gearbox_assembly_demos_filtered`
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- **Policy Class**: `ACT`
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- **KL Weight**: 10
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- **Chunk Size**: 100
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- **Hidden Dim**: 512
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- **Batch Size**: 32
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- **Feedforward Dimension**: 3200
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- **Number of Epochs**: 10000
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- **Learning Rate**: 1e-5
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- **Seed**: 0
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- **Save Interval**: 1000
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- **Early Stopping Patience**: 3000
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## Training Command
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```bash
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nohup python3 /root/gearboxAssembly/source/Galaxea_Lab_External/Galaxea_Lab_External/VLA/ACT/act/imitate_episodes.py \
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--task_name sim_gearbox_assembly_demos_filtered \
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--ckpt_dir /root/gearboxAssembly/data/model \
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--policy_class ACT --kl_weight 10 \
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--chunk_size 100 \
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--hidden_dim 512 \
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--batch_size 32 \
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--dim_feedforward 3200 \
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--num_epochs 10000 \
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--lr 1e-5 --seed 0 \
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--save_interval 1000 \
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--early_stopping_patience 3000 > training.log 2>&1 &
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```
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## Checkpoints
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The training process saved checkpoints every 1000 epochs.
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## Dataset
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Trained on `sim_gearbox_assembly_demos_filtered` dataset path: `/root/gearboxAssembly/data/model`.
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version https://git-lfs.github.com/spec/v1
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size 33607
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train_val_kl_seed_0.png
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