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README.md ADDED
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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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+
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+ # ACT Model for Gearbox Assembly
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+
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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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+
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+ ## Model Configuration
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+
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+ The model was trained with the following hyperparameters:
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+
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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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+
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+ ## Training Command
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+
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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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+
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+ ## Checkpoints
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+
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+ The training process saved checkpoints every 1000 epochs.
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+
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+ ## Dataset
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+
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+ Trained on `sim_gearbox_assembly_demos_filtered` dataset path: `/root/gearboxAssembly/data/model`.
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