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	| #export TPU_IP_ADDRESS=10.8.195.90; | |
| #export XRT_TPU_CONFIG="tpu_worker;0;$TPU_IP_ADDRESS:8470" | |
| #export TPU_NAME="grpc://$TPU_IP_ADDRESS:8470" | |
| export XRT_WORKERS="localservice:0;grpc://localhost:40934" | |
| export XRT_DEVICE_MAP="CPU:0;/job:localservice/replica:0/task:0/device:XLA_CPU:0|GPU:0;/job:localservice/replica:0/task:0/device:XLA_GPU:0" | |
| py=python3 | |
| #py=python | |
| #py='python3 -m torch_xla.distributed.xla_dist --tpu='${TPU_NAME}' --conda-env=torch-xla-nightly -- python' | |
| dataset=multimodal | |
| model=residualflower | |
| #exp=aistpp_big | |
| exp=aistpp_residual | |
| #$py training/train.py --data_dir=data/scaled_features --dataset_name=$dataset --model=$model --batch_size=32 --num_windows=1 --max_epochs=20000\ | |
| $py training/train.py --data_dir=data/scaled_features --dataset_name=$dataset --model=$model --batch_size=64 --max_epochs=20000\ | |
| --fix_lengths \ | |
| --do_testing \ | |
| --skip_training \ | |
| --experiment_name=$exp\ | |
| --lr_policy="multistep" \ | |
| --lr_decay_milestones="[25,50]" \ | |
| --learning_rate=0 \ | |
| --dins="72,103" \ | |
| --douts="72" \ | |
| --input_modalities="expmap_scaled,mel_ddcpca_scaled" \ | |
| --output_modalities="expmap_scaled" \ | |
| --input_lengths="60,120" \ | |
| --output_lengths="10" \ | |
| --output_time_offset="60" \ | |
| --predicted_inputs="0,0" \ | |
| --nlayers=6 \ | |
| --nhead=10 \ | |
| --scales="[[4,0], [4,0]]" \ | |
| --num_glow_coupling_blocks=2 \ | |
| --glow_use_attn \ | |
| --use_transformer_nn \ | |
| --use_pos_emb_coupling \ | |
| --use_pos_emb_output \ | |
| --dhid=800 \ | |
| --cond_concat_dims \ | |
| --glow_norm_layer="batchnorm" \ | |
| --glow_bn_momentum=0.1 \ | |
| --dropout=0 \ | |
| --workers=$(nproc) \ | |
| --gpus=1 \ | |
| --gradient_clip_val=0.5 \ | |
| --continue_train \ | |