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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 \ | |