| #!/bin/bash |
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| real_video_root='dataset/VoxCeleb2/vox2_test_mp4/mp4/' |
| model_path="checkpoints/checkpoint.pt" |
| sample_path="output_dir" |
| sample_mode="cross" |
| NUM_GPUS=2 |
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| filelist_recon='dataset/filelists/voxceleb2_test_n_5000_reconstruction_5k.txt' |
| filelist_cross='dataset/filelists/voxceleb2_test_n_5000_seed_797_cross_5K.txt' |
| if [ "$sample_mode" = "reconstruction" ]; then |
| sample_input_flags="--sampling_input_type=first_frame --sampling_ref_type=first_frame" |
| filelist=$filelist_recon |
| elif [ "$sample_mode" = "cross" ]; then |
| sample_input_flags="--sampling_input_type=gt --sampling_ref_type=gt" |
| filelist=$filelist_cross |
| else |
| echo "Error: sample_mode can only be \"cross\" or \"reconstruction\"" |
| exit 0 |
| fi |
| test_video_dir=$real_video_root |
| mkdir -p $sample_path |
| MODEL_FLAGS="--attention_resolutions 32,16,8 --class_cond False --learn_sigma True --num_channels 128 --num_head_channels 64 --num_res_blocks 2 --resblock_updown True --use_fp16 True --use_scale_shift_norm False" |
| DIFFUSION_FLAGS="--predict_xstart False --diffusion_steps 1000 --noise_schedule linear --rescale_timesteps False" |
| SAMPLE_FLAGS="--sampling_seed=7 $sample_input_flags --timestep_respacing ddim25 --use_ddim True --model_path=$model_path --sample_path=$sample_path" |
| DATA_FLAGS="--nframes 5 --nrefer 1 --image_size 128 --sampling_batch_size=32 " |
| TFG_FLAGS="--face_hide_percentage 0.5 --use_ref=True --use_audio=True --audio_as_style=True" |
| GEN_FLAGS="--generate_from_filelist 1 --test_video_dir=$test_video_dir --filelist=$filelist --save_orig=False --face_det_batch_size 64 --pads 0,0,0,0" |
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| if [ "$NUM_GPUS" -gt 1 ]; then |
| mpiexec -n $NUM_GPUS python generate_dist.py $MODEL_FLAGS $DIFFUSION_FLAGS $SAMPLE_FLAGS $DATA_FLAGS $TFG_FLAGS $GEN_FLAGS |
| else |
| python generate.py $MODEL_FLAGS $DIFFUSION_FLAGS $SAMPLE_FLAGS $DATA_FLAGS $TFG_FLAGS $GEN_FLAGS |
| fi |
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