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59630ba | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 | echo "Running evaluation for DFoT on RealEstate10K dataset"
eval_result_dir="$output_dir/geometry_forcing_long"
checkpoint_path="checkpoints/geometry_forcing_state_dict.ckpt"
algorithm="dfot_geometry_forcing"
echo "Result directory: $result_dir"
echo "Checkpoint path: $checkpoint_path"
python -m main +name=single_image_to_long dataset=realestate10k \
algorithm=$algorithm experiment=video_generation \
@diffusion/continuous \
load=$checkpoint_path \
'experiment.tasks=[validation]' experiment.validation.data.shuffle=False experiment.test.data.shuffle=False \
dataset.context_length=1 dataset.frame_skip=1 dataset.n_frames=256 \
algorithm.tasks.prediction.keyframe_density=0.0625 \
algorithm.tasks.interpolation.max_batch_size=4 experiment.validation.batch_size=1 \
algorithm.tasks.prediction.history_guidance.name=stabilized_vanilla \
+algorithm.tasks.prediction.history_guidance.guidance_scale=4.0 \
+algorithm.tasks.prediction.history_guidance.stabilization_level=0.02 \
algorithm.tasks.interpolation.history_guidance.name=vanilla \
+algorithm.tasks.interpolation.history_guidance.guidance_scale=1.5 \
'algorithm.logging.metrics=[fvd,fid,psnr,lpips,ssim]' \
hydra.run.dir=$result_dir
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