Datasets:
| #SBATCH --job-name=diff_test # job name | |
| #SBATCH -p hgx2q # partition (queue) | |
| #SBATCH -t 24:00:00 # time (D-HH:MM) | |
| #SBATCH --nodes=1 | |
| #SBATCH -o slurm.%N.%j.out # STDOUT | |
| #SBATCH -e slurm.%N.%j.err # STDERR | |
| #SBATCH --gres=gpu:1 | |
| module load python-3.7.4 | |
| # Create env | |
| source ~/miniconda3/etc/profile.d/conda.sh | |
| conda activate polyps | |
| cd /home/machacini/conditional-polyp-diffusion | |
| # Set params. | |
| MODEL_FLAGS="--image_size 256 --num_channels 128 --num_res_blocks 2 --num_heads 1 --learn_sigma True --use_scale_shift_norm False --attention_resolutions 16" | |
| DIFFUSION_FLAGS="--diffusion_steps 1000 --noise_schedule linear --rescale_learned_sigmas False --rescale_timesteps False" | |
| TRAIN_FLAGS="--lr 1e-4 --batch_size 8" | |
| # Train | |
| #export OPENAI_LOGDIR=/home/machacini/conditional-polyp-diffusion/improved-diffusion/models/mask/0 | |
| #python improved-diffusion/scripts/image_sample.py --model_path /home/machacini/improved-diffusion/models/mask/ema_0.9999_000000.pt --output png $MODEL_FLAGS $DIFFUSION_FLAGS --num_samples 1000 | |
| #export OPENAI_LOGDIR=/home/machacini/conditional-polyp-diffusion/improved-diffusion/models/mask/50 | |
| #python improved-diffusion/scripts/image_sample.py --model_path /home/machacini/improved-diffusion/models/mask/ema_0.9999_050000.pt --output png $MODEL_FLAGS $DIFFUSION_FLAGS --num_samples 1000 | |
| #export OPENAI_LOGDIR=/home/machacini/conditional-polyp-diffusion/improved-diffusion/models/mask/100 | |
| #python improved-diffusion/scripts/image_sample.py --model_path /home/machacini/improved-diffusion/models/mask/ema_0.9999_100000.pt --output png $MODEL_FLAGS $DIFFUSION_FLAGS --num_samples 1000 | |
| #export OPENAI_LOGDIR=/home/machacini/conditional-polyp-diffusion/improved-diffusion/models/mask/150 | |
| #python improved-diffusion/scripts/image_sample.py --model_path /home/machacini/improved-diffusion/models/mask/ema_0.9999_150000.pt --output png $MODEL_FLAGS $DIFFUSION_FLAGS --num_samples 1000 | |
| #export OPENAI_LOGDIR=/home/machacini/conditional-polyp-diffusion/improved-diffusion/models/mask/200 | |
| #python improved-diffusion/scripts/image_sample.py --model_path /home/machacini/improved-diffusion/models/mask/ema_0.9999_200000.pt --output png $MODEL_FLAGS $DIFFUSION_FLAGS --num_samples 1000 | |
| export OPENAI_LOGDIR=/home/machacini/conditional-polyp-diffusion/improved-diffusion/models/mask/230 | |
| python improved-diffusion/scripts/image_sample.py --model_path /home/machacini/improved-diffusion/models/mask/ema_0.9999_230000.pt --output png $MODEL_FLAGS $DIFFUSION_FLAGS --num_samples 1000 | |