From cba9d8ce90141e5da9fbf72fe7f1d1b3278eaeb9 Mon Sep 17 00:00:00 2001 From: Hunor Laczko Date: Wed, 25 Jan 2023 19:28:07 +0000 Subject: [PATCH] add cvae config --- configs/review/config_abl_all.py | 126 +++++++++++++++++++++++++++++++ cvae.py | 2 +- 2 files changed, 127 insertions(+), 1 deletion(-) create mode 100644 configs/review/config_abl_all.py diff --git a/configs/review/config_abl_all.py b/configs/review/config_abl_all.py new file mode 100644 index 0000000..11ad950 --- /dev/null +++ b/configs/review/config_abl_all.py @@ -0,0 +1,126 @@ +config = dict() + +# DON'T FORGET TO RESET SSIM LOSS USAGE +# DON'T FORGET TO CHECK MODEL LOADING +# DON'T FORGET TO CHECK IF STORE IN MEMORY +# DON'T FORGET TO CHECK REG LOSS COEFF +# DON'T FORGET TO LOAD FINAL UPSCALER UNLESS HAVE LEVEL 512 +# DON'T FORGET TO CHECK AVG GARMENT USED + +config['use_skinning'] = True # and deshaping +config['remove_global_orientation'] = True +config['use_curvature'] = True +config['use_extra_losses'] = True # edge, collision, 3d mesh +config['use_offsets'] = True + +config['use_norm_loss'] = True +config['only_curvatures'] = False + +ablation_count = [config['use_skinning'], config['remove_global_orientation'], config['use_curvature'], config['use_extra_losses'], config['use_offsets']].count(False) +assert ablation_count == 1 or ablation_count == 0 + +config['gpu'] = '0' +config['name'] = 'abl_all_r7' +config['notes'] = '' + +config['avg_garment_path'] = 'custom_data/train_no_shape_avg_uv.npy' #custom_data/train_no_shape_avg_uv.npy # train_no_shape_avg_uv train_no_shape_one_hot_avg_uv +if config['use_skinning']: + assert (config['use_offsets'] and config['avg_garment_path'] != '') or (not config['use_offsets'] and config['avg_garment_path'] == '') + +config['reg_loss_coeff'] = 0.1 # set to 0 if don't want to use edge+collision + +config['batch_size'] = 4 +config['resolution'] = 512 +config['is_skirt'] = False +config['dataset_in_memory'] = False +config['is_cape'] = False + +config['train_dir'] = '/home/workspace/local-data/train' +config['valid_dir'] = '/home/workspace/local-data/valid' +config['test_dir'] = '/home/workspace/data/dataset/test_ready' + +# config['frames_file'] = 'frames_dress_30k.txt' +# config['frames_file_valid'] = 'frames_dress_30k.txt' +# config['frames_file_test'] = 'frames_dress_30k.txt' + +config['static_model'] = 'checkpoints/post/static_r7' +config['body_model'] = 'checkpoints/post/body_r7' +config['curvature_model'] = 'checkpoints/post/curv_r7' + + +config['smpl_res'] = 14475 +if config['is_cape']: + config['smpl_res'] = 3638 + + +config['pretrained_model'] = '' + +############### +config['lr'] = 0.0001# 0.0001 +############### +config['starting_balancing_coeff'] = 0.001 + +config['signature_dynamic'] = { 'id': (), 'frame_nr': (), + 'pose_shape': (72 + 11,), + 'uv_body_posed': (512, 256, 3), + 'mesh_body_posed': (config['smpl_res'], 3,), + 'mesh_posed': (config['smpl_res'], 3,), + 'uv_curvature': (512, 256, 7), + } +config['signature_static'] = { 'uv_static': (512, 256, 3), + 'mesh_mask': (config['smpl_res'],), + 'uv_mask': (512, 256,), + } + +if config['use_skinning']: + config['signature_dynamic']['uv_unposed'] = (512, 256, 3) + config['signature_dynamic']['mesh_unposed'] = (config['smpl_res'], 3,) +else: + config['signature_dynamic']['uv_posed'] = (512, 256, 3) + + +config['upscale_enhancer'] = '' +config['freeze_encoders'] = True +config['use_one_hot'] = False + +config['cvae'] = dict() +config['cvae']['is_label'] = False +config['cvae']['add_noise'] = True +config['cvae']['noise_amount'] = 0.001 + +config['cvae']['kernel_size'] = 7 +config['cvae']['encoder_depths'] = [3, 3, 3, 9, 3] +config['cvae']['encoder_dims'] = [32, 64, 128, 256, 64] +config['cvae']['decoder_depths'] = config['cvae']['encoder_depths'] +config['cvae']['decoder_dims'] = config['cvae']['encoder_dims'] + + +config['cond_ae_static'] = dict() +config['cond_ae_static']['is_label'] = False +config['cond_ae_static']['kernel_size'] = 7 +config['cond_ae_static']['bottleneck_size'] = 8 +config['cond_ae_static']['encoder_depths'] = [3, 3, 3, 9, 3] +config['cond_ae_static']['encoder_dims'] = [16, 32, 64, 64, config['cond_ae_static']['bottleneck_size']] +config['cond_ae_static']['decoder_depths'] = config['cond_ae_static']['encoder_depths'] +config['cond_ae_static']['decoder_dims'] = config['cond_ae_static']['encoder_dims'] +config['cond_ae_static']['activation'] = 'tanh' + +config['cond_ae_curv'] = dict() +config['cond_ae_curv']['is_label'] = True +config['cond_ae_curv']['kernel_size'] = 7 +config['cond_ae_curv']['bottleneck_size'] = 40 +config['cond_ae_curv']['encoder_depths'] = [3, 3, 9, 9, 3] +config['cond_ae_curv']['encoder_dims'] = [16, 32, 64, 128, config['cond_ae_curv']['bottleneck_size']] +config['cond_ae_curv']['decoder_depths'] = config['cond_ae_curv']['encoder_depths'] +config['cond_ae_curv']['decoder_dims'] = config['cond_ae_curv']['encoder_dims'] +config['cond_ae_curv']['activation'] = 'tanh' + +config['cond_ae_body'] = dict() +config['cond_ae_body']['is_label'] = False +config['cond_ae_body']['kernel_size'] = 7 +config['cond_ae_body']['bottleneck_size'] = 16 +config['cond_ae_body']['encoder_depths'] = [3, 3, 9, 9, 3] +config['cond_ae_body']['encoder_dims'] = [16, 32, 64, 128, config['cond_ae_body']['bottleneck_size']] +config['cond_ae_body']['decoder_depths'] = config['cond_ae_body']['encoder_depths'] +config['cond_ae_body']['decoder_dims'] = config['cond_ae_body']['encoder_dims'] +config['cond_ae_body']['activation'] = 'tanh' \ No newline at end of file diff --git a/cvae.py b/cvae.py index 59d7c75..8d701ea 100644 --- a/cvae.py +++ b/cvae.py @@ -1,6 +1,6 @@ import os import sys -from configs.config_abl_all_post import config +from configs.review.config_abl_all import config os.environ["CUDA_VISIBLE_DEVICES"] = config['gpu'] import tensorflow as tf