save config files
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{
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"batch_size": 4,
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"train_dir": "/home/workspace/local-data/train",
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"valid_dir": "/home/workspace/local-data/valid",
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"test_dir": "/home/workspace/data/dataset/test_ready",
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"use_filled": false,
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"resolution": 512,
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"is_skirt": false,
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"dataset_in_memory": false,
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"is_cape": false,
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"smpl_res": 14475,
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"latent_dim": 128,
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"cond_ae": {
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"is_label": false,
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"upscale_output": false,
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"latent_dim": 128,
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"kernel_size": 7,
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"bottleneck_size": 64,
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"encoder_depths": [
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3,
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3,
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9,
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9,
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3
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],
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"encoder_dims": [
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32,
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64,
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128,
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256,
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64
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],
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"decoder_input": [
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8,
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4,
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64
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],
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"decoder_depths": [
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3,
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3,
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9,
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3,
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3
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],
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"decoder_dims": [
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64,
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256,
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128,
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64,
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16
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]
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},
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"cond_ae_body": {
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"latent_dim": 128,
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"kernel_size": 7,
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"upscale_output": true,
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"bottleneck_size": 512,
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"encoder_depths": [
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3,
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3,
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9,
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9,
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3,
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3
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],
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"encoder_dims": [
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32,
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64,
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128,
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256,
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256,
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512
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],
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"decoder_input": [
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4,
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2,
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512
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],
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"decoder_depths": [
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3,
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3,
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9,
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3
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],
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"decoder_dims": [
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512,
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128,
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64,
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16
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]
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},
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"gpu": "0",
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"name": "v2_7_4_3",
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"notes": "offsets over average unposed garment. remove global orientation (in posed body input and in pose_shape parameters. | retrained body encoder with deoriented bodies | use mean l2 loss. small batch. l2 * 1000, balancing to 1 from 0.01 | fixed gender issue and retrained body encoder, FINAL | remove shape from unposed garment | training on 100 garments with offsets over the average of these | fixed autoencoders!!!!!!!!! | cvae only loads encoders instead AEs | increase balancing coeff sooner | use 3d mesh loss | add final gc layer | starting from v2_5_2, add tanh to cond_enc last layer | NOT using one-hot skinning | using new average garment with one-hot versions | fix collision for plotting | use 3d mesh loss | ",
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"pretrained_model": "checkpoints/v2_5_2",
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"reg_loss_coeff": 0.1,
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"l2_coeff": 1,
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"lr": 0.0001,
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"starting_balancing_coeff": 0.0001,
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"signature_dynamic": {
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"id": [],
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"pose_shape": [
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83
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],
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"uv_body_posed": [
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512,
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256,
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3
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],
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"mesh_body_posed": [
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14475,
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3
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],
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"mesh_posed": [
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14475,
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3
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],
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"mesh_unposed": [
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14475,
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3
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],
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"uv_unposed": [
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512,
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256,
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3
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],
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"uv_curvature": [
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512,
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256,
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7
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]
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},
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"signature_static": {
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"uv_static": [
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512,
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256,
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3
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],
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"mesh_mask": [
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14475
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],
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"uv_mask": [
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512,
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256
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]
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},
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"avg_garment_path": "custom_data/train_no_shape_avg_uv.npy",
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"static_model": "checkpoints/static_1",
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"body_model": "checkpoints/body_1",
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"curvature_model": "checkpoints/curv_1",
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"upscale_enhancer": "",
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"freeze_encoders": true,
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"use_one_hot": false,
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"cvae": {
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"is_label": false,
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"latent_dim": 128,
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"add_noise": true,
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"noise_amount": 0.025,
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"kernel_size": 7,
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"encoder_depths": [
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3,
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3,
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9,
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3
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],
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"encoder_dims": [
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32,
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64,
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128,
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256
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],
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"decoder_input": [
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16,
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8,
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80
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],
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"decoder_depths": [
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3,
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3,
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9,
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3
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],
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"decoder_dims": [
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256,
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128,
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64,
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16
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]
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}
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}
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