Datasets:

RobertLau

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decoder_json

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{ "unets": [ { "dim": 256, "cond_dim": 512, "image_embed_dim": 768, "text_embed_dim": 768, "cond_on_text_encodings": false, "channels": 3, "dim_mults": [ 1, 2, 3, 4 ], "num_resnet_blocks": 4, "attn_heads": 8, "attn_dim_head": 64, "sparse_attn": true, "memory_efficient": true, "self_attn": [ false, true, true, true ] }, { "dim": 256, "cond_dim": 256, "image_embed_dim": 768, "text_embed_dim": null, "cond_on_text_encodings": false, "channels": 3, "dim_mults": [ 1, 2, 3, 4 ], "num_resnet_blocks": 3, "attn_heads": null, "attn_dim_head": null, "sparse_attn": false, "memory_efficient": false, "self_attn": [ false, false, false, false ] } ], "image_sizes": [ 64, 256 ], "channels": 3, "timesteps": 1000, "loss_type": "l2", "beta_schedule": [ "cosine", "cosine" ], "learned_variance": false }

{ "webdataset_base_url": "pipe:aws s3 cp --quiet s3://s-datasets/laion-aesthetic/data/laion2B-en-aesthetic/{}.tar -", "img_embeddings_url": "s3://s-datasets/laion-aesthetic/ordered_embeddings/", "num_workers": 6, "batch_size": 3, "start_shard": 0, "end_shard": 5247, "shard_width": 5, "index_width": 4, "splits": { "train": 0.75, "val": 0.15, "test": 0.1 }, "shuffle_train": false, "resample_train": true, "preprocessing": { "RandomResizedCrop": { "size": [ 256, 256 ], "scale": [ 0.75, 1 ], "ratio": [ 1, 1 ] }, "ToTensor": true } }

{ "epochs": 30, "lr": 0.00012, "wd": 0, "max_grad_norm": 0.5, "save_every_n_samples": 400000, "n_sample_images": 10, "device": "cuda:0", "epoch_samples": 2000000, "validation_samples": 60000, "use_ema": true, "ema_beta": 0.9999, "save_all": false, "save_latest": true, "save_best": true, "unet_training_mask": [ false, true ] }

{ "n_evaluation_samples": 30, "FID": { "feature": 64 }, "LPIPS": { "net_type": "vgg", "reduction": "mean" } }

{ "data_path": "/fsx/aidan/upsamplers/.tracker-upsampling", "overwrite_data_path": true, "log": { "log_type": "wandb", "wandb_entity": "veldrovive", "wandb_project": "upsamplers", "verbose": true }, "save": [ { "save_to": "wandb", "huggingface_repo": null, "save_latest_to": null, "save_best_to": null, "save_meta_to": null, "save_type": null }, { "save_to": "huggingface", "huggingface_repo": "Veldrovive/upsamplers", "save_latest_to": "latest.pth", "save_best_to": "best.pth", "save_meta_to": "./", "save_type": "model" } ] }