Created
June 28, 2022 20:48
-
-
Save nousr/ed1a02d8bc50ce0f8c68a91882ee31e2 to your computer and use it in GitHub Desktop.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
{ | |
"seed": 1, | |
"decoder": { | |
"unets": [ | |
{ | |
"dim": 416, | |
"cond_dim": 512, | |
"image_embed_dim": 768, | |
"text_embed_dim": 768, | |
"cond_on_text_encodings": true, | |
"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 | |
} | |
], | |
"clip":{ | |
"make": "openai", | |
"model": "ViT-L/14" | |
}, | |
"image_sizes": [64], | |
"channels": 3, | |
"timesteps": 1000, | |
"loss_type": "l2", | |
"beta_schedule": ["cosine"], | |
"learned_variance": true | |
}, | |
"data": { | |
"webdataset_base_url": "pipe:aws s3 cp --quiet s3://s-datasets/laion-aesthetic/data/laion2B-en-aesthetic/{}.tar -", | |
"embeddings_url": "s3://s-datasets/laion-aesthetic/ordered_embeddings/", | |
"num_workers": 12, | |
"batch_size": 22, | |
"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": [64, 64], | |
"scale": [0.75, 1.0], | |
"ratio": [1.0, 1.0] | |
}, | |
"ToTensor": true | |
} | |
}, | |
"train": { | |
"epochs": 1000, | |
"lr":1e-4, | |
"wd": 0.01, | |
"max_grad_norm": 0.5, | |
"save_every_n_samples": 200000, | |
"n_sample_images": 10, | |
"device": "cuda:0", | |
"epoch_samples": 2000000, | |
"validation_samples": 100000, | |
"use_ema": true, | |
"ema_beta": 0.99, | |
"save_all": false, | |
"save_latest": true, | |
"save_best": true, | |
"unet_training_mask": [true] | |
}, | |
"evaluate": { | |
"n_evaluation_samples": 30, | |
"FID": { | |
"feature": 64 | |
}, | |
"LPIPS": { | |
"net_type": "vgg", | |
"reduction": "mean" | |
} | |
}, | |
"tracker": { | |
"data_path": ".tracker-data", | |
"overwrite_data_path": true, | |
"log": { | |
"log_type": "wandb", | |
"wandb_entity": "nousr_laion", | |
"wandb_project": "dalle2_train_decoder", | |
"wandb_run_id": "5ojoz4bw", | |
"wandb_resume": true, | |
"verbose": true | |
}, | |
"load": { | |
"load_from": "wandb", | |
"wandb_file_path": "latest.pth" | |
}, | |
"save": [{ | |
"save_to": "wandb" | |
}, | |
{ | |
"save_to": "huggingface", | |
"huggingface_repo": "laion/DALLE2-PyTorch", | |
"save_all": false, | |
"save_latest": true, | |
"save_best": true, | |
"save_type": "model" | |
}] | |
} | |
} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment