Hugging Face's logo

laion
/
DALLE2-PyTorch

Model card Files Community
6
DALLE2-PyTorch
File size: 2,617 Bytes 
0cfed93
 
 
 
 
 
 
 
 
 
14c081b
0cfed93
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
25bed0f
6a9e4b0
0cfed93
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
14c081b
0cfed93
 
14c081b
0cfed93
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
 
{
    "prior": {
        "clip": {
            "make": "openai",
            "model": "ViT-L/14"
        },
        "net": {
            "dim": 768,
            "depth": 12,
            "num_timesteps": 1000,
            "max_text_len": 256,
            "num_time_embeds": 1,
            "num_image_embeds": 1,
            "num_text_embeds": 1,
            "dim_head": 64,
            "heads": 12,
            "ff_mult": 4,
            "norm_out": true,
            "attn_dropout": 0.05,
            "ff_dropout": 0.05,
            "final_proj": true,
            "normformer": true,
            "rotary_emb": true
        },
        "image_embed_dim": 768,
        "image_size": 224,
        "image_channels": 3,
        "timesteps": 1000,
        "sample_timesteps": 64,
        "cond_drop_prob": 0.0,
        "loss_type": "l2",
        "predict_x_start": true,
        "beta_schedule": "cosine",
        "condition_on_text_encodings": true
    },
    "data": {
        "batch_size": 64,
        "num_data_points": 50805086,
        "eval_every_seconds": 1800,
        "image_url": "s3://s-datasets/laion-aesthetic/embeddings/img_emb",
        "meta_url": "s3://s-datasets/laion-aesthetic/embeddings/metadata",
        "splits": {
            "train": 0.9,
            "val": 2.4e-05,
            "test":0.09997599999999998
        }
    },
    "train": {
        "epochs": 5,
        "lr": 1.1e-4,
        "wd": 6.02e-2,
        "max_grad_norm": 0.5,
        "use_ema": true,
        "ema_beta": 0.9999,
        "ema_update_after_step": 10,
        "amp": false,
        "save_every_seconds": 3600,
        "eval_timesteps": [64, 1000]
    },
    "tracker": {
        "data_path": ".prior-updates",
        "overwrite_data_path": true,
        "log": {
            "log_type": "wandb",
            "wandb_entity": "nousr_laion",
            "wandb_project": "dalle2_diffusion_prior",
            "wandb_resume": false,
            "verbose": true
        },
        "load": {
            "resume": false
        },
        "save": [
            {
                "save_to": "local",
                "save_type": "checkpoint",
                "save_latest_to": ".prior-updates/latest_checkpoint.pth",
                "save_best_to": ".prior-updates/best_checkpoint.pth"
            },
            {
                "save_to": "huggingface",
                "huggingface_repo": "laion/DALLE2-PyTorch",
                "save_meta_to": "prior/",
                "save_latest_to": "prior/latest.pth",
                "save_best_to": "prior/best.pth",
                "save_type": "model"
            }
        ]
    }
}