File size: 5,167 Bytes
3a4d367
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
c61388c
930d398
be604c6
c9411d3
c473afd
8b00fd9
3f4029c
1811612
3a35bf6
643fc40
2432b67
2612ac2
a154d23
4a2f5eb
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
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
{
    "run": {
        "task": "image_text_pretrain",
        "lr_sched": "linear_warmup_cosine_lr",
        "init_lr": 0.0001,
        "min_lr": 8e-05,
        "warmup_lr": 1e-06,
        "weight_decay": 0.05,
        "max_epoch": 150,
        "batch_size_train": 120,
        "batch_size_eval": 3,
        "num_workers": 4,
        "warmup_steps": 500,
        "iters_per_epoch": 500,
        "seed": 42,
        "output_dir": "output/xraygpt_mimic_pretrain",
        "amp": true,
        "resume_ckpt_path": "24_10_22_08_14_39_epoch99.pth",
        "evaluate": false,
        "train_splits": [
            "train"
        ],
        "device": "cuda",
        "world_size": 4,
        "dist_url": "env://",
        "distributed": true,
        "rank": 0,
        "gpu": 0,
        "dist_backend": "nccl"
    },
    "model": {
        "arch": "mini_gpt4",
        "image_size": 224,
        "drop_path_rate": 0,
        "use_grad_checkpoint": false,
        "vit_precision": "fp16",
        "freeze_vit": true,
        "freeze_qformer": true,
        "num_query_token": 32,
        "llama_model": "Joycean0301/Llama-3.2-3B-Instruct-Medical-Conversational",
        "prompt": "",
        "model_type": "pretrain_vicuna"
    },
    "preprocess": {
        "vis_processor": {
            "train": {
                "name": "blip2_image_train",
                "image_size": 224
            },
            "eval": {
                "name": "blip2_image_eval",
                "image_size": 224
            }
        },
        "text_processor": {
            "train": {
                "name": "blip_caption"
            },
            "eval": {
                "name": "blip_caption"
            }
        }
    },
    "datasets": {
        "mimic": {
            "data_type": "images",
            "build_info": {
                "storage": "dataset/mimic"
            },
            "vis_processor": {
                "train": {
                    "name": "blip2_image_train",
                    "image_size": 224
                }
            },
            "text_processor": {
                "train": {
                    "name": "blip_caption"
                }
            }
        }
    }
}
{
    "run": {
        "task": "image_text_pretrain",
        "lr_sched": "linear_warmup_cosine_lr",
        "init_lr": 0.0001,
        "min_lr": 8e-05,
        "warmup_lr": 1e-06,
        "weight_decay": 0.05,
        "max_epoch": 150,
        "batch_size_train": 120,
        "batch_size_eval": 3,
        "num_workers": 4,
        "warmup_steps": 500,
        "iters_per_epoch": 500,
        "seed": 42,
        "output_dir": "output/xraygpt_mimic_pretrain",
        "amp": true,
        "resume_ckpt_path": "24_10_22_08_14_39_epoch99.pth",
        "evaluate": false,
        "train_splits": [
            "train"
        ],
        "device": "cuda",
        "world_size": 4,
        "dist_url": "env://",
        "distributed": true,
        "rank": 0,
        "gpu": 0,
        "dist_backend": "nccl"
    },
    "model": {
        "arch": "mini_gpt4",
        "image_size": 224,
        "drop_path_rate": 0,
        "use_grad_checkpoint": false,
        "vit_precision": "fp16",
        "freeze_vit": true,
        "freeze_qformer": true,
        "num_query_token": 32,
        "llama_model": "Joycean0301/Llama-3.2-3B-Instruct-Medical-Conversational",
        "prompt": "",
        "model_type": "pretrain_vicuna"
    },
    "preprocess": {
        "vis_processor": {
            "train": {
                "name": "blip2_image_train",
                "image_size": 224
            },
            "eval": {
                "name": "blip2_image_eval",
                "image_size": 224
            }
        },
        "text_processor": {
            "train": {
                "name": "blip_caption"
            },
            "eval": {
                "name": "blip_caption"
            }
        }
    },
    "datasets": {
        "mimic": {
            "data_type": "images",
            "build_info": {
                "storage": "dataset/mimic"
            },
            "vis_processor": {
                "train": {
                    "name": "blip2_image_train",
                    "image_size": 224
                }
            },
            "text_processor": {
                "train": {
                    "name": "blip_caption"
                }
            }
        }
    }
}
{"train_lr": "0.000085", "train_loss": "1.176420"}
{"train_lr": "0.000085", "train_loss": "1.175911"}
{"train_lr": "0.000085", "train_loss": "1.177007"}
{"train_lr": "0.000084", "train_loss": "1.174899"}
{"train_lr": "0.000084", "train_loss": "1.176167"}
{"train_lr": "0.000084", "train_loss": "1.175371"}
{"train_lr": "0.000084", "train_loss": "1.175089"}
{"train_lr": "0.000084", "train_loss": "1.174685"}
{"train_lr": "0.000084", "train_loss": "1.173965"}
{"train_lr": "0.000083", "train_loss": "1.173050"}
{"train_lr": "0.000083", "train_loss": "1.174454"}
{"train_lr": "0.000083", "train_loss": "1.174522"}
{"train_lr": "0.000083", "train_loss": "1.171317"}
{"train_lr": "0.000083", "train_loss": "1.173012"}
{"train_lr": "0.000083", "train_loss": "1.173456"}