File size: 12,730 Bytes
af44a4b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
import os
from data.prefix_instruction import get_image_prompt, get_task_instruction, get_layout_instruction, get_content_instruction
import random
from PIL import Image


task_instruction = "Each row shows a process to manipulate the illumination of images and changes the background following the instruction."
content_instruction = "In the last row, the illumination comes from left side of the image, with changed background and style as "
relighting = [
    dict(
        name='sunset over sea', 
        images=[
            os.path.join('examples/examples/relighting/02daa50ac59bb9eabcbe0d5304af880d941bffc3.jpg'),
            os.path.join('examples/examples/relighting/02daa50ac59bb9eabcbe0d5304af880d941bffc3_Left.jpg'),
            os.path.join('examples/examples/relighting/02db8a5f38464943d496bd3b475c36a3d65e7095.jpg'),
            os.path.join('examples/examples/relighting/02db8a5f38464943d496bd3b475c36a3d65e7095_Left.jpg'),
            os.path.join('examples/examples/relighting/02db96d3ce2531dc4d51dda52492b78cf3577c56.jpg'),
            os.path.join('examples/examples/relighting/02db96d3ce2531dc4d51dda52492b78cf3577c56_Left.jpg'),
        ], 
        grid_h=3,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "sunset over sea.",
    ), 
    dict(
        name='light and shadow', 
        images=[
            os.path.join('examples/examples/relighting/02dad6943d2033198a89c1d5f222db2eacb293c6.jpg'),
            os.path.join('examples/examples/relighting/02dad6943d2033198a89c1d5f222db2eacb293c6_Left.jpg'),
            os.path.join('examples/examples/relighting/02db31cb32e74620523955b70807b3e11815451c.jpg'),
            os.path.join('examples/examples/relighting/02db31cb32e74620523955b70807b3e11815451c_Left.jpg'),
            os.path.join('examples/examples/relighting/02dcd82122ffe344c8d7c289dc770febb5121153.jpg'),
            os.path.join('examples/examples/relighting/02dcd82122ffe344c8d7c289dc770febb5121153_Left.jpg'),
        ], 
        grid_h=3,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "light and shadow.",
    ), 
    dict(
        name='sci-fi RGB glowing, cyberpunkw', 
        images=[
            os.path.join('examples/examples/relighting/02db5a81c222483058fecd76d62c5f7246b06ee4.jpg'),
            os.path.join('examples/examples/relighting/02db5a81c222483058fecd76d62c5f7246b06ee4_Left.jpg'),
            os.path.join('examples/examples/relighting/02db80670789cc6722f78747cf6ab8c292a898ab.jpg'),
            os.path.join('examples/examples/relighting/02db80670789cc6722f78747cf6ab8c292a898ab_Left.jpg'),
            os.path.join('examples/examples/relighting/02dc3e2cf9541a7d7ebff79cbf1fb0d95b4911e8.jpg'),
            os.path.join('examples/examples/relighting/02dc3e2cf9541a7d7ebff79cbf1fb0d95b4911e8_Left.jpg'),
        ], 
        grid_h=3,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "sci-fi RGB glowing, cyberpunk.",
    ), 
    dict(
        name='golden time', 
        images=[
            os.path.join('examples/examples/relighting/02dc6ca122863a582306a4f146b7bccb721a49e0.jpg'),
            os.path.join('examples/examples/relighting/02dc6ca122863a582306a4f146b7bccb721a49e0_Left.jpg'),
            os.path.join('examples/examples/relighting/02dc4ebfd90dc80dbc0f4174679ff3828605ec9c.jpg'),
            os.path.join('examples/examples/relighting/02dc4ebfd90dc80dbc0f4174679ff3828605ec9c_Left.jpg'),
            os.path.join('examples/examples/relighting/02dca7ccfad757fd596d33563d06b3ab7836d5af.jpg'),
            os.path.join('examples/examples/relighting/02dca7ccfad757fd596d33563d06b3ab7836d5af_Left.jpg'),
        ], 
        grid_h=3,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "golden time.",
    ), 
    dict(
        name='shadow from window', 
        images=[
            os.path.join('examples/examples/relighting/02dd1c7c81e77e22ddba378a121fc371afcc9657.jpg'),
            os.path.join('examples/examples/relighting/02dd1c7c81e77e22ddba378a121fc371afcc9657_Left.jpg'),
            os.path.join('examples/examples/relighting/02dcc762ae13127e3975ec043f13342490f61cf8.jpg'),
            os.path.join('examples/examples/relighting/02dcc762ae13127e3975ec043f13342490f61cf8_Left.jpg'),
            os.path.join('examples/examples/relighting/02dd0f49dceaf611e0173319e26b4e6e1b7a6dd4.jpg'),
            os.path.join('examples/examples/relighting/02dd0f49dceaf611e0173319e26b4e6e1b7a6dd4_Left.jpg'),
        ], 
        grid_h=3,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "shadow from window.",
    ), 
    dict(
        name='soft studio lighting', 
        images=[
            os.path.join('examples/examples/relighting/02dd6f77ccab6d63e7f2d7795f5d03180b46621c.jpg'),
            os.path.join('examples/examples/relighting/02dd6f77ccab6d63e7f2d7795f5d03180b46621c_Left.jpg'),
            os.path.join('examples/examples/relighting/02dd6a91d0d1d17a9f06e999654b541b555da242.jpg'),
            os.path.join('examples/examples/relighting/02dd6a91d0d1d17a9f06e999654b541b555da242_Left.jpg'),
        ], 
        grid_h=2,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "soft studio lighting.",
    ), 
    dict(
        name='evil, gothic, Yharnam', 
        images=[
            os.path.join('examples/examples/relighting/02aee2a8df8f6e6f16ca4ec278203543656cecf1.jpg'),
            os.path.join('examples/examples/relighting/02aee2a8df8f6e6f16ca4ec278203543656cecf1_Left.jpg'),
            os.path.join('examples/examples/relighting/02af9925c86c22b379e4e6d4f2762d66966ee281.jpg'),
            os.path.join('examples/examples/relighting/02af9925c86c22b379e4e6d4f2762d66966ee281_Left.jpg'),
            os.path.join('examples/examples/relighting/02dd79a669a4522f1d5631d75c14243f927848b8.jpg'),
            os.path.join('examples/examples/relighting/02dd79a669a4522f1d5631d75c14243f927848b8_Left.jpg'),
        ], 
        grid_h=3,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "evil, gothic, Yharnam.",
    ),
    dict(
        name='neon, Wong Kar-wai, warm', 
        images=[
            os.path.join('examples/examples/relighting/02af99b6765a77a8f2ac87aa42d2f2453dcd590f.jpg'),
            os.path.join('examples/examples/relighting/02af99b6765a77a8f2ac87aa42d2f2453dcd590f_Left.jpg'),
            os.path.join('examples/examples/relighting/02b02e2916bf2eb3608f5a806dc3b7ecbed3b649.jpg'),
            os.path.join('examples/examples/relighting/02b02e2916bf2eb3608f5a806dc3b7ecbed3b649_Left.jpg'),
            os.path.join('examples/examples/relighting/02af9fa52ff41e64de8e3212683c9ed43bd91010.jpg'),
            os.path.join('examples/examples/relighting/02af9fa52ff41e64de8e3212683c9ed43bd91010_Left.jpg'),
        ], 
        grid_h=3,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "neon, Wong Kar-wai, warm.",
    ),
    dict(
        name='home atmosphere, cozy bedroom illumination', 
        images=[
            os.path.join('examples/examples/relighting/02db22466eb3bc19d6a10195e1b48fff696c1582.jpg'),
            os.path.join('examples/examples/relighting/02db22466eb3bc19d6a10195e1b48fff696c1582_Left.jpg'),
            os.path.join('examples/examples/relighting/02c3760bf08f00d9e2163248e2864f5e1a70d709.jpg'),
            os.path.join('examples/examples/relighting/02c3760bf08f00d9e2163248e2864f5e1a70d709_Left.jpg'),
            os.path.join('examples/examples/relighting/02af06c41208b31248e94da13166a675c862b003.jpg'),
            os.path.join('examples/examples/relighting/02af06c41208b31248e94da13166a675c862b003_Left.jpg'),
        ], 
        grid_h=3,
        grid_w=2,
        task_prompt=task_instruction, 
        content_prompt=content_instruction + "home atmosphere, cozy bedroom illumination.",
    ), 
    dict(
        name='warm atmosphere, at home, bedroom', 
        images=[
            os.path.join('examples/examples/relighting/02c39e8e82f4be91d24252c8bfbfdef033ec8a32.jpg'),
            os.path.join('examples/examples/relighting/02c39e8e82f4be91d24252c8bfbfdef033ec8a32_Left.jpg'),
            os.path.join('examples/examples/relighting/02c5200cac1d0f19256232a09708ac47f6ddfab3.jpg'),
            os.path.join('examples/examples/relighting/02c5200cac1d0f19256232a09708ac47f6ddfab3_Left.jpg'),
            os.path.join('examples/examples/relighting/02dd6f77ccab6d63e7f2d7795f5d03180b46621c.jpg'),
            os.path.join('examples/examples/relighting/02dd6f77ccab6d63e7f2d7795f5d03180b46621c_Left_2.jpg'),
        ], 
        grid_h=3,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "warm atmosphere, at home, bedroom.",
    ),
    dict(
        name='natural lighting', 
        images=[
            os.path.join('examples/examples/relighting/02dafead46f6d59172d8df216c1f5ad11f9899b5.jpg'),
            os.path.join('examples/examples/relighting/02dafead46f6d59172d8df216c1f5ad11f9899b5_Left.jpg'),
            os.path.join('examples/examples/relighting/02dc42496c4ffdb2a8e101ed82943b26fc2d9d24.jpg'),
            os.path.join('examples/examples/relighting/02dc42496c4ffdb2a8e101ed82943b26fc2d9d24_Left.jpg'),
        ], 
        grid_h=2,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "natural lighting.",
    ),
    dict(
        name='magic lit', 
        images=[
            os.path.join('examples/examples/relighting/02dd9913f85a62d9c1587b00f610cc753ebad649.jpg'),
            os.path.join('examples/examples/relighting/02dd9913f85a62d9c1587b00f610cc753ebad649_Left.jpg'),
            os.path.join('examples/examples/relighting/02afbcf084a1e35bda34c26d2271d56b6a1c621e.jpg'),
            os.path.join('examples/examples/relighting/02afbcf084a1e35bda34c26d2271d56b6a1c621e_Left.jpg'),
        ], 
        grid_h=2,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "magic lit.",
    ),
    dict(
        name='sunshine from window', 
        images=[
            os.path.join('examples/examples/relighting/02c53f12ec3d4a9a16d9b0ca3f7773ad2222100c.jpg'),
            os.path.join('examples/examples/relighting/02c53f12ec3d4a9a16d9b0ca3f7773ad2222100c_Left.jpg'),
            os.path.join('examples/examples/relighting/02c6c0f92a672110ff86bd12f4aa0d0083c9cf6b.jpg'),
            os.path.join('examples/examples/relighting/02c6c0f92a672110ff86bd12f4aa0d0083c9cf6b_Left.jpg'),
            os.path.join('examples/examples/relighting/02c5cc03d46ce15494caaf3d65a2b2c7e09089f2.jpg'),
            os.path.join('examples/examples/relighting/02c5cc03d46ce15494caaf3d65a2b2c7e09089f2_Left.jpg'),
        ], 
        grid_h=3,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "sunshine from window.",
    ),
    dict(
        name='neon light, city', 
        images=[
            os.path.join('examples/examples/relighting/02c7df6c0decd3d542e25089a0af6afe1e070b6a.jpg'),
            os.path.join('examples/examples/relighting/02c7df6c0decd3d542e25089a0af6afe1e070b6a_Left.jpg'),
            os.path.join('examples/examples/relighting/02c77b643fbdaec82912634655426553f3d7a537.jpg'),
            os.path.join('examples/examples/relighting/02c77b643fbdaec82912634655426553f3d7a537_Left.jpg'),
            os.path.join('examples/examples/relighting/02c73157a981e0ee669ca8125018efbdda1e1483.jpg'),
            os.path.join('examples/examples/relighting/02c73157a981e0ee669ca8125018efbdda1e1483_Left.jpg'),
        ], 
        grid_h=3,
        grid_w=2,
        task_prompt=task_instruction,
        content_prompt=content_instruction + "neon light, city.",
    ),
]
relighting_text = [[x['name']] for x in relighting]


def process_relighting_tasks(x):
    for task in relighting:
        if task['name'] == x[0]:
            task_prompt = task['task_prompt']
            content_prompt = task['content_prompt']

            images = task['images']
            rets = []
            for image in images:
                rets.append(Image.open(image))

            grid_h = task['grid_h']
            grid_w = task['grid_w']
            mask = task.get('mask', [0 for _ in range(grid_w - 1)] + [1])
            layout_prompt = get_layout_instruction(grid_w, grid_h)

            upsampling_noise = 0.6
            steps = 30
            outputs = [mask, grid_h, grid_w, layout_prompt, task_prompt, content_prompt, upsampling_noise, steps] + rets
            break

    return outputs