Hugging Face's logo

Spaces:
NimaBoscarino
/
climategan
Runtime error

App Files Community
climategan
File size: 5,329 Bytes 
ee454f2
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
 
comet:
  display_size: 25
  im_per_row:
    d: 3
    m: 4
    p: 4
    s: 3
  rows_per_log: 5
  tags: []

data:
  check_samples: false
  files:
    base: /network/tmp1/ccai/data/omnigan/twitter/
    train:
      r: /network/tmp1/ccai/data/omnigan/twitter/train_r.json
      rf: /network/tmp1/ccai/data/omnigan/twitter/train_rf.json
      s: /network/tmp1/ccai/data/omnigan/twitter/train_s.json
    val:
      r: /network/tmp1/ccai/data/omnigan/twitter/val_r.json
      rf: /network/tmp1/ccai/data/omnigan/twitter/val_rf_labelbox.json
      s: /network/tmp1/ccai/data/omnigan/twitter/val_s.json
  loaders:
    batch_size: 6
    num_workers: 6
    shuffle: false
  max_samples: -1
  normalization: default
  transforms:
  - ignore: false
    name: hflip
    p: 0.5
  - ignore: false
    keep_aspect_ratio: true
    name: resize
    new_size: 640
  - height: 600
    ignore: false
    name: crop
    width: 600
  - ignore: false
    name: resize
    new_size: 640
dis:
  default:
    get_intermediate_features: false
    init_gain: 0.2
    init_type: kaiming
    input_nc: 3
    n_layers: 4
    ndf: 64
    norm: instance
    num_D: 1
    use_sigmoid: false
  flip_prob: 0.05
  m:
    architecture: base
    gan_type: WGAN_norm
    get_intermediate_features: false
    init_gain: 0.2
    init_type: kaiming
    input_nc: 3
    multi_level: false
    n_layers: 4
    ndf: 64
    norm: instance
    num_D: 1
    use_sigmoid: false
    wgan_clamp_lower: -0.01
    wgan_clamp_upper: 0.01
  opt:
    beta1: 0.5
    lr:
      default: 0.001
    lr_gamma: 0.5
    lr_milestones: 15
    lr_policy: step
    lr_step_size: 30
    optimizer: ExtraAdam
  p:
    get_intermediate_features: true
    init_gain: 0.2
    init_type: kaiming
    input_nc: 3
    n_layers: 4
    ndf: 64
    norm: batch
    num_D: 3
    use_local_discriminator: false
    use_sigmoid: false
  s:
    gan_type: WGAN_norm
    get_intermediate_features: false
    init_gain: 0.2
    init_type: kaiming
    input_nc: 3
    n_layers: 4
    ndf: 64
    norm: instance
    num_D: 1
    use_sigmoid: false
    wgan_clamp_lower: -0.01
    wgan_clamp_upper: 0.01
  soft_shift: 0.2
domains:
- rf
gen:
  d:
    activ: lrelu
    conv_norm: batch
    init_gain: 0.01
    init_type: normal
    n_downsample: 3
    n_res: 1
    n_upsample: 3
    output_dim: 1
    pad_type: reflect
    proj_dim: 32
    res_dim: 2048
    res_norm: batch
  deeplabv2:
    nblocks:
    - 3
    - 4
    - 23
    - 3
    pretrained_model: /network/tmp1/ccai/data/omnigan/pretrained_models/DeepLab_resnet_pretrained_imagenet.pth
    use_pretrained: true
  default:
    activ: lrelu
    conv_norm: spectral
    init_gain: 0.2
    init_type: xavier
    n_downsample: 3
    n_res: 1
    n_upsample: 3
    pad_type: reflect
    proj_dim: 32
    res_dim: 2048
    res_norm: spectral
  encoder:
    activ: lrelu
    architecture: deeplabv2
    conv_norm: spectral
    dim: 32
    init_gain: 0.2
    init_type: xavier
    input_dim: 3
    n_downsample: 3
    n_res: 0
    n_upsample: 3
    norm: spectral
    pad_type: reflect
    proj_dim: 32
    res_dim: 2048
    res_norm: spectral
  m:
    activ: lrelu
    conv_norm: spectral
    init_gain: 0.2
    init_type: xavier
    loss: gan
    n_downsample: 3
    n_res: 1
    n_upsample: 3
    output_dim: 1
    pad_type: reflect
    proj_dim: 32
    res_dim: 2048
    res_norm: spectral
    use_advent: true
    use_ground_intersection: true
    use_minent: true
    use_minent_var: true
  opt:
    beta1: 0.5
    lr:
      default: 0.0005
    lr_gamma: 0.5
    lr_milestones: 15
    lr_policy: step
    lr_step_size: 30
    optimizer: ExtraAdam
  p:
    activ: relu
    conv_norm: spectral
    init_gain: 0.2
    init_type: kaiming
    latent_dim: 640
    loss: gan
    n_downsample: 3
    n_interm_res: 11
    n_res: 1
    n_upsample: 3
    no_z: true
    output_dim: 3
    pad_type: reflect
    paste_original_content: true
    proj_dim: 32
    res_dim: 2048
    res_norm: spectral
    spade_kernel_size: 3
    spade_n_up: 7
    spade_param_free_norm: instance
    spade_use_spectral_norm: true
    use_final_shortcut: false
  s:
    activ: lrelu
    conv_norm: spectral
    init_gain: 0.2
    init_type: xavier
    n_downsample: 3
    n_res: 1
    n_upsample: 3
    num_classes: 11
    output_dim: 11
    pad_type: reflect
    proj_dim: 32
    res_dim: 2048
    res_norm: spectral
    upsample_featuremaps: false
    use_advent: true
    use_minent: true
    use_pseudo_labels: false
load_paths:
  m: none
  p: none
output_path: /miniscratch/schmidtv/vicc/omnigan/runs/painter/default (2)
tasks:
- p
train:
  auto_resume: true
  epochs: 10000
  fid:
    batch_size: 50
    dims: 2048
    n_images: 57
  lambdas:
    C: 1
    G:
      classifier: 1
      d:
        gml: 0.5
        main: 1
      m:
        bce: 1
        gi: 0.05
        tv: 1
      p:
        context: 0
        dm: 1
        featmatch: 10
        gan: 1
        reconstruction: 0
        tv: 0
        vgg: 10
      s:
        advent: 0.001
        crossent: 1
        crossent_pseudo: 0.001
        minent: 0.001
    advent:
      WGAN_gp: 10
      adv_aux: 0.0
      adv_main: 1.0
      dis_aux: 0.0
      dis_main: 1.0
      ent_aux: 0.0
      ent_main: 0.5
      ent_var: 0.1
  latent_domain_adaptation: false
  log_level: 2
  resume: false
  save_n_epochs: 1
val:
  store_images: false