Hugging Face's logo

Spaces:
123123aa123
/
UniGeo
Running on Zero

App Files Community
UniGeo
File size: 15,360 Bytes
abd08dc
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
flux_general_vram_config = {
    "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
    "torch.nn.Embedding": "diffsynth.core.vram.layers.AutoWrappedModule",
    "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
    "torch.nn.GroupNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    "diffsynth.models.general_modules.RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    "diffsynth.models.flux_lora_encoder.LoRALayerBlock": "diffsynth.core.vram.layers.AutoWrappedModule",
    "diffsynth.models.flux_lora_patcher.LoraMerger": "diffsynth.core.vram.layers.AutoWrappedModule",
}

VRAM_MANAGEMENT_MODULE_MAPS = {
    "diffsynth.models.qwen_image_dit.QwenImageDiT": {
        "diffsynth.models.qwen_image_dit.RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Embedding": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.qwen_image_text_encoder.QwenImageTextEncoder": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Embedding": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.qwen2_5_vl.modeling_qwen2_5_vl.Qwen2_5_VLRotaryEmbedding": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.qwen2_5_vl.modeling_qwen2_5_vl.Qwen2RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.qwen2_5_vl.modeling_qwen2_5_vl.Qwen2_5_VisionPatchEmbed": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.qwen2_5_vl.modeling_qwen2_5_vl.Qwen2_5_VisionRotaryEmbedding": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.qwen_image_vae.QwenImageVAE": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Conv3d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.qwen_image_vae.QwenImageRMS_norm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.qwen_image_controlnet.BlockWiseControlBlock": {
        "diffsynth.models.qwen_image_dit.RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
    },
    "diffsynth.models.siglip2_image_encoder.Siglip2ImageEncoder": {
        "transformers.models.siglip.modeling_siglip.SiglipVisionEmbeddings": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.siglip.modeling_siglip.SiglipMultiheadAttentionPoolingHead": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Embedding": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
    },
    "diffsynth.models.dinov3_image_encoder.DINOv3ImageEncoder": {
        "transformers.models.dinov3_vit.modeling_dinov3_vit.DINOv3ViTLayerScale": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.dinov3_vit.modeling_dinov3_vit.DINOv3ViTRopePositionEmbedding": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.dinov3_vit.modeling_dinov3_vit.DINOv3ViTEmbeddings": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
    },
    "diffsynth.models.qwen_image_image2lora.QwenImageImage2LoRAModel": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
    },
    "diffsynth.models.wan_video_animate_adapter.WanAnimateAdapter": {
        "diffsynth.models.wan_video_animate_adapter.FaceEncoder": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_animate_adapter.EqualLinear": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_animate_adapter.ConvLayer": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_animate_adapter.FusedLeakyReLU": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_animate_adapter.RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Conv1d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Conv3d": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.wan_video_dit_s2v.WanS2VModel": {
        "diffsynth.models.wan_video_dit.Head": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_dit_s2v.WanS2VDiTBlock": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_dit_s2v.CausalAudioEncoder": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Embedding": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Conv3d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_dit.RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.wan_video_dit.WanModel": {
        "diffsynth.models.wan_video_dit.MLP": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_dit.DiTBlock": "diffsynth.core.vram.layers.AutoWrappedNonRecurseModule",
        "diffsynth.models.wan_video_dit.Head": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Conv3d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_dit.RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.wan_video_image_encoder.WanImageEncoder": {
        "diffsynth.models.wan_video_image_encoder.VisionTransformer": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.wan_video_mot.MotWanModel": {
        "diffsynth.models.wan_video_mot.MotWanAttentionBlock": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Conv3d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.wan_video_motion_controller.WanMotionControllerModel": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
    },
    "diffsynth.models.wan_video_text_encoder.WanTextEncoder": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Embedding": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_text_encoder.T5RelativeEmbedding": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_text_encoder.T5LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.wan_video_vace.VaceWanModel": {
        "diffsynth.models.wan_video_dit.DiTBlock": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Conv3d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_dit.RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.wan_video_vae.WanVideoVAE": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_vae.RMS_norm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_vae.CausalConv3d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_vae.Upsample": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.SiLU": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Dropout": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.wan_video_vae.WanVideoVAE38": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_vae.RMS_norm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_vae.CausalConv3d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.wan_video_vae.Upsample": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.SiLU": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Dropout": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.wav2vec.WanS2VAudioEncoder": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Conv1d": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.longcat_video_dit.LongCatVideoTransformer3DModel": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Conv3d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.longcat_video_dit.RMSNorm_FP32": "diffsynth.core.vram.layers.AutoWrappedModule",
        "diffsynth.models.longcat_video_dit.LayerNorm_FP32": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.flux_dit.FluxDiT": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "diffsynth.models.flux_dit.RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.flux_text_encoder_clip.FluxTextEncoderClip": flux_general_vram_config,
    "diffsynth.models.flux_vae.FluxVAEEncoder": flux_general_vram_config,
    "diffsynth.models.flux_vae.FluxVAEDecoder": flux_general_vram_config,
    "diffsynth.models.flux_controlnet.FluxControlNet": flux_general_vram_config,
    "diffsynth.models.flux_infiniteyou.InfiniteYouImageProjector": flux_general_vram_config,
    "diffsynth.models.flux_ipadapter.FluxIpAdapter": flux_general_vram_config,
    "diffsynth.models.flux_lora_patcher.FluxLoraPatcher": flux_general_vram_config,
    "diffsynth.models.step1x_connector.Qwen2Connector": flux_general_vram_config,
    "diffsynth.models.flux_lora_encoder.FluxLoRAEncoder": flux_general_vram_config,
    "diffsynth.models.flux_text_encoder_t5.FluxTextEncoderT5": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Embedding": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.t5.modeling_t5.T5LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.t5.modeling_t5.T5DenseActDense": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.t5.modeling_t5.T5DenseGatedActDense": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.flux_ipadapter.SiglipVisionModelSO400M": {
        "transformers.models.siglip.modeling_siglip.SiglipVisionEmbeddings": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.siglip.modeling_siglip.SiglipEncoder": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.siglip.modeling_siglip.SiglipMultiheadAttentionPoolingHead": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.MultiheadAttention": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.flux2_dit.Flux2DiT": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.flux2_text_encoder.Flux2TextEncoder": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Embedding": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.mistral.modeling_mistral.MistralRMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.flux2_vae.Flux2VAE": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.GroupNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.z_image_text_encoder.ZImageTextEncoder": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "transformers.models.qwen3.modeling_qwen3.Qwen3RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Embedding": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.z_image_dit.ZImageDiT": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "diffsynth.models.z_image_dit.RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.z_image_controlnet.ZImageControlNet": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
        "diffsynth.models.z_image_dit.RMSNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
    },
    "diffsynth.models.z_image_image2lora.ZImageImage2LoRAModel": {
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
    },
    "diffsynth.models.siglip2_image_encoder.Siglip2ImageEncoder428M": {
        "transformers.models.siglip2.modeling_siglip2.Siglip2VisionEmbeddings": "diffsynth.core.vram.layers.AutoWrappedModule",
        "transformers.models.siglip2.modeling_siglip2.Siglip2MultiheadAttentionPoolingHead": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Conv2d": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Embedding": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.LayerNorm": "diffsynth.core.vram.layers.AutoWrappedModule",
        "torch.nn.Linear": "diffsynth.core.vram.layers.AutoWrappedLinear",
    },
}