File size: 13,542 Bytes
9e9ed14
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
{
  "_class_name": "HyperFlowH3FlashTransformer3DModel",
  "_diffusers_version": "0.36.0.dev0",
  "num_attention_heads": 56,
  "attention_head_dim": 128,
  "hidden_size": 5376,
  "num_layers": 50,
  "num_refiner_layers": 2,
  "ffn_dim": 14336,
  "in_channels": 24,
  "audio_in_channels": 32,
  "patch_size": [
    1,
    2,
    2
  ],
  "text_dim": 5120,
  "freq_dim": 256,
  "time_embed_hidden_dim": 5376,
  "time_embed_dim": 16,
  "rope_freq_dim": 16,
  "rope_theta": 10000.0,
  "norm_eps": 1e-05,
  "qk_norm_eps": 1e-05,
  "final_norm_eps": 1e-05,
  "hyperflow_gate": 0.25,
  "lowrank_ranks": {
    "transformer_blocks.1.attn.to_k": 990,
    "transformer_blocks.1.attn.to_out.0": 1872,
    "transformer_blocks.1.attn.to_q": 1102,
    "transformer_blocks.1.attn.to_v": 1200,
    "transformer_blocks.1.ff.net.0.proj": 2516,
    "transformer_blocks.1.ff.net.2": 3120,
    "transformer_blocks.10.attn.to_k": 275,
    "transformer_blocks.10.attn.to_out.0": 362,
    "transformer_blocks.10.attn.to_q": 269,
    "transformer_blocks.10.attn.to_v": 471,
    "transformer_blocks.10.ff.net.0.proj": 359,
    "transformer_blocks.10.ff.net.2": 1436,
    "transformer_blocks.11.attn.to_k": 420,
    "transformer_blocks.11.attn.to_out.0": 572,
    "transformer_blocks.11.attn.to_q": 426,
    "transformer_blocks.11.attn.to_v": 673,
    "transformer_blocks.11.ff.net.0.proj": 604,
    "transformer_blocks.11.ff.net.2": 557,
    "transformer_blocks.12.attn.to_k": 171,
    "transformer_blocks.12.attn.to_out.0": 210,
    "transformer_blocks.12.attn.to_q": 181,
    "transformer_blocks.12.attn.to_v": 342,
    "transformer_blocks.12.ff.net.0.proj": 247,
    "transformer_blocks.12.ff.net.2": 953,
    "transformer_blocks.13.attn.to_k": 379,
    "transformer_blocks.13.attn.to_out.0": 474,
    "transformer_blocks.13.attn.to_q": 381,
    "transformer_blocks.13.attn.to_v": 582,
    "transformer_blocks.13.ff.net.0.proj": 462,
    "transformer_blocks.13.ff.net.2": 1,
    "transformer_blocks.14.attn.to_k": 286,
    "transformer_blocks.14.attn.to_out.0": 376,
    "transformer_blocks.14.attn.to_q": 305,
    "transformer_blocks.14.attn.to_v": 505,
    "transformer_blocks.14.ff.net.0.proj": 374,
    "transformer_blocks.14.ff.net.2": 1348,
    "transformer_blocks.15.attn.to_k": 155,
    "transformer_blocks.15.attn.to_out.0": 261,
    "transformer_blocks.15.attn.to_q": 167,
    "transformer_blocks.15.attn.to_v": 311,
    "transformer_blocks.15.ff.net.0.proj": 201,
    "transformer_blocks.15.ff.net.2": 1038,
    "transformer_blocks.16.attn.to_k": 239,
    "transformer_blocks.16.attn.to_out.0": 400,
    "transformer_blocks.16.attn.to_q": 246,
    "transformer_blocks.16.attn.to_v": 440,
    "transformer_blocks.16.ff.net.0.proj": 335,
    "transformer_blocks.16.ff.net.2": 1510,
    "transformer_blocks.17.attn.to_k": 951,
    "transformer_blocks.17.attn.to_out.0": 1116,
    "transformer_blocks.17.attn.to_q": 952,
    "transformer_blocks.17.attn.to_v": 1216,
    "transformer_blocks.17.ff.net.0.proj": 1325,
    "transformer_blocks.17.ff.net.2": 2836,
    "transformer_blocks.18.attn.to_k": 121,
    "transformer_blocks.18.attn.to_out.0": 279,
    "transformer_blocks.18.attn.to_q": 140,
    "transformer_blocks.18.attn.to_v": 287,
    "transformer_blocks.18.ff.net.0.proj": 234,
    "transformer_blocks.18.ff.net.2": 1024,
    "transformer_blocks.20.attn.to_k": 433,
    "transformer_blocks.20.attn.to_out.0": 725,
    "transformer_blocks.20.attn.to_q": 445,
    "transformer_blocks.20.attn.to_v": 656,
    "transformer_blocks.20.ff.net.0.proj": 698,
    "transformer_blocks.20.ff.net.2": 2243,
    "transformer_blocks.21.attn.to_k": 389,
    "transformer_blocks.21.attn.to_out.0": 704,
    "transformer_blocks.21.attn.to_q": 434,
    "transformer_blocks.21.attn.to_v": 669,
    "transformer_blocks.21.ff.net.0.proj": 711,
    "transformer_blocks.21.ff.net.2": 2261,
    "transformer_blocks.22.attn.to_k": 170,
    "transformer_blocks.22.attn.to_out.0": 459,
    "transformer_blocks.22.attn.to_q": 199,
    "transformer_blocks.22.attn.to_v": 385,
    "transformer_blocks.22.ff.net.0.proj": 378,
    "transformer_blocks.22.ff.net.2": 1507,
    "transformer_blocks.23.attn.to_k": 78,
    "transformer_blocks.23.attn.to_out.0": 261,
    "transformer_blocks.23.attn.to_q": 103,
    "transformer_blocks.23.attn.to_v": 227,
    "transformer_blocks.23.ff.net.0.proj": 221,
    "transformer_blocks.23.ff.net.2": 1147,
    "transformer_blocks.4.attn.to_k": 284,
    "transformer_blocks.4.attn.to_out.0": 398,
    "transformer_blocks.4.attn.to_q": 265,
    "transformer_blocks.4.attn.to_v": 403,
    "transformer_blocks.4.ff.net.0.proj": 546,
    "transformer_blocks.4.ff.net.2": 1130,
    "transformer_blocks.5.attn.to_k": 224,
    "transformer_blocks.5.attn.to_out.0": 424,
    "transformer_blocks.5.attn.to_q": 224,
    "transformer_blocks.5.attn.to_v": 413,
    "transformer_blocks.5.ff.net.0.proj": 991,
    "transformer_blocks.5.ff.net.2": 2357,
    "transformer_blocks.6.attn.to_k": 439,
    "transformer_blocks.6.attn.to_out.0": 673,
    "transformer_blocks.6.attn.to_q": 428,
    "transformer_blocks.6.attn.to_v": 607,
    "transformer_blocks.6.ff.net.0.proj": 836,
    "transformer_blocks.6.ff.net.2": 2076,
    "transformer_blocks.7.attn.to_k": 621,
    "transformer_blocks.7.attn.to_out.0": 815,
    "transformer_blocks.7.attn.to_q": 626,
    "transformer_blocks.7.attn.to_v": 864,
    "transformer_blocks.7.ff.net.0.proj": 986,
    "transformer_blocks.7.ff.net.2": 1322,
    "transformer_blocks.8.attn.to_k": 483,
    "transformer_blocks.8.attn.to_out.0": 609,
    "transformer_blocks.8.attn.to_q": 479,
    "transformer_blocks.8.attn.to_v": 704,
    "transformer_blocks.8.ff.net.0.proj": 802,
    "transformer_blocks.8.ff.net.2": 2054
  },
  "dropped_blocks": [
    9
  ],
  "auto_map": {
    "AutoModel": "hyperflow_h3_flash_transformer.HyperFlowH3FlashTransformer3DModel"
  },
  "quantization": {
    "method": "int8_convrot",
    "group": 256,
    "linears": [
      "transformer_blocks.0.attn.to_k",
      "transformer_blocks.0.attn.to_out.0",
      "transformer_blocks.0.attn.to_q",
      "transformer_blocks.0.attn.to_v",
      "transformer_blocks.0.ff.net.0.proj",
      "transformer_blocks.0.ff.net.2",
      "transformer_blocks.19.attn.to_k",
      "transformer_blocks.19.attn.to_out.0",
      "transformer_blocks.19.attn.to_q",
      "transformer_blocks.19.attn.to_v",
      "transformer_blocks.19.ff.net.0.proj",
      "transformer_blocks.19.ff.net.2",
      "transformer_blocks.2.attn.to_k",
      "transformer_blocks.2.attn.to_out.0",
      "transformer_blocks.2.attn.to_q",
      "transformer_blocks.2.attn.to_v",
      "transformer_blocks.2.ff.net.0.proj",
      "transformer_blocks.2.ff.net.2",
      "transformer_blocks.24.attn.to_k",
      "transformer_blocks.24.attn.to_out.0",
      "transformer_blocks.24.attn.to_q",
      "transformer_blocks.24.attn.to_v",
      "transformer_blocks.24.ff.net.0.proj",
      "transformer_blocks.24.ff.net.2",
      "transformer_blocks.25.attn.to_k",
      "transformer_blocks.25.attn.to_out.0",
      "transformer_blocks.25.attn.to_q",
      "transformer_blocks.25.attn.to_v",
      "transformer_blocks.25.ff.net.0.proj",
      "transformer_blocks.25.ff.net.2",
      "transformer_blocks.26.attn.to_k",
      "transformer_blocks.26.attn.to_out.0",
      "transformer_blocks.26.attn.to_q",
      "transformer_blocks.26.attn.to_v",
      "transformer_blocks.26.ff.net.0.proj",
      "transformer_blocks.26.ff.net.2",
      "transformer_blocks.27.attn.to_k",
      "transformer_blocks.27.attn.to_out.0",
      "transformer_blocks.27.attn.to_q",
      "transformer_blocks.27.attn.to_v",
      "transformer_blocks.27.ff.net.0.proj",
      "transformer_blocks.27.ff.net.2",
      "transformer_blocks.28.attn.to_k",
      "transformer_blocks.28.attn.to_out.0",
      "transformer_blocks.28.attn.to_q",
      "transformer_blocks.28.attn.to_v",
      "transformer_blocks.28.ff.net.0.proj",
      "transformer_blocks.28.ff.net.2",
      "transformer_blocks.29.attn.to_k",
      "transformer_blocks.29.attn.to_out.0",
      "transformer_blocks.29.attn.to_q",
      "transformer_blocks.29.attn.to_v",
      "transformer_blocks.29.ff.net.0.proj",
      "transformer_blocks.29.ff.net.2",
      "transformer_blocks.3.attn.to_k",
      "transformer_blocks.3.attn.to_out.0",
      "transformer_blocks.3.attn.to_q",
      "transformer_blocks.3.attn.to_v",
      "transformer_blocks.3.ff.net.0.proj",
      "transformer_blocks.3.ff.net.2",
      "transformer_blocks.30.attn.to_k",
      "transformer_blocks.30.attn.to_out.0",
      "transformer_blocks.30.attn.to_q",
      "transformer_blocks.30.attn.to_v",
      "transformer_blocks.30.ff.net.0.proj",
      "transformer_blocks.30.ff.net.2",
      "transformer_blocks.31.attn.to_k",
      "transformer_blocks.31.attn.to_out.0",
      "transformer_blocks.31.attn.to_q",
      "transformer_blocks.31.attn.to_v",
      "transformer_blocks.31.ff.net.0.proj",
      "transformer_blocks.31.ff.net.2",
      "transformer_blocks.32.attn.to_k",
      "transformer_blocks.32.attn.to_out.0",
      "transformer_blocks.32.attn.to_q",
      "transformer_blocks.32.attn.to_v",
      "transformer_blocks.32.ff.net.0.proj",
      "transformer_blocks.32.ff.net.2",
      "transformer_blocks.33.attn.to_k",
      "transformer_blocks.33.attn.to_out.0",
      "transformer_blocks.33.attn.to_q",
      "transformer_blocks.33.attn.to_v",
      "transformer_blocks.33.ff.net.0.proj",
      "transformer_blocks.33.ff.net.2",
      "transformer_blocks.34.attn.to_k",
      "transformer_blocks.34.attn.to_out.0",
      "transformer_blocks.34.attn.to_q",
      "transformer_blocks.34.attn.to_v",
      "transformer_blocks.34.ff.net.0.proj",
      "transformer_blocks.34.ff.net.2",
      "transformer_blocks.35.attn.to_k",
      "transformer_blocks.35.attn.to_out.0",
      "transformer_blocks.35.attn.to_q",
      "transformer_blocks.35.attn.to_v",
      "transformer_blocks.35.ff.net.0.proj",
      "transformer_blocks.35.ff.net.2",
      "transformer_blocks.36.attn.to_k",
      "transformer_blocks.36.attn.to_out.0",
      "transformer_blocks.36.attn.to_q",
      "transformer_blocks.36.attn.to_v",
      "transformer_blocks.36.ff.net.0.proj",
      "transformer_blocks.36.ff.net.2",
      "transformer_blocks.37.attn.to_k",
      "transformer_blocks.37.attn.to_out.0",
      "transformer_blocks.37.attn.to_q",
      "transformer_blocks.37.attn.to_v",
      "transformer_blocks.37.ff.net.0.proj",
      "transformer_blocks.37.ff.net.2",
      "transformer_blocks.38.attn.to_k",
      "transformer_blocks.38.attn.to_out.0",
      "transformer_blocks.38.attn.to_q",
      "transformer_blocks.38.attn.to_v",
      "transformer_blocks.38.ff.net.0.proj",
      "transformer_blocks.38.ff.net.2",
      "transformer_blocks.39.attn.to_k",
      "transformer_blocks.39.attn.to_out.0",
      "transformer_blocks.39.attn.to_q",
      "transformer_blocks.39.attn.to_v",
      "transformer_blocks.39.ff.net.0.proj",
      "transformer_blocks.39.ff.net.2",
      "transformer_blocks.40.attn.to_k",
      "transformer_blocks.40.attn.to_out.0",
      "transformer_blocks.40.attn.to_q",
      "transformer_blocks.40.attn.to_v",
      "transformer_blocks.40.ff.net.0.proj",
      "transformer_blocks.40.ff.net.2",
      "transformer_blocks.41.attn.to_k",
      "transformer_blocks.41.attn.to_out.0",
      "transformer_blocks.41.attn.to_q",
      "transformer_blocks.41.attn.to_v",
      "transformer_blocks.41.ff.net.0.proj",
      "transformer_blocks.41.ff.net.2",
      "transformer_blocks.42.attn.to_k",
      "transformer_blocks.42.attn.to_out.0",
      "transformer_blocks.42.attn.to_q",
      "transformer_blocks.42.attn.to_v",
      "transformer_blocks.42.ff.net.0.proj",
      "transformer_blocks.42.ff.net.2",
      "transformer_blocks.43.attn.to_k",
      "transformer_blocks.43.attn.to_out.0",
      "transformer_blocks.43.attn.to_q",
      "transformer_blocks.43.attn.to_v",
      "transformer_blocks.43.ff.net.0.proj",
      "transformer_blocks.43.ff.net.2",
      "transformer_blocks.44.attn.to_k",
      "transformer_blocks.44.attn.to_out.0",
      "transformer_blocks.44.attn.to_q",
      "transformer_blocks.44.attn.to_v",
      "transformer_blocks.44.ff.net.0.proj",
      "transformer_blocks.44.ff.net.2",
      "transformer_blocks.45.attn.to_k",
      "transformer_blocks.45.attn.to_out.0",
      "transformer_blocks.45.attn.to_q",
      "transformer_blocks.45.attn.to_v",
      "transformer_blocks.45.ff.net.0.proj",
      "transformer_blocks.45.ff.net.2",
      "transformer_blocks.46.attn.to_k",
      "transformer_blocks.46.attn.to_out.0",
      "transformer_blocks.46.attn.to_q",
      "transformer_blocks.46.attn.to_v",
      "transformer_blocks.46.ff.net.0.proj",
      "transformer_blocks.46.ff.net.2",
      "transformer_blocks.47.attn.to_k",
      "transformer_blocks.47.attn.to_out.0",
      "transformer_blocks.47.attn.to_q",
      "transformer_blocks.47.attn.to_v",
      "transformer_blocks.47.ff.net.0.proj",
      "transformer_blocks.47.ff.net.2",
      "transformer_blocks.48.attn.to_k",
      "transformer_blocks.48.attn.to_out.0",
      "transformer_blocks.48.attn.to_q",
      "transformer_blocks.48.attn.to_v",
      "transformer_blocks.48.ff.net.0.proj",
      "transformer_blocks.48.ff.net.2",
      "transformer_blocks.49.attn.to_k",
      "transformer_blocks.49.attn.to_out.0",
      "transformer_blocks.49.attn.to_q",
      "transformer_blocks.49.attn.to_v",
      "transformer_blocks.49.ff.net.0.proj",
      "transformer_blocks.49.ff.net.2"
    ]
  }
}