File size: 21,640 Bytes
035b309
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
{
  "architectures": [
    "Glm5NextForConditionalGeneration"
  ],
  "text_config": {
    "attention_bias": false,
    "attention_dropout": 0.0,
    "dtype": "bfloat16",
    "eos_token_id": [
      154820,
      154827,
      154829
    ],
    "first_k_dense_replace": 3,
    "hc_eps": 1e-06,
    "hc_mult": 4,
    "hc_sinkhorn_iters": 20,
    "head_dim": 0,
    "hidden_act": "silu",
    "hidden_size": 4096,
    "index_head_dim": 128,
    "index_kpool": 4,
    "index_kpool_always_select_tail": true,
    "index_kpool_compress": true,
    "index_n_heads": 32,
    "index_topk": 2048,
    "index_share_for_mtp_iteration": true,
    "indexer_rope_interleave": true,
    "indexer_types": [
      "full",
      "full",
      "full",
      "full"
    ],
    "initializer_range": 0.02,
    "intermediate_size": 12288,
    "kv_lora_rank": 512,
    "layer_types": [
      "linear_attention",
      "linear_attention",
      "linear_attention",
      "deepseek_sparse_attention"
    ],
    "linear_attn_config": {
      "num_heads": 64,
      "gate_lower_bound": -5.0,
      "head_dim": 128,
      "short_conv_kernel_size": 4,
      "kda_layers": [
        0,
        1,
        2
      ],
      "full_attn_layers": [
        3
      ]
    },
    "max_position_embeddings": 1048576,
    "mhc": true,
    "mla_use_nope": true,
    "mlp_layer_types": [
      "dense",
      "dense",
      "dense",
      "sparse"
    ],
    "model_type": "glm5_next_text",
    "moe_intermediate_size": 2048,
    "moe_router_dtype": "float32",
    "n_group": 1,
    "n_routed_experts": 288,
    "n_shared_experts": 1,
    "norm_topk_prob": true,
    "num_attention_heads": 64,
    "num_experts_per_tok": 8,
    "num_hidden_layers": 4,
    "num_key_value_heads": 64,
    "num_nextn_predict_layers": 1,
    "output_router_logits": false,
    "pad_token_id": 154820,
    "q_lora_rank": 1536,
    "qk_head_dim": 256,
    "qk_nope_head_dim": 256,
    "qk_rope_head_dim": 0,
    "rms_norm_eps": 1e-05,
    "routed_scaling_factor": 2.5,
    "router_aux_loss_coef": 0.001,
    "scoring_func": "sigmoid",
    "swiglu_limit": 10.0,
    "tie_word_embeddings": false,
    "topk_group": 1,
    "topk_method": "noaux_tc",
    "use_cache": true,
    "v_head_dim": 256,
    "vocab_size": 154880
  },
  "vision_config": {
    "attention_bias": true,
    "attention_dropout": 0.0,
    "depth": 24,
    "hidden_act": "silu",
    "hidden_size": 1024,
    "image_size": 448,
    "in_channels": 3,
    "initializer_range": 0.02,
    "intermediate_size": 4096,
    "model_type": "glm5_next_vision",
    "num_heads": 16,
    "out_hidden_size": 4096,
    "patch_size": 14,
    "projection_intermediate_size": 10240,
    "rms_norm_eps": 1e-05,
    "spatial_merge_size": 2,
    "swiglu_limit": 10.0,
    "temporal_patch_size": 2
  },
  "image_token_id": 154854,
  "video_token_id": 154855,
  "image_start_token_id": 154830,
  "image_end_token_id": 154831,
  "video_start_token_id": 154832,
  "video_end_token_id": 154833,
  "tie_word_embeddings": false,
  "model_type": "glm5_next",
  "transformers_version": "5.16.0",
  "quantization_config": {
    "activation_scheme": "dynamic",
    "fmt": "e4m3",
    "modules_to_not_convert": [
      "attn_mha",
      "attn_mqa",
      "dt_bias",
      "hyper_connection",
      "lm_head",
      "mapping_proj",
      "model.embed_tokens",
      "model.layers.0.hc_attn_base",
      "model.layers.0.hc_attn_fn",
      "model.layers.0.hc_attn_scale",
      "model.layers.0.hc_ffn_base",
      "model.layers.0.hc_ffn_fn",
      "model.layers.0.hc_ffn_scale",
      "model.layers.0.input_layernorm",
      "model.layers.0.post_attention_layernorm",
      "model.layers.0.self_attn.A_log",
      "model.layers.0.self_attn.b_proj",
      "model.layers.0.self_attn.dt_bias",
      "model.layers.0.self_attn.f_a_proj",
      "model.layers.0.self_attn.f_b_proj",
      "model.layers.0.self_attn.fused_qkvbfg_a_proj",
      "model.layers.0.self_attn.g_a_proj",
      "model.layers.0.self_attn.g_b_proj",
      "model.layers.0.self_attn.k_conv1d",
      "model.layers.0.self_attn.k_proj",
      "model.layers.0.self_attn.o_norm",
      "model.layers.0.self_attn.o_proj",
      "model.layers.0.self_attn.q_conv1d",
      "model.layers.0.self_attn.q_proj",
      "model.layers.0.self_attn.qkv_proj",
      "model.layers.0.self_attn.v_conv1d",
      "model.layers.0.self_attn.v_proj",
      "model.layers.1.hc_attn_base",
      "model.layers.1.hc_attn_fn",
      "model.layers.1.hc_attn_scale",
      "model.layers.1.hc_ffn_base",
      "model.layers.1.hc_ffn_fn",
      "model.layers.1.hc_ffn_scale",
      "model.layers.1.input_layernorm",
      "model.layers.1.post_attention_layernorm",
      "model.layers.1.self_attn.A_log",
      "model.layers.1.self_attn.b_proj",
      "model.layers.1.self_attn.dt_bias",
      "model.layers.1.self_attn.f_a_proj",
      "model.layers.1.self_attn.f_b_proj",
      "model.layers.1.self_attn.fused_qkvbfg_a_proj",
      "model.layers.1.self_attn.g_a_proj",
      "model.layers.1.self_attn.g_b_proj",
      "model.layers.1.self_attn.k_conv1d",
      "model.layers.1.self_attn.k_proj",
      "model.layers.1.self_attn.o_norm",
      "model.layers.1.self_attn.o_proj",
      "model.layers.1.self_attn.q_conv1d",
      "model.layers.1.self_attn.q_proj",
      "model.layers.1.self_attn.qkv_proj",
      "model.layers.1.self_attn.v_conv1d",
      "model.layers.1.self_attn.v_proj",
      "model.layers.2.hc_attn_base",
      "model.layers.2.hc_attn_fn",
      "model.layers.2.hc_attn_scale",
      "model.layers.2.hc_ffn_base",
      "model.layers.2.hc_ffn_fn",
      "model.layers.2.hc_ffn_scale",
      "model.layers.2.input_layernorm",
      "model.layers.2.post_attention_layernorm",
      "model.layers.2.self_attn.A_log",
      "model.layers.2.self_attn.b_proj",
      "model.layers.2.self_attn.dt_bias",
      "model.layers.2.self_attn.f_a_proj",
      "model.layers.2.self_attn.f_b_proj",
      "model.layers.2.self_attn.fused_qkvbfg_a_proj",
      "model.layers.2.self_attn.g_a_proj",
      "model.layers.2.self_attn.g_b_proj",
      "model.layers.2.self_attn.k_conv1d",
      "model.layers.2.self_attn.k_proj",
      "model.layers.2.self_attn.o_norm",
      "model.layers.2.self_attn.o_proj",
      "model.layers.2.self_attn.q_conv1d",
      "model.layers.2.self_attn.q_proj",
      "model.layers.2.self_attn.qkv_proj",
      "model.layers.2.self_attn.v_conv1d",
      "model.layers.2.self_attn.v_proj",
      "model.layers.3.hc_attn_base",
      "model.layers.3.hc_attn_fn",
      "model.layers.3.hc_attn_scale",
      "model.layers.3.hc_ffn_base",
      "model.layers.3.hc_ffn_fn",
      "model.layers.3.hc_ffn_scale",
      "model.layers.3.input_layernorm",
      "model.layers.3.mlp.gate",
      "model.layers.3.mlp.gate.e_score_correction_bias",
      "model.layers.3.post_attention_layernorm",
      "model.layers.3.self_attn.indexer.index_kpool_compress_ape",
      "model.layers.3.self_attn.indexer.index_kpool_compress_gate",
      "model.layers.3.self_attn.indexer.k_norm",
      "model.layers.3.self_attn.indexer.k_norm.bias",
      "model.layers.3.self_attn.indexer.weights_proj",
      "model.layers.3.self_attn.indexer.wk",
      "model.layers.3.self_attn.indexer.wq_b",
      "model.layers.3.self_attn.kv_a_layernorm",
      "model.layers.3.self_attn.kv_b_proj",
      "model.layers.3.self_attn.q_a_layernorm",
      "model.layers.4.eh_proj",
      "model.layers.4.enorm",
      "model.layers.4.hnorm",
      "model.layers.4.input_layernorm",
      "model.layers.4.mlp.gate",
      "model.layers.4.mlp.gate.e_score_correction_bias",
      "model.layers.4.post_attention_layernorm",
      "model.layers.4.self_attn.indexer.index_kpool_compress_ape",
      "model.layers.4.self_attn.indexer.index_kpool_compress_gate",
      "model.layers.4.self_attn.indexer.k_norm",
      "model.layers.4.self_attn.indexer.k_norm.bias",
      "model.layers.4.self_attn.indexer.weights_proj",
      "model.layers.4.self_attn.indexer.wk",
      "model.layers.4.self_attn.indexer.wq_b",
      "model.layers.4.self_attn.kv_a_layernorm",
      "model.layers.4.self_attn.kv_b_proj",
      "model.layers.4.self_attn.q_a_layernorm",
      "model.layers.4.shared_head.norm",
      "model.norm",
      "model.visual",
      "router",
      "visual",
      "visual.blocks.0.attn.k_norm",
      "visual.blocks.0.attn.proj",
      "visual.blocks.0.attn.proj.bias",
      "visual.blocks.0.attn.q_norm",
      "visual.blocks.0.attn.qkv",
      "visual.blocks.0.attn.qkv.bias",
      "visual.blocks.0.mlp.down_proj",
      "visual.blocks.0.mlp.down_proj.bias",
      "visual.blocks.0.mlp.gate_proj",
      "visual.blocks.0.mlp.gate_proj.bias",
      "visual.blocks.0.mlp.up_proj",
      "visual.blocks.0.mlp.up_proj.bias",
      "visual.blocks.0.norm1",
      "visual.blocks.0.norm2",
      "visual.blocks.1.attn.k_norm",
      "visual.blocks.1.attn.proj",
      "visual.blocks.1.attn.proj.bias",
      "visual.blocks.1.attn.q_norm",
      "visual.blocks.1.attn.qkv",
      "visual.blocks.1.attn.qkv.bias",
      "visual.blocks.1.mlp.down_proj",
      "visual.blocks.1.mlp.down_proj.bias",
      "visual.blocks.1.mlp.gate_proj",
      "visual.blocks.1.mlp.gate_proj.bias",
      "visual.blocks.1.mlp.up_proj",
      "visual.blocks.1.mlp.up_proj.bias",
      "visual.blocks.1.norm1",
      "visual.blocks.1.norm2",
      "visual.blocks.10.attn.k_norm",
      "visual.blocks.10.attn.proj",
      "visual.blocks.10.attn.proj.bias",
      "visual.blocks.10.attn.q_norm",
      "visual.blocks.10.attn.qkv",
      "visual.blocks.10.attn.qkv.bias",
      "visual.blocks.10.mlp.down_proj",
      "visual.blocks.10.mlp.down_proj.bias",
      "visual.blocks.10.mlp.gate_proj",
      "visual.blocks.10.mlp.gate_proj.bias",
      "visual.blocks.10.mlp.up_proj",
      "visual.blocks.10.mlp.up_proj.bias",
      "visual.blocks.10.norm1",
      "visual.blocks.10.norm2",
      "visual.blocks.11.attn.k_norm",
      "visual.blocks.11.attn.proj",
      "visual.blocks.11.attn.proj.bias",
      "visual.blocks.11.attn.q_norm",
      "visual.blocks.11.attn.qkv",
      "visual.blocks.11.attn.qkv.bias",
      "visual.blocks.11.mlp.down_proj",
      "visual.blocks.11.mlp.down_proj.bias",
      "visual.blocks.11.mlp.gate_proj",
      "visual.blocks.11.mlp.gate_proj.bias",
      "visual.blocks.11.mlp.up_proj",
      "visual.blocks.11.mlp.up_proj.bias",
      "visual.blocks.11.norm1",
      "visual.blocks.11.norm2",
      "visual.blocks.12.attn.k_norm",
      "visual.blocks.12.attn.proj",
      "visual.blocks.12.attn.proj.bias",
      "visual.blocks.12.attn.q_norm",
      "visual.blocks.12.attn.qkv",
      "visual.blocks.12.attn.qkv.bias",
      "visual.blocks.12.mlp.down_proj",
      "visual.blocks.12.mlp.down_proj.bias",
      "visual.blocks.12.mlp.gate_proj",
      "visual.blocks.12.mlp.gate_proj.bias",
      "visual.blocks.12.mlp.up_proj",
      "visual.blocks.12.mlp.up_proj.bias",
      "visual.blocks.12.norm1",
      "visual.blocks.12.norm2",
      "visual.blocks.13.attn.k_norm",
      "visual.blocks.13.attn.proj",
      "visual.blocks.13.attn.proj.bias",
      "visual.blocks.13.attn.q_norm",
      "visual.blocks.13.attn.qkv",
      "visual.blocks.13.attn.qkv.bias",
      "visual.blocks.13.mlp.down_proj",
      "visual.blocks.13.mlp.down_proj.bias",
      "visual.blocks.13.mlp.gate_proj",
      "visual.blocks.13.mlp.gate_proj.bias",
      "visual.blocks.13.mlp.up_proj",
      "visual.blocks.13.mlp.up_proj.bias",
      "visual.blocks.13.norm1",
      "visual.blocks.13.norm2",
      "visual.blocks.14.attn.k_norm",
      "visual.blocks.14.attn.proj",
      "visual.blocks.14.attn.proj.bias",
      "visual.blocks.14.attn.q_norm",
      "visual.blocks.14.attn.qkv",
      "visual.blocks.14.attn.qkv.bias",
      "visual.blocks.14.mlp.down_proj",
      "visual.blocks.14.mlp.down_proj.bias",
      "visual.blocks.14.mlp.gate_proj",
      "visual.blocks.14.mlp.gate_proj.bias",
      "visual.blocks.14.mlp.up_proj",
      "visual.blocks.14.mlp.up_proj.bias",
      "visual.blocks.14.norm1",
      "visual.blocks.14.norm2",
      "visual.blocks.15.attn.k_norm",
      "visual.blocks.15.attn.proj",
      "visual.blocks.15.attn.proj.bias",
      "visual.blocks.15.attn.q_norm",
      "visual.blocks.15.attn.qkv",
      "visual.blocks.15.attn.qkv.bias",
      "visual.blocks.15.mlp.down_proj",
      "visual.blocks.15.mlp.down_proj.bias",
      "visual.blocks.15.mlp.gate_proj",
      "visual.blocks.15.mlp.gate_proj.bias",
      "visual.blocks.15.mlp.up_proj",
      "visual.blocks.15.mlp.up_proj.bias",
      "visual.blocks.15.norm1",
      "visual.blocks.15.norm2",
      "visual.blocks.16.attn.k_norm",
      "visual.blocks.16.attn.proj",
      "visual.blocks.16.attn.proj.bias",
      "visual.blocks.16.attn.q_norm",
      "visual.blocks.16.attn.qkv",
      "visual.blocks.16.attn.qkv.bias",
      "visual.blocks.16.mlp.down_proj",
      "visual.blocks.16.mlp.down_proj.bias",
      "visual.blocks.16.mlp.gate_proj",
      "visual.blocks.16.mlp.gate_proj.bias",
      "visual.blocks.16.mlp.up_proj",
      "visual.blocks.16.mlp.up_proj.bias",
      "visual.blocks.16.norm1",
      "visual.blocks.16.norm2",
      "visual.blocks.17.attn.k_norm",
      "visual.blocks.17.attn.proj",
      "visual.blocks.17.attn.proj.bias",
      "visual.blocks.17.attn.q_norm",
      "visual.blocks.17.attn.qkv",
      "visual.blocks.17.attn.qkv.bias",
      "visual.blocks.17.mlp.down_proj",
      "visual.blocks.17.mlp.down_proj.bias",
      "visual.blocks.17.mlp.gate_proj",
      "visual.blocks.17.mlp.gate_proj.bias",
      "visual.blocks.17.mlp.up_proj",
      "visual.blocks.17.mlp.up_proj.bias",
      "visual.blocks.17.norm1",
      "visual.blocks.17.norm2",
      "visual.blocks.18.attn.k_norm",
      "visual.blocks.18.attn.proj",
      "visual.blocks.18.attn.proj.bias",
      "visual.blocks.18.attn.q_norm",
      "visual.blocks.18.attn.qkv",
      "visual.blocks.18.attn.qkv.bias",
      "visual.blocks.18.mlp.down_proj",
      "visual.blocks.18.mlp.down_proj.bias",
      "visual.blocks.18.mlp.gate_proj",
      "visual.blocks.18.mlp.gate_proj.bias",
      "visual.blocks.18.mlp.up_proj",
      "visual.blocks.18.mlp.up_proj.bias",
      "visual.blocks.18.norm1",
      "visual.blocks.18.norm2",
      "visual.blocks.19.attn.k_norm",
      "visual.blocks.19.attn.proj",
      "visual.blocks.19.attn.proj.bias",
      "visual.blocks.19.attn.q_norm",
      "visual.blocks.19.attn.qkv",
      "visual.blocks.19.attn.qkv.bias",
      "visual.blocks.19.mlp.down_proj",
      "visual.blocks.19.mlp.down_proj.bias",
      "visual.blocks.19.mlp.gate_proj",
      "visual.blocks.19.mlp.gate_proj.bias",
      "visual.blocks.19.mlp.up_proj",
      "visual.blocks.19.mlp.up_proj.bias",
      "visual.blocks.19.norm1",
      "visual.blocks.19.norm2",
      "visual.blocks.2.attn.k_norm",
      "visual.blocks.2.attn.proj",
      "visual.blocks.2.attn.proj.bias",
      "visual.blocks.2.attn.q_norm",
      "visual.blocks.2.attn.qkv",
      "visual.blocks.2.attn.qkv.bias",
      "visual.blocks.2.mlp.down_proj",
      "visual.blocks.2.mlp.down_proj.bias",
      "visual.blocks.2.mlp.gate_proj",
      "visual.blocks.2.mlp.gate_proj.bias",
      "visual.blocks.2.mlp.up_proj",
      "visual.blocks.2.mlp.up_proj.bias",
      "visual.blocks.2.norm1",
      "visual.blocks.2.norm2",
      "visual.blocks.20.attn.k_norm",
      "visual.blocks.20.attn.proj",
      "visual.blocks.20.attn.proj.bias",
      "visual.blocks.20.attn.q_norm",
      "visual.blocks.20.attn.qkv",
      "visual.blocks.20.attn.qkv.bias",
      "visual.blocks.20.mlp.down_proj",
      "visual.blocks.20.mlp.down_proj.bias",
      "visual.blocks.20.mlp.gate_proj",
      "visual.blocks.20.mlp.gate_proj.bias",
      "visual.blocks.20.mlp.up_proj",
      "visual.blocks.20.mlp.up_proj.bias",
      "visual.blocks.20.norm1",
      "visual.blocks.20.norm2",
      "visual.blocks.21.attn.k_norm",
      "visual.blocks.21.attn.proj",
      "visual.blocks.21.attn.proj.bias",
      "visual.blocks.21.attn.q_norm",
      "visual.blocks.21.attn.qkv",
      "visual.blocks.21.attn.qkv.bias",
      "visual.blocks.21.mlp.down_proj",
      "visual.blocks.21.mlp.down_proj.bias",
      "visual.blocks.21.mlp.gate_proj",
      "visual.blocks.21.mlp.gate_proj.bias",
      "visual.blocks.21.mlp.up_proj",
      "visual.blocks.21.mlp.up_proj.bias",
      "visual.blocks.21.norm1",
      "visual.blocks.21.norm2",
      "visual.blocks.22.attn.k_norm",
      "visual.blocks.22.attn.proj",
      "visual.blocks.22.attn.proj.bias",
      "visual.blocks.22.attn.q_norm",
      "visual.blocks.22.attn.qkv",
      "visual.blocks.22.attn.qkv.bias",
      "visual.blocks.22.mlp.down_proj",
      "visual.blocks.22.mlp.down_proj.bias",
      "visual.blocks.22.mlp.gate_proj",
      "visual.blocks.22.mlp.gate_proj.bias",
      "visual.blocks.22.mlp.up_proj",
      "visual.blocks.22.mlp.up_proj.bias",
      "visual.blocks.22.norm1",
      "visual.blocks.22.norm2",
      "visual.blocks.23.attn.k_norm",
      "visual.blocks.23.attn.proj",
      "visual.blocks.23.attn.proj.bias",
      "visual.blocks.23.attn.q_norm",
      "visual.blocks.23.attn.qkv",
      "visual.blocks.23.attn.qkv.bias",
      "visual.blocks.23.mlp.down_proj",
      "visual.blocks.23.mlp.down_proj.bias",
      "visual.blocks.23.mlp.gate_proj",
      "visual.blocks.23.mlp.gate_proj.bias",
      "visual.blocks.23.mlp.up_proj",
      "visual.blocks.23.mlp.up_proj.bias",
      "visual.blocks.23.norm1",
      "visual.blocks.23.norm2",
      "visual.blocks.3.attn.k_norm",
      "visual.blocks.3.attn.proj",
      "visual.blocks.3.attn.proj.bias",
      "visual.blocks.3.attn.q_norm",
      "visual.blocks.3.attn.qkv",
      "visual.blocks.3.attn.qkv.bias",
      "visual.blocks.3.mlp.down_proj",
      "visual.blocks.3.mlp.down_proj.bias",
      "visual.blocks.3.mlp.gate_proj",
      "visual.blocks.3.mlp.gate_proj.bias",
      "visual.blocks.3.mlp.up_proj",
      "visual.blocks.3.mlp.up_proj.bias",
      "visual.blocks.3.norm1",
      "visual.blocks.3.norm2",
      "visual.blocks.4.attn.k_norm",
      "visual.blocks.4.attn.proj",
      "visual.blocks.4.attn.proj.bias",
      "visual.blocks.4.attn.q_norm",
      "visual.blocks.4.attn.qkv",
      "visual.blocks.4.attn.qkv.bias",
      "visual.blocks.4.mlp.down_proj",
      "visual.blocks.4.mlp.down_proj.bias",
      "visual.blocks.4.mlp.gate_proj",
      "visual.blocks.4.mlp.gate_proj.bias",
      "visual.blocks.4.mlp.up_proj",
      "visual.blocks.4.mlp.up_proj.bias",
      "visual.blocks.4.norm1",
      "visual.blocks.4.norm2",
      "visual.blocks.5.attn.k_norm",
      "visual.blocks.5.attn.proj",
      "visual.blocks.5.attn.proj.bias",
      "visual.blocks.5.attn.q_norm",
      "visual.blocks.5.attn.qkv",
      "visual.blocks.5.attn.qkv.bias",
      "visual.blocks.5.mlp.down_proj",
      "visual.blocks.5.mlp.down_proj.bias",
      "visual.blocks.5.mlp.gate_proj",
      "visual.blocks.5.mlp.gate_proj.bias",
      "visual.blocks.5.mlp.up_proj",
      "visual.blocks.5.mlp.up_proj.bias",
      "visual.blocks.5.norm1",
      "visual.blocks.5.norm2",
      "visual.blocks.6.attn.k_norm",
      "visual.blocks.6.attn.proj",
      "visual.blocks.6.attn.proj.bias",
      "visual.blocks.6.attn.q_norm",
      "visual.blocks.6.attn.qkv",
      "visual.blocks.6.attn.qkv.bias",
      "visual.blocks.6.mlp.down_proj",
      "visual.blocks.6.mlp.down_proj.bias",
      "visual.blocks.6.mlp.gate_proj",
      "visual.blocks.6.mlp.gate_proj.bias",
      "visual.blocks.6.mlp.up_proj",
      "visual.blocks.6.mlp.up_proj.bias",
      "visual.blocks.6.norm1",
      "visual.blocks.6.norm2",
      "visual.blocks.7.attn.k_norm",
      "visual.blocks.7.attn.proj",
      "visual.blocks.7.attn.proj.bias",
      "visual.blocks.7.attn.q_norm",
      "visual.blocks.7.attn.qkv",
      "visual.blocks.7.attn.qkv.bias",
      "visual.blocks.7.mlp.down_proj",
      "visual.blocks.7.mlp.down_proj.bias",
      "visual.blocks.7.mlp.gate_proj",
      "visual.blocks.7.mlp.gate_proj.bias",
      "visual.blocks.7.mlp.up_proj",
      "visual.blocks.7.mlp.up_proj.bias",
      "visual.blocks.7.norm1",
      "visual.blocks.7.norm2",
      "visual.blocks.8.attn.k_norm",
      "visual.blocks.8.attn.proj",
      "visual.blocks.8.attn.proj.bias",
      "visual.blocks.8.attn.q_norm",
      "visual.blocks.8.attn.qkv",
      "visual.blocks.8.attn.qkv.bias",
      "visual.blocks.8.mlp.down_proj",
      "visual.blocks.8.mlp.down_proj.bias",
      "visual.blocks.8.mlp.gate_proj",
      "visual.blocks.8.mlp.gate_proj.bias",
      "visual.blocks.8.mlp.up_proj",
      "visual.blocks.8.mlp.up_proj.bias",
      "visual.blocks.8.norm1",
      "visual.blocks.8.norm2",
      "visual.blocks.9.attn.k_norm",
      "visual.blocks.9.attn.proj",
      "visual.blocks.9.attn.proj.bias",
      "visual.blocks.9.attn.q_norm",
      "visual.blocks.9.attn.qkv",
      "visual.blocks.9.attn.qkv.bias",
      "visual.blocks.9.mlp.down_proj",
      "visual.blocks.9.mlp.down_proj.bias",
      "visual.blocks.9.mlp.gate_proj",
      "visual.blocks.9.mlp.gate_proj.bias",
      "visual.blocks.9.mlp.up_proj",
      "visual.blocks.9.mlp.up_proj.bias",
      "visual.blocks.9.norm1",
      "visual.blocks.9.norm2",
      "visual.downsample",
      "visual.downsample.bias",
      "visual.merger.down_proj",
      "visual.merger.gate_proj",
      "visual.merger.post_projection_norm",
      "visual.merger.post_projection_norm.bias",
      "visual.merger.proj",
      "visual.merger.up_proj",
      "visual.patch_embed.proj",
      "visual.patch_embed.proj.bias",
      "visual.post_layernorm",
      "weights_proj"
    ],
    "quant_method": "fp8",
    "weight_block_size": [
      128,
      128
    ]
  }
}