ASzecsenyi commited on
Commit
01331f2
·
verified ·
1 Parent(s): 16ba494

Upload rva_10x256_7vwrtkuu/meta_001000.json with huggingface_hub

Browse files
Files changed (1) hide show
  1. rva_10x256_7vwrtkuu/meta_001000.json +232 -0
rva_10x256_7vwrtkuu/meta_001000.json ADDED
@@ -0,0 +1,232 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "step": 1000,
3
+ "val_bpb": 2.173667926845245,
4
+ "model_config": {
5
+ "run": "rva_10x256",
6
+ "wandb_group": null,
7
+ "seed": 42,
8
+ "device_type": "cuda",
9
+ "config": "rvamix10m",
10
+ "depth": 10,
11
+ "aspect_ratio": 64,
12
+ "model_dim": 256,
13
+ "head_dim": 16,
14
+ "sequence_len": 1024,
15
+ "vocab_size": 16384,
16
+ "rva_blocks": [
17
+ 0,
18
+ 1,
19
+ 2,
20
+ 3,
21
+ 4,
22
+ 5,
23
+ 6,
24
+ 7
25
+ ],
26
+ "mamba_blocks": [],
27
+ "gdn_blocks": [],
28
+ "gla_blocks": [],
29
+ "moe_blocks": [],
30
+ "kla_blocks": [],
31
+ "recurrent_vocab_sizes": [
32
+ 16383,
33
+ 16384,
34
+ 16384,
35
+ 16384,
36
+ 16384,
37
+ 16384,
38
+ 16384,
39
+ 16384
40
+ ],
41
+ "rva_balance_loss_weight": 0.0,
42
+ "rva_balance_loss_temperature": 1.0,
43
+ "rva_entropy_loss_weight": 0.0,
44
+ "rva_use_ema": true,
45
+ "rva_ema_decay": 0.99,
46
+ "rva_ema_epsilon": 1e-05,
47
+ "rva_use_random_reset": false,
48
+ "rva_reset_threshold": 1.0,
49
+ "rva_reset_prob": 1.0,
50
+ "rva_use_l2_norm": false,
51
+ "rva_use_fsq_ae": false,
52
+ "rva_fsq_levels": [
53
+ 4,
54
+ 4,
55
+ 4,
56
+ 4,
57
+ 4,
58
+ 4,
59
+ 4
60
+ ],
61
+ "rva_recon_loss_init": 1.0,
62
+ "rva_recon_loss_final": 0.01,
63
+ "rva_recon_anneal_fraction": 0.8,
64
+ "use_skip_connection": true,
65
+ "clustering_init_num_samples": 0,
66
+ "max_active_tokens_in_batch": -1,
67
+ "max_active_token_fraction": 0.0,
68
+ "d_state": 16,
69
+ "mamba_params": true,
70
+ "kla_kernel": true,
71
+ "mimo_rank": 1,
72
+ "skip_around_kla": true,
73
+ "decoder_mlp": false,
74
+ "use_reparametrisation_trick": true,
75
+ "num_experts": 4,
76
+ "moe_top_k": 2,
77
+ "moe_capacity_factor": 1.0,
78
+ "moe_aux_loss_weight": 0.01,
79
+ "moe_embedding_experts": false,
80
+ "num_iterations": -1,
81
+ "target_flops": -1.0,
82
+ "target_param_data_ratio": 20,
83
+ "data_dir": "base_data",
84
+ "device_batch_size": 8,
85
+ "total_batch_size": 524288,
86
+ "use_muon": true,
87
+ "embedding_lr": 0.3,
88
+ "unembedding_lr": 0.004,
89
+ "grad_clip": 1.0,
90
+ "weight_decay": 0.0,
91
+ "matrix_lr": 0.02,
92
+ "adam_beta1": 0.8,
93
+ "adam_beta2": 0.95,
94
+ "warmup_ratio": 0.05,
95
+ "warmdown_ratio": 0.4,
96
+ "final_lr_frac": 0.0,
97
+ "resume_from_step": -1,
98
+ "eval_every": 250,
99
+ "eval_tokens": 10485760,
100
+ "core_metric_every": -1,
101
+ "core_metric_max_per_task": 500,
102
+ "sample_every": 250,
103
+ "save_every": 1000,
104
+ "push_checkpoints_to_hub": true,
105
+ "profile_rva_codebook_usage": true,
106
+ "model_tag": "rva_10x256",
107
+ "stage": null,
108
+ "n_layer": 10,
109
+ "n_head": 16,
110
+ "n_kv_head": 16,
111
+ "n_embd": 256
112
+ },
113
+ "user_config": {
114
+ "run": "rva_10x256",
115
+ "wandb_group": null,
116
+ "seed": 42,
117
+ "device_type": "cuda",
118
+ "config": "rvamix10m",
119
+ "depth": 10,
120
+ "aspect_ratio": 64,
121
+ "model_dim": 256,
122
+ "head_dim": 16,
123
+ "sequence_len": 1024,
124
+ "vocab_size": 16384,
125
+ "rva_blocks": [
126
+ 0,
127
+ 1,
128
+ 2,
129
+ 3,
130
+ 4,
131
+ 5,
132
+ 6,
133
+ 7
134
+ ],
135
+ "mamba_blocks": [],
136
+ "gdn_blocks": [],
137
+ "gla_blocks": [],
138
+ "moe_blocks": [],
139
+ "kla_blocks": [],
140
+ "recurrent_vocab_sizes": [
141
+ 16383,
142
+ 16384,
143
+ 16384,
144
+ 16384,
145
+ 16384,
146
+ 16384,
147
+ 16384,
148
+ 16384
149
+ ],
150
+ "rva_balance_loss_weight": 0.0,
151
+ "rva_balance_loss_temperature": 1.0,
152
+ "rva_entropy_loss_weight": 0.0,
153
+ "rva_use_ema": true,
154
+ "rva_ema_decay": 0.99,
155
+ "rva_ema_epsilon": 1e-05,
156
+ "rva_use_random_reset": false,
157
+ "rva_reset_threshold": 1.0,
158
+ "rva_reset_prob": 1.0,
159
+ "rva_use_l2_norm": false,
160
+ "rva_use_fsq_ae": false,
161
+ "rva_fsq_levels": [
162
+ 4,
163
+ 4,
164
+ 4,
165
+ 4,
166
+ 4,
167
+ 4,
168
+ 4
169
+ ],
170
+ "rva_recon_loss_init": 1.0,
171
+ "rva_recon_loss_final": 0.01,
172
+ "rva_recon_anneal_fraction": 0.8,
173
+ "use_skip_connection": true,
174
+ "clustering_init_num_samples": 0,
175
+ "max_active_tokens_in_batch": -1,
176
+ "max_active_token_fraction": 0.0,
177
+ "d_state": 16,
178
+ "mamba_params": true,
179
+ "kla_kernel": true,
180
+ "mimo_rank": 1,
181
+ "skip_around_kla": true,
182
+ "decoder_mlp": false,
183
+ "use_reparametrisation_trick": true,
184
+ "num_experts": 4,
185
+ "moe_top_k": 2,
186
+ "moe_capacity_factor": 1.0,
187
+ "moe_aux_loss_weight": 0.01,
188
+ "moe_embedding_experts": false,
189
+ "num_iterations": -1,
190
+ "target_flops": -1.0,
191
+ "target_param_data_ratio": 20,
192
+ "data_dir": "base_data",
193
+ "device_batch_size": 8,
194
+ "total_batch_size": 524288,
195
+ "use_muon": true,
196
+ "embedding_lr": 0.3,
197
+ "unembedding_lr": 0.004,
198
+ "grad_clip": 1.0,
199
+ "weight_decay": 0.0,
200
+ "matrix_lr": 0.02,
201
+ "adam_beta1": 0.8,
202
+ "adam_beta2": 0.95,
203
+ "warmup_ratio": 0.05,
204
+ "warmdown_ratio": 0.4,
205
+ "final_lr_frac": 0.0,
206
+ "resume_from_step": -1,
207
+ "eval_every": 250,
208
+ "eval_tokens": 10485760,
209
+ "core_metric_every": -1,
210
+ "core_metric_max_per_task": 500,
211
+ "sample_every": 250,
212
+ "save_every": 1000,
213
+ "push_checkpoints_to_hub": true,
214
+ "profile_rva_codebook_usage": true,
215
+ "model_tag": "rva_10x256",
216
+ "stage": null,
217
+ "pod_name": "s2027538-infk8s-job-rhwj8-vmgbv"
218
+ },
219
+ "stage": null,
220
+ "device_batch_size": 8,
221
+ "sequence_len": 1024,
222
+ "dataloader_state_dict": {
223
+ "pq_idx": 8,
224
+ "rg_idx": 48
225
+ },
226
+ "loop_state": {
227
+ "min_val_bpb": 2.173667926845245,
228
+ "smooth_train_loss": 6.688750125518148,
229
+ "smooth_aux_loss": 0.0001743622825698995,
230
+ "total_training_time": 6967.981028079987
231
+ }
232
+ }