Add config.json (enables Hub download tracking)
Browse files- config.json +362 -0
config.json
ADDED
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|
| 1 |
+
{
|
| 2 |
+
"model_target": "hypnos.models.rq_transformer.MultiModalRQTransformer",
|
| 3 |
+
"model_kwargs": {
|
| 4 |
+
"channel_embeddings": true,
|
| 5 |
+
"cls_independent_crp": false,
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| 6 |
+
"depth_depth": 4,
|
| 7 |
+
"depth_dim": 384,
|
| 8 |
+
"depth_heads": 6,
|
| 9 |
+
"depth_mlp_ratio": 4.0,
|
| 10 |
+
"dropout": 0.1,
|
| 11 |
+
"embed_dim": 768,
|
| 12 |
+
"global_every_n": 4,
|
| 13 |
+
"global_window": 256,
|
| 14 |
+
"layer_scale_init": 0.01,
|
| 15 |
+
"max_seq_len": 16384,
|
| 16 |
+
"mod_context_dropout_p": 0.0,
|
| 17 |
+
"modality_attn_every_n": 1,
|
| 18 |
+
"modality_attn_start_layer": 0,
|
| 19 |
+
"modality_grouping_alpha": 1.0,
|
| 20 |
+
"modality_loss_weights": null,
|
| 21 |
+
"modality_use_ffn": false,
|
| 22 |
+
"qk_norm": true,
|
| 23 |
+
"random_subset_masking": false,
|
| 24 |
+
"share_trunk_depth_emb": false,
|
| 25 |
+
"sliding_window": 64,
|
| 26 |
+
"swiglu": true,
|
| 27 |
+
"temporal_depth": 12,
|
| 28 |
+
"temporal_heads": 12,
|
| 29 |
+
"temporal_mlp_ratio": 4.0,
|
| 30 |
+
"tie_depth_io": false,
|
| 31 |
+
"use_activation_checkpointing": false,
|
| 32 |
+
"use_cls": false,
|
| 33 |
+
"xsa": false
|
| 34 |
+
},
|
| 35 |
+
"modalities": [
|
| 36 |
+
{
|
| 37 |
+
"name": "eeg_c3",
|
| 38 |
+
"signal_type": "eeg",
|
| 39 |
+
"channels": [
|
| 40 |
+
"C3"
|
| 41 |
+
],
|
| 42 |
+
"tokenizer": "eeg-q8-causal",
|
| 43 |
+
"num_quantizers": 8,
|
| 44 |
+
"codebook_size": 2048,
|
| 45 |
+
"token_duration_sec": 1.0,
|
| 46 |
+
"sample_rate": 128,
|
| 47 |
+
"preprocess_modality": "eeg"
|
| 48 |
+
},
|
| 49 |
+
{
|
| 50 |
+
"name": "eeg_c4",
|
| 51 |
+
"signal_type": "eeg",
|
| 52 |
+
"channels": [
|
| 53 |
+
"C4"
|
| 54 |
+
],
|
| 55 |
+
"tokenizer": "eeg-q8-causal",
|
| 56 |
+
"num_quantizers": 8,
|
| 57 |
+
"codebook_size": 2048,
|
| 58 |
+
"token_duration_sec": 1.0,
|
| 59 |
+
"sample_rate": 128,
|
| 60 |
+
"preprocess_modality": "eeg"
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"name": "ecg",
|
| 64 |
+
"signal_type": "ecg",
|
| 65 |
+
"channels": [
|
| 66 |
+
"ECG"
|
| 67 |
+
],
|
| 68 |
+
"tokenizer": "ecg-q4-causal",
|
| 69 |
+
"num_quantizers": 4,
|
| 70 |
+
"codebook_size": 2048,
|
| 71 |
+
"token_duration_sec": 1.0,
|
| 72 |
+
"sample_rate": 128,
|
| 73 |
+
"preprocess_modality": "ecg"
|
| 74 |
+
},
|
| 75 |
+
{
|
| 76 |
+
"name": "resp_abd",
|
| 77 |
+
"signal_type": "resp",
|
| 78 |
+
"channels": [
|
| 79 |
+
"ABD"
|
| 80 |
+
],
|
| 81 |
+
"tokenizer": "resp-q4-causal",
|
| 82 |
+
"num_quantizers": 4,
|
| 83 |
+
"codebook_size": 2048,
|
| 84 |
+
"token_duration_sec": 1.0,
|
| 85 |
+
"sample_rate": 32,
|
| 86 |
+
"preprocess_modality": "respiratory"
|
| 87 |
+
},
|
| 88 |
+
{
|
| 89 |
+
"name": "resp_thx",
|
| 90 |
+
"signal_type": "resp",
|
| 91 |
+
"channels": [
|
| 92 |
+
"THX"
|
| 93 |
+
],
|
| 94 |
+
"tokenizer": "resp-q4-causal",
|
| 95 |
+
"num_quantizers": 4,
|
| 96 |
+
"codebook_size": 2048,
|
| 97 |
+
"token_duration_sec": 1.0,
|
| 98 |
+
"sample_rate": 32,
|
| 99 |
+
"preprocess_modality": "respiratory"
|
| 100 |
+
},
|
| 101 |
+
{
|
| 102 |
+
"name": "emg_chin",
|
| 103 |
+
"signal_type": "emg",
|
| 104 |
+
"channels": [
|
| 105 |
+
"Chin"
|
| 106 |
+
],
|
| 107 |
+
"tokenizer": "emg-q8-causal",
|
| 108 |
+
"num_quantizers": 8,
|
| 109 |
+
"codebook_size": 2048,
|
| 110 |
+
"token_duration_sec": 1.0,
|
| 111 |
+
"sample_rate": 128,
|
| 112 |
+
"preprocess_modality": "emg"
|
| 113 |
+
},
|
| 114 |
+
{
|
| 115 |
+
"name": "eog_e1",
|
| 116 |
+
"signal_type": "eog",
|
| 117 |
+
"channels": [
|
| 118 |
+
"E1"
|
| 119 |
+
],
|
| 120 |
+
"tokenizer": "eog-q8-causal",
|
| 121 |
+
"num_quantizers": 8,
|
| 122 |
+
"codebook_size": 2048,
|
| 123 |
+
"token_duration_sec": 1.0,
|
| 124 |
+
"sample_rate": 128,
|
| 125 |
+
"preprocess_modality": "eeg"
|
| 126 |
+
},
|
| 127 |
+
{
|
| 128 |
+
"name": "eog_e2",
|
| 129 |
+
"signal_type": "eog",
|
| 130 |
+
"channels": [
|
| 131 |
+
"E2"
|
| 132 |
+
],
|
| 133 |
+
"tokenizer": "eog-q8-causal",
|
| 134 |
+
"num_quantizers": 8,
|
| 135 |
+
"codebook_size": 2048,
|
| 136 |
+
"token_duration_sec": 1.0,
|
| 137 |
+
"sample_rate": 128,
|
| 138 |
+
"preprocess_modality": "eeg"
|
| 139 |
+
}
|
| 140 |
+
],
|
| 141 |
+
"tokenizers": {
|
| 142 |
+
"eeg-q8-causal": {
|
| 143 |
+
"signal_type": "eeg",
|
| 144 |
+
"num_quantizers": 8,
|
| 145 |
+
"codebook_size": 2048,
|
| 146 |
+
"token_duration_sec": 1.0,
|
| 147 |
+
"sample_rate": 128,
|
| 148 |
+
"tokenizer_kwargs": {
|
| 149 |
+
"activation": "elu",
|
| 150 |
+
"attention_depth": 4,
|
| 151 |
+
"attention_heads": 8,
|
| 152 |
+
"causal": true,
|
| 153 |
+
"codebook_dim": 256,
|
| 154 |
+
"codebook_size": 2048,
|
| 155 |
+
"commitment_cost": 0.25,
|
| 156 |
+
"dilation_base": 2,
|
| 157 |
+
"ema_decay": 0.99,
|
| 158 |
+
"embed_dim": 512,
|
| 159 |
+
"in_channels": 1,
|
| 160 |
+
"last_kernel_size": 7,
|
| 161 |
+
"latent_dim": null,
|
| 162 |
+
"layer_scale_init": 0.01,
|
| 163 |
+
"mode": "discrete",
|
| 164 |
+
"n_filters": 64,
|
| 165 |
+
"n_residual_layers": 1,
|
| 166 |
+
"norm": "weight",
|
| 167 |
+
"num_quantizers": 8,
|
| 168 |
+
"pad_mode": "reflect",
|
| 169 |
+
"quantization_dropout": 0.5,
|
| 170 |
+
"quantizer_dropout": 0.0,
|
| 171 |
+
"ratios": [
|
| 172 |
+
2,
|
| 173 |
+
4,
|
| 174 |
+
4,
|
| 175 |
+
4
|
| 176 |
+
],
|
| 177 |
+
"rotation_trick": true,
|
| 178 |
+
"sample_rate": 128,
|
| 179 |
+
"stride_kernel_multiplier": 2,
|
| 180 |
+
"token_duration_sec": 1.0,
|
| 181 |
+
"transformer_dim_feedforward": 2048,
|
| 182 |
+
"use_activation_checkpointing": false,
|
| 183 |
+
"window_size": 32
|
| 184 |
+
}
|
| 185 |
+
},
|
| 186 |
+
"ecg-q4-causal": {
|
| 187 |
+
"signal_type": "ecg",
|
| 188 |
+
"num_quantizers": 4,
|
| 189 |
+
"codebook_size": 2048,
|
| 190 |
+
"token_duration_sec": 1.0,
|
| 191 |
+
"sample_rate": 128,
|
| 192 |
+
"tokenizer_kwargs": {
|
| 193 |
+
"activation": "elu",
|
| 194 |
+
"attention_depth": 4,
|
| 195 |
+
"attention_heads": 8,
|
| 196 |
+
"causal": true,
|
| 197 |
+
"codebook_dim": 256,
|
| 198 |
+
"codebook_size": 2048,
|
| 199 |
+
"commitment_cost": 0.25,
|
| 200 |
+
"dilation_base": 2,
|
| 201 |
+
"ema_decay": 0.99,
|
| 202 |
+
"embed_dim": 512,
|
| 203 |
+
"in_channels": 1,
|
| 204 |
+
"last_kernel_size": 7,
|
| 205 |
+
"latent_dim": null,
|
| 206 |
+
"layer_scale_init": 0.01,
|
| 207 |
+
"mode": "discrete",
|
| 208 |
+
"n_filters": 64,
|
| 209 |
+
"n_residual_layers": 1,
|
| 210 |
+
"norm": "weight",
|
| 211 |
+
"num_quantizers": 4,
|
| 212 |
+
"pad_mode": "reflect",
|
| 213 |
+
"quantization_dropout": 0.5,
|
| 214 |
+
"quantizer_dropout": 0.0,
|
| 215 |
+
"ratios": [
|
| 216 |
+
2,
|
| 217 |
+
4,
|
| 218 |
+
4,
|
| 219 |
+
4
|
| 220 |
+
],
|
| 221 |
+
"rotation_trick": true,
|
| 222 |
+
"sample_rate": 128,
|
| 223 |
+
"stride_kernel_multiplier": 2,
|
| 224 |
+
"token_duration_sec": 1.0,
|
| 225 |
+
"transformer_dim_feedforward": 2048,
|
| 226 |
+
"use_activation_checkpointing": false,
|
| 227 |
+
"window_size": 32
|
| 228 |
+
}
|
| 229 |
+
},
|
| 230 |
+
"resp-q4-causal": {
|
| 231 |
+
"signal_type": "resp",
|
| 232 |
+
"num_quantizers": 4,
|
| 233 |
+
"codebook_size": 2048,
|
| 234 |
+
"token_duration_sec": 1.0,
|
| 235 |
+
"sample_rate": 32,
|
| 236 |
+
"tokenizer_kwargs": {
|
| 237 |
+
"activation": "elu",
|
| 238 |
+
"attention_depth": 4,
|
| 239 |
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