# NVIDIA-Nemotron-3-Nano-30B-A3B-NVFP4

Hugging Face: `nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-NVFP4`
Reconstructed from `config.json` alone. No weights were read.

| | |
|---|---|
| Derived from structure | 102,337,027,328 |
| In the published checkpoint | 18,237,772,608 (safetensors.total, 2026-08-24) |
| Delta | +461% |
| Comparability | custom-code |
| Layers | 316 |
| Priced on | A10G (24GB) |
| Est. one run | $616838.54 |

> This repository ships its own modeling code (`auto_map`, e.g. `configuration_nemotron_h.py`), so `config.json` names a class in the repo rather than an architecture `transformers` defines. The graph below is what those config keys mean under `transformers` semantics, which is not necessarily what the repo's own file builds. A gap here is a statement about what we read, not about the checkpoint.

## Structure

| # | Layer | Type | Output shape |
|---|---|---|---|
| 1 | Input | Input | 1 × 262144 |
| 2 | Embedding | Embedding | 1 × 262144 × 2688 |
| 3 | RoPE | RoPE | 1 × 262144 × 2688 |
| 4 | LayerNorm_1_1 | LayerNorm | 1 × 262144 × 2688 |
| 5 | Attention_1 | Grouped Query Attn | 1 × 262144 × 2688 |
| 6 | Add_1_attn | Add | 1 × 262144 × 2688 |
| 7 | LayerNorm_1_2 | LayerNorm | 1 × 262144 × 2688 |
| 8 | MoE_1 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 9 | Add_1_ffn | Add | 1 × 262144 × 2688 |
| 10 | LayerNorm_2_1 | LayerNorm | 1 × 262144 × 2688 |
| 11 | Attention_2 | Grouped Query Attn | 1 × 262144 × 2688 |
| 12 | Add_2_attn | Add | 1 × 262144 × 2688 |
| 13 | LayerNorm_2_2 | LayerNorm | 1 × 262144 × 2688 |
| 14 | MoE_2 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 15 | Add_2_ffn | Add | 1 × 262144 × 2688 |
| 16 | LayerNorm_3_1 | LayerNorm | 1 × 262144 × 2688 |
| 17 | Attention_3 | Grouped Query Attn | 1 × 262144 × 2688 |
| 18 | Add_3_attn | Add | 1 × 262144 × 2688 |
| 19 | LayerNorm_3_2 | LayerNorm | 1 × 262144 × 2688 |
| 20 | MoE_3 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 21 | Add_3_ffn | Add | 1 × 262144 × 2688 |
| 22 | LayerNorm_4_1 | LayerNorm | 1 × 262144 × 2688 |
| 23 | Attention_4 | Grouped Query Attn | 1 × 262144 × 2688 |
| 24 | Add_4_attn | Add | 1 × 262144 × 2688 |
| 25 | LayerNorm_4_2 | LayerNorm | 1 × 262144 × 2688 |
| 26 | MoE_4 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 27 | Add_4_ffn | Add | 1 × 262144 × 2688 |
| 28 | LayerNorm_5_1 | LayerNorm | 1 × 262144 × 2688 |
| 29 | Attention_5 | Grouped Query Attn | 1 × 262144 × 2688 |
| 30 | Add_5_attn | Add | 1 × 262144 × 2688 |
| 31 | LayerNorm_5_2 | LayerNorm | 1 × 262144 × 2688 |
| 32 | MoE_5 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 33 | Add_5_ffn | Add | 1 × 262144 × 2688 |
| 34 | LayerNorm_6_1 | LayerNorm | 1 × 262144 × 2688 |
| 35 | Attention_6 | Grouped Query Attn | 1 × 262144 × 2688 |
| 36 | Add_6_attn | Add | 1 × 262144 × 2688 |
| 37 | LayerNorm_6_2 | LayerNorm | 1 × 262144 × 2688 |
| 38 | MoE_6 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 39 | Add_6_ffn | Add | 1 × 262144 × 2688 |
| 40 | LayerNorm_7_1 | LayerNorm | 1 × 262144 × 2688 |
| 41 | Attention_7 | Grouped Query Attn | 1 × 262144 × 2688 |
| 42 | Add_7_attn | Add | 1 × 262144 × 2688 |
| 43 | LayerNorm_7_2 | LayerNorm | 1 × 262144 × 2688 |
| 44 | MoE_7 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 45 | Add_7_ffn | Add | 1 × 262144 × 2688 |
| 46 | LayerNorm_8_1 | LayerNorm | 1 × 262144 × 2688 |
| 47 | Attention_8 | Grouped Query Attn | 1 × 262144 × 2688 |
| 48 | Add_8_attn | Add | 1 × 262144 × 2688 |
| 49 | LayerNorm_8_2 | LayerNorm | 1 × 262144 × 2688 |
| 50 | MoE_8 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 51 | Add_8_ffn | Add | 1 × 262144 × 2688 |
| 52 | LayerNorm_9_1 | LayerNorm | 1 × 262144 × 2688 |
| 53 | Attention_9 | Grouped Query Attn | 1 × 262144 × 2688 |
| 54 | Add_9_attn | Add | 1 × 262144 × 2688 |
| 55 | LayerNorm_9_2 | LayerNorm | 1 × 262144 × 2688 |
| 56 | MoE_9 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 57 | Add_9_ffn | Add | 1 × 262144 × 2688 |
| 58 | LayerNorm_10_1 | LayerNorm | 1 × 262144 × 2688 |
| 59 | Attention_10 | Grouped Query Attn | 1 × 262144 × 2688 |
| 60 | Add_10_attn | Add | 1 × 262144 × 2688 |
| 61 | LayerNorm_10_2 | LayerNorm | 1 × 262144 × 2688 |
| 62 | MoE_10 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 63 | Add_10_ffn | Add | 1 × 262144 × 2688 |
| 64 | LayerNorm_11_1 | LayerNorm | 1 × 262144 × 2688 |
| 65 | Attention_11 | Grouped Query Attn | 1 × 262144 × 2688 |
| 66 | Add_11_attn | Add | 1 × 262144 × 2688 |
| 67 | LayerNorm_11_2 | LayerNorm | 1 × 262144 × 2688 |
| 68 | MoE_11 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 69 | Add_11_ffn | Add | 1 × 262144 × 2688 |
| 70 | LayerNorm_12_1 | LayerNorm | 1 × 262144 × 2688 |
| 71 | Attention_12 | Grouped Query Attn | 1 × 262144 × 2688 |
| 72 | Add_12_attn | Add | 1 × 262144 × 2688 |
| 73 | LayerNorm_12_2 | LayerNorm | 1 × 262144 × 2688 |
| 74 | MoE_12 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 75 | Add_12_ffn | Add | 1 × 262144 × 2688 |
| 76 | LayerNorm_13_1 | LayerNorm | 1 × 262144 × 2688 |
| 77 | Attention_13 | Grouped Query Attn | 1 × 262144 × 2688 |
| 78 | Add_13_attn | Add | 1 × 262144 × 2688 |
| 79 | LayerNorm_13_2 | LayerNorm | 1 × 262144 × 2688 |
| 80 | MoE_13 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 81 | Add_13_ffn | Add | 1 × 262144 × 2688 |
| 82 | LayerNorm_14_1 | LayerNorm | 1 × 262144 × 2688 |
| 83 | Attention_14 | Grouped Query Attn | 1 × 262144 × 2688 |
| 84 | Add_14_attn | Add | 1 × 262144 × 2688 |
| 85 | LayerNorm_14_2 | LayerNorm | 1 × 262144 × 2688 |
| 86 | MoE_14 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 87 | Add_14_ffn | Add | 1 × 262144 × 2688 |
| 88 | LayerNorm_15_1 | LayerNorm | 1 × 262144 × 2688 |
| 89 | Attention_15 | Grouped Query Attn | 1 × 262144 × 2688 |
| 90 | Add_15_attn | Add | 1 × 262144 × 2688 |
| 91 | LayerNorm_15_2 | LayerNorm | 1 × 262144 × 2688 |
| 92 | MoE_15 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 93 | Add_15_ffn | Add | 1 × 262144 × 2688 |
| 94 | LayerNorm_16_1 | LayerNorm | 1 × 262144 × 2688 |
| 95 | Attention_16 | Grouped Query Attn | 1 × 262144 × 2688 |
| 96 | Add_16_attn | Add | 1 × 262144 × 2688 |
| 97 | LayerNorm_16_2 | LayerNorm | 1 × 262144 × 2688 |
| 98 | MoE_16 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 99 | Add_16_ffn | Add | 1 × 262144 × 2688 |
| 100 | LayerNorm_17_1 | LayerNorm | 1 × 262144 × 2688 |
| 101 | Attention_17 | Grouped Query Attn | 1 × 262144 × 2688 |
| 102 | Add_17_attn | Add | 1 × 262144 × 2688 |
| 103 | LayerNorm_17_2 | LayerNorm | 1 × 262144 × 2688 |
| 104 | MoE_17 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 105 | Add_17_ffn | Add | 1 × 262144 × 2688 |
| 106 | LayerNorm_18_1 | LayerNorm | 1 × 262144 × 2688 |
| 107 | Attention_18 | Grouped Query Attn | 1 × 262144 × 2688 |
| 108 | Add_18_attn | Add | 1 × 262144 × 2688 |
| 109 | LayerNorm_18_2 | LayerNorm | 1 × 262144 × 2688 |
| 110 | MoE_18 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 111 | Add_18_ffn | Add | 1 × 262144 × 2688 |
| 112 | LayerNorm_19_1 | LayerNorm | 1 × 262144 × 2688 |
| 113 | Attention_19 | Grouped Query Attn | 1 × 262144 × 2688 |
| 114 | Add_19_attn | Add | 1 × 262144 × 2688 |
| 115 | LayerNorm_19_2 | LayerNorm | 1 × 262144 × 2688 |
| 116 | MoE_19 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 117 | Add_19_ffn | Add | 1 × 262144 × 2688 |
| 118 | LayerNorm_20_1 | LayerNorm | 1 × 262144 × 2688 |
| 119 | Attention_20 | Grouped Query Attn | 1 × 262144 × 2688 |
| 120 | Add_20_attn | Add | 1 × 262144 × 2688 |
| 121 | LayerNorm_20_2 | LayerNorm | 1 × 262144 × 2688 |
| 122 | MoE_20 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 123 | Add_20_ffn | Add | 1 × 262144 × 2688 |
| 124 | LayerNorm_21_1 | LayerNorm | 1 × 262144 × 2688 |
| 125 | Attention_21 | Grouped Query Attn | 1 × 262144 × 2688 |
| 126 | Add_21_attn | Add | 1 × 262144 × 2688 |
| 127 | LayerNorm_21_2 | LayerNorm | 1 × 262144 × 2688 |
| 128 | MoE_21 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 129 | Add_21_ffn | Add | 1 × 262144 × 2688 |
| 130 | LayerNorm_22_1 | LayerNorm | 1 × 262144 × 2688 |
| 131 | Attention_22 | Grouped Query Attn | 1 × 262144 × 2688 |
| 132 | Add_22_attn | Add | 1 × 262144 × 2688 |
| 133 | LayerNorm_22_2 | LayerNorm | 1 × 262144 × 2688 |
| 134 | MoE_22 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 135 | Add_22_ffn | Add | 1 × 262144 × 2688 |
| 136 | LayerNorm_23_1 | LayerNorm | 1 × 262144 × 2688 |
| 137 | Attention_23 | Grouped Query Attn | 1 × 262144 × 2688 |
| 138 | Add_23_attn | Add | 1 × 262144 × 2688 |
| 139 | LayerNorm_23_2 | LayerNorm | 1 × 262144 × 2688 |
| 140 | MoE_23 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 141 | Add_23_ffn | Add | 1 × 262144 × 2688 |
| 142 | LayerNorm_24_1 | LayerNorm | 1 × 262144 × 2688 |
| 143 | Attention_24 | Grouped Query Attn | 1 × 262144 × 2688 |
| 144 | Add_24_attn | Add | 1 × 262144 × 2688 |
| 145 | LayerNorm_24_2 | LayerNorm | 1 × 262144 × 2688 |
| 146 | MoE_24 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 147 | Add_24_ffn | Add | 1 × 262144 × 2688 |
| 148 | LayerNorm_25_1 | LayerNorm | 1 × 262144 × 2688 |
| 149 | Attention_25 | Grouped Query Attn | 1 × 262144 × 2688 |
| 150 | Add_25_attn | Add | 1 × 262144 × 2688 |
| 151 | LayerNorm_25_2 | LayerNorm | 1 × 262144 × 2688 |
| 152 | MoE_25 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 153 | Add_25_ffn | Add | 1 × 262144 × 2688 |
| 154 | LayerNorm_26_1 | LayerNorm | 1 × 262144 × 2688 |
| 155 | Attention_26 | Grouped Query Attn | 1 × 262144 × 2688 |
| 156 | Add_26_attn | Add | 1 × 262144 × 2688 |
| 157 | LayerNorm_26_2 | LayerNorm | 1 × 262144 × 2688 |
| 158 | MoE_26 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 159 | Add_26_ffn | Add | 1 × 262144 × 2688 |
| 160 | LayerNorm_27_1 | LayerNorm | 1 × 262144 × 2688 |
| 161 | Attention_27 | Grouped Query Attn | 1 × 262144 × 2688 |
| 162 | Add_27_attn | Add | 1 × 262144 × 2688 |
| 163 | LayerNorm_27_2 | LayerNorm | 1 × 262144 × 2688 |
| 164 | MoE_27 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 165 | Add_27_ffn | Add | 1 × 262144 × 2688 |
| 166 | LayerNorm_28_1 | LayerNorm | 1 × 262144 × 2688 |
| 167 | Attention_28 | Grouped Query Attn | 1 × 262144 × 2688 |
| 168 | Add_28_attn | Add | 1 × 262144 × 2688 |
| 169 | LayerNorm_28_2 | LayerNorm | 1 × 262144 × 2688 |
| 170 | MoE_28 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 171 | Add_28_ffn | Add | 1 × 262144 × 2688 |
| 172 | LayerNorm_29_1 | LayerNorm | 1 × 262144 × 2688 |
| 173 | Attention_29 | Grouped Query Attn | 1 × 262144 × 2688 |
| 174 | Add_29_attn | Add | 1 × 262144 × 2688 |
| 175 | LayerNorm_29_2 | LayerNorm | 1 × 262144 × 2688 |
| 176 | MoE_29 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 177 | Add_29_ffn | Add | 1 × 262144 × 2688 |
| 178 | LayerNorm_30_1 | LayerNorm | 1 × 262144 × 2688 |
| 179 | Attention_30 | Grouped Query Attn | 1 × 262144 × 2688 |
| 180 | Add_30_attn | Add | 1 × 262144 × 2688 |
| 181 | LayerNorm_30_2 | LayerNorm | 1 × 262144 × 2688 |
| 182 | MoE_30 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 183 | Add_30_ffn | Add | 1 × 262144 × 2688 |
| 184 | LayerNorm_31_1 | LayerNorm | 1 × 262144 × 2688 |
| 185 | Attention_31 | Grouped Query Attn | 1 × 262144 × 2688 |
| 186 | Add_31_attn | Add | 1 × 262144 × 2688 |
| 187 | LayerNorm_31_2 | LayerNorm | 1 × 262144 × 2688 |
| 188 | MoE_31 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 189 | Add_31_ffn | Add | 1 × 262144 × 2688 |
| 190 | LayerNorm_32_1 | LayerNorm | 1 × 262144 × 2688 |
| 191 | Attention_32 | Grouped Query Attn | 1 × 262144 × 2688 |
| 192 | Add_32_attn | Add | 1 × 262144 × 2688 |
| 193 | LayerNorm_32_2 | LayerNorm | 1 × 262144 × 2688 |
| 194 | MoE_32 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 195 | Add_32_ffn | Add | 1 × 262144 × 2688 |
| 196 | LayerNorm_33_1 | LayerNorm | 1 × 262144 × 2688 |
| 197 | Attention_33 | Grouped Query Attn | 1 × 262144 × 2688 |
| 198 | Add_33_attn | Add | 1 × 262144 × 2688 |
| 199 | LayerNorm_33_2 | LayerNorm | 1 × 262144 × 2688 |
| 200 | MoE_33 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 201 | Add_33_ffn | Add | 1 × 262144 × 2688 |
| 202 | LayerNorm_34_1 | LayerNorm | 1 × 262144 × 2688 |
| 203 | Attention_34 | Grouped Query Attn | 1 × 262144 × 2688 |
| 204 | Add_34_attn | Add | 1 × 262144 × 2688 |
| 205 | LayerNorm_34_2 | LayerNorm | 1 × 262144 × 2688 |
| 206 | MoE_34 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 207 | Add_34_ffn | Add | 1 × 262144 × 2688 |
| 208 | LayerNorm_35_1 | LayerNorm | 1 × 262144 × 2688 |
| 209 | Attention_35 | Grouped Query Attn | 1 × 262144 × 2688 |
| 210 | Add_35_attn | Add | 1 × 262144 × 2688 |
| 211 | LayerNorm_35_2 | LayerNorm | 1 × 262144 × 2688 |
| 212 | MoE_35 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 213 | Add_35_ffn | Add | 1 × 262144 × 2688 |
| 214 | LayerNorm_36_1 | LayerNorm | 1 × 262144 × 2688 |
| 215 | Attention_36 | Grouped Query Attn | 1 × 262144 × 2688 |
| 216 | Add_36_attn | Add | 1 × 262144 × 2688 |
| 217 | LayerNorm_36_2 | LayerNorm | 1 × 262144 × 2688 |
| 218 | MoE_36 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 219 | Add_36_ffn | Add | 1 × 262144 × 2688 |
| 220 | LayerNorm_37_1 | LayerNorm | 1 × 262144 × 2688 |
| 221 | Attention_37 | Grouped Query Attn | 1 × 262144 × 2688 |
| 222 | Add_37_attn | Add | 1 × 262144 × 2688 |
| 223 | LayerNorm_37_2 | LayerNorm | 1 × 262144 × 2688 |
| 224 | MoE_37 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 225 | Add_37_ffn | Add | 1 × 262144 × 2688 |
| 226 | LayerNorm_38_1 | LayerNorm | 1 × 262144 × 2688 |
| 227 | Attention_38 | Grouped Query Attn | 1 × 262144 × 2688 |
| 228 | Add_38_attn | Add | 1 × 262144 × 2688 |
| 229 | LayerNorm_38_2 | LayerNorm | 1 × 262144 × 2688 |
| 230 | MoE_38 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 231 | Add_38_ffn | Add | 1 × 262144 × 2688 |
| 232 | LayerNorm_39_1 | LayerNorm | 1 × 262144 × 2688 |
| 233 | Attention_39 | Grouped Query Attn | 1 × 262144 × 2688 |
| 234 | Add_39_attn | Add | 1 × 262144 × 2688 |
| 235 | LayerNorm_39_2 | LayerNorm | 1 × 262144 × 2688 |
| 236 | MoE_39 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 237 | Add_39_ffn | Add | 1 × 262144 × 2688 |
| 238 | LayerNorm_40_1 | LayerNorm | 1 × 262144 × 2688 |
| 239 | Attention_40 | Grouped Query Attn | 1 × 262144 × 2688 |
| 240 | Add_40_attn | Add | 1 × 262144 × 2688 |
| 241 | LayerNorm_40_2 | LayerNorm | 1 × 262144 × 2688 |
| 242 | MoE_40 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 243 | Add_40_ffn | Add | 1 × 262144 × 2688 |
| 244 | LayerNorm_41_1 | LayerNorm | 1 × 262144 × 2688 |
| 245 | Attention_41 | Grouped Query Attn | 1 × 262144 × 2688 |
| 246 | Add_41_attn | Add | 1 × 262144 × 2688 |
| 247 | LayerNorm_41_2 | LayerNorm | 1 × 262144 × 2688 |
| 248 | MoE_41 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 249 | Add_41_ffn | Add | 1 × 262144 × 2688 |
| 250 | LayerNorm_42_1 | LayerNorm | 1 × 262144 × 2688 |
| 251 | Attention_42 | Grouped Query Attn | 1 × 262144 × 2688 |
| 252 | Add_42_attn | Add | 1 × 262144 × 2688 |
| 253 | LayerNorm_42_2 | LayerNorm | 1 × 262144 × 2688 |
| 254 | MoE_42 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 255 | Add_42_ffn | Add | 1 × 262144 × 2688 |
| 256 | LayerNorm_43_1 | LayerNorm | 1 × 262144 × 2688 |
| 257 | Attention_43 | Grouped Query Attn | 1 × 262144 × 2688 |
| 258 | Add_43_attn | Add | 1 × 262144 × 2688 |
| 259 | LayerNorm_43_2 | LayerNorm | 1 × 262144 × 2688 |
| 260 | MoE_43 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 261 | Add_43_ffn | Add | 1 × 262144 × 2688 |
| 262 | LayerNorm_44_1 | LayerNorm | 1 × 262144 × 2688 |
| 263 | Attention_44 | Grouped Query Attn | 1 × 262144 × 2688 |
| 264 | Add_44_attn | Add | 1 × 262144 × 2688 |
| 265 | LayerNorm_44_2 | LayerNorm | 1 × 262144 × 2688 |
| 266 | MoE_44 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 267 | Add_44_ffn | Add | 1 × 262144 × 2688 |
| 268 | LayerNorm_45_1 | LayerNorm | 1 × 262144 × 2688 |
| 269 | Attention_45 | Grouped Query Attn | 1 × 262144 × 2688 |
| 270 | Add_45_attn | Add | 1 × 262144 × 2688 |
| 271 | LayerNorm_45_2 | LayerNorm | 1 × 262144 × 2688 |
| 272 | MoE_45 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 273 | Add_45_ffn | Add | 1 × 262144 × 2688 |
| 274 | LayerNorm_46_1 | LayerNorm | 1 × 262144 × 2688 |
| 275 | Attention_46 | Grouped Query Attn | 1 × 262144 × 2688 |
| 276 | Add_46_attn | Add | 1 × 262144 × 2688 |
| 277 | LayerNorm_46_2 | LayerNorm | 1 × 262144 × 2688 |
| 278 | MoE_46 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 279 | Add_46_ffn | Add | 1 × 262144 × 2688 |
| 280 | LayerNorm_47_1 | LayerNorm | 1 × 262144 × 2688 |
| 281 | Attention_47 | Grouped Query Attn | 1 × 262144 × 2688 |
| 282 | Add_47_attn | Add | 1 × 262144 × 2688 |
| 283 | LayerNorm_47_2 | LayerNorm | 1 × 262144 × 2688 |
| 284 | MoE_47 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 285 | Add_47_ffn | Add | 1 × 262144 × 2688 |
| 286 | LayerNorm_48_1 | LayerNorm | 1 × 262144 × 2688 |
| 287 | Attention_48 | Grouped Query Attn | 1 × 262144 × 2688 |
| 288 | Add_48_attn | Add | 1 × 262144 × 2688 |
| 289 | LayerNorm_48_2 | LayerNorm | 1 × 262144 × 2688 |
| 290 | MoE_48 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 291 | Add_48_ffn | Add | 1 × 262144 × 2688 |
| 292 | LayerNorm_49_1 | LayerNorm | 1 × 262144 × 2688 |
| 293 | Attention_49 | Grouped Query Attn | 1 × 262144 × 2688 |
| 294 | Add_49_attn | Add | 1 × 262144 × 2688 |
| 295 | LayerNorm_49_2 | LayerNorm | 1 × 262144 × 2688 |
| 296 | MoE_49 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 297 | Add_49_ffn | Add | 1 × 262144 × 2688 |
| 298 | LayerNorm_50_1 | LayerNorm | 1 × 262144 × 2688 |
| 299 | Attention_50 | Grouped Query Attn | 1 × 262144 × 2688 |
| 300 | Add_50_attn | Add | 1 × 262144 × 2688 |
| 301 | LayerNorm_50_2 | LayerNorm | 1 × 262144 × 2688 |
| 302 | MoE_50 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 303 | Add_50_ffn | Add | 1 × 262144 × 2688 |
| 304 | LayerNorm_51_1 | LayerNorm | 1 × 262144 × 2688 |
| 305 | Attention_51 | Grouped Query Attn | 1 × 262144 × 2688 |
| 306 | Add_51_attn | Add | 1 × 262144 × 2688 |
| 307 | LayerNorm_51_2 | LayerNorm | 1 × 262144 × 2688 |
| 308 | MoE_51 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 309 | Add_51_ffn | Add | 1 × 262144 × 2688 |
| 310 | LayerNorm_52_1 | LayerNorm | 1 × 262144 × 2688 |
| 311 | Attention_52 | Grouped Query Attn | 1 × 262144 × 2688 |
| 312 | Add_52_attn | Add | 1 × 262144 × 2688 |
| 313 | LayerNorm_52_2 | LayerNorm | 1 × 262144 × 2688 |
| 314 | MoE_52 | Shared-Expert MoE | 1 × 262144 × 2688 |
| 315 | Add_52_ffn | Add | 1 × 262144 × 2688 |
| 316 | Final_LayerNorm | LayerNorm | 1 × 262144 × 2688 |
| 317 | LM_Head | Linear | 1 × 262144 × 131072 |
| 318 | Output | Output | 1 × 262144 × 131072 |

## Do this to your own model

```
pip install neurarch-trace
neurarch-trace nvidia/NVIDIA-Nemotron-3-Nano-30B-A3B-NVFP4 --plan --share
```

- Page: https://neurarch.com/m/nvidia-nemotron-3-nano-30b-a3b-nvfp4.html
- All models: https://neurarch.com/m/index.json
- The checks: https://neurarch.com/r/index.json