## data flow

```
                        query    ->  "你好" 
                          ┃
                      tokenizer  -> input_ids  [6]
                          ┃
 rotary_pos_emb       embedding  ->  [1, 6, 4096]
               ╲     ╱
               GLMBlock x 28  ->  [6, 1, 4096]      <━━━┓
                RMSNorm       ->  [6, 1, 4096]          ┃    final_layernorm
                 [-1:]        ->  [1, 1, 4096]          ┃
                Linear        ->  [1, 1, 65024]         ┃    output_layer  4096->65024
                softmax       ->  [1, 65024]            ┃
               multinomial    ->  [1]                   ┃
          cat([input_ids, next_tokens])              ━━━┛
                  ↓
 tokenizer.decode( )

# GLMBlock

      input
   ╱         ╲
  ╱ RMSNorm  hidden_states   -> [6, 1, 4096]
 ┃  ┋       ╱       ╲
 ┃  ┋       ┃       pow(2)  -> [6, 1, 4096]
 ┃  ┋       ┃        ┃
 ┃  ┋       ┃       mean    -> [6, 1, 1]
 ┃  ┋       ┃        ↓  
 ┃  ┋       ┃ rsqrt(   + eps)  -> [6, 1, 1]
 ┃  ┋        ╲   ╱
 ┃  ┋          mul              -> [6, 1, 4096]
 ┃  ┋            ╲     weight   -> [4096]
 ┃  ┋             ╲    ╱
 ┃  RMSNorm         mul          -> [6, 1, 4096]
 ┃                       ╲
 ┃  SelfAttention           x              -> [6, 1, 4096]
 ┃  ┋                       ┃
 ┃  ┋                     Linear           -> [6, 1, 4608]  4096->4608
 ┃  ┋                    ╱  ┃  ╲
 ┃  ┋                   q   k   v    [6, 1, 32, 128]  [6, 1, 2, 128]  [6, 1, 2, 128]
 ┃  ┋                  ╱    ┃    ╲
 ┃  ┋             pos_emb pos_emb ╲        ->   cat( x0*y0-x1*y1, x1*y0-x0*y1, x, y)
 ┃  ┋                 ┃     ┃      ┃
 ┃  ┋                 ┃   expand  expand   -> [6, 1, 32, 128] [6, 1, 32, 128]
 ┃  ┋            permute permute permute   -> [1, 32, 6, 128] [1, 32, 6, 128] [1, 32, 6, 128]
 ┃  ┋                  ╲   ╱       ┃       
 ┃  ┋          ┏----  matmul       ┃       -> [1, 32, 6, 128] [1, 32, 128, 6] -> [1, 32, 6, 6]
 ┃  ┋          ┃    add(mask)      ╱       -> [1, 32, 6, 6]
 ┃  ┋ attention┃      softmax     ╱        -> [1, 32, 6, 6] dim:-1
 ┃  ┋          ┃           ╲     ╱
 ┃  ┋          ┗----       matmul          -> [1, 32, 6, 6] [1, 32, 6, 128] -> [1, 32, 6, 128] -> [6, 1, 4096]
 ┃  SelfAttention          Linear          -> [6, 1, 4096]  4096->4096
 ┃                       ╱
 ┃           dropout
  ╲         ╱
      Add
  ╱         ╲
 ┃  RMSNorm  hidden_states   -> [6, 1, 4096]
 ┃  ┋       ╱       ╲
 ┃  ┋       ┃       pow(2)  -> [6, 1, 4096]
 ┃  ┋       ┃        ┃
 ┃  ┋       ┃       mean    -> [6, 1, 1]
 ┃  ┋       ┃        ↓  
 ┃  ┋       ┃ rsqrt(   + eps)  -> [6, 1, 1]
 ┃  ┋        ╲   ╱
 ┃  ┋          mul              -> [6, 1, 4096]
 ┃  ┋            ╲     weight   -> [4096]
 ┃  ┋             ╲    ╱
 ┃  RMSNorm         mul          -> [6, 1, 4096]
 ┃                 ╱
 ┃  mlp           ╱ 
 ┃  ┋       Linear         ->  [6, 1, 27392]  4096->27392
 ┃  ┋       ╱    ╲
 ┃  ┋    chunk1   chunk0    ->  [6, 1, 13696]
 ┃  ┋      ┃      ┃  ╲
 ┃  ┋      ┃      ┃  sigmoid
 ┃  ┋      ┃      ┃  ╱
 ┃  ┋      ┃      mul
 ┃  ┋       ╲    ╱
 ┃  ┋         mul           ->  [6, 1, 13696]
 ┃  mlp     Linear          ->  [6, 1, 4096]  13696->4096
 ┃           ╱
 ┃     dropout
 ┃    ╱
  Add

```