Create configuration_veronica.py
Browse files
src/veronica/configuration_veronica.py
ADDED
|
@@ -0,0 +1,57 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from typing import Optional
|
| 2 |
+
|
| 3 |
+
from transformers import PretrainedConfig
|
| 4 |
+
|
| 5 |
+
|
| 6 |
+
class VeronicaConfig(PretrainedConfig):
|
| 7 |
+
model_type = "veronica"
|
| 8 |
+
|
| 9 |
+
def __init__(
|
| 10 |
+
self,
|
| 11 |
+
vocab_size: int = 50257,
|
| 12 |
+
n_layer: int = 24,
|
| 13 |
+
n_head: int = 12,
|
| 14 |
+
n_embd: int = 768,
|
| 15 |
+
mlp_mult: float = 4.0,
|
| 16 |
+
num_funcs: int = 3,
|
| 17 |
+
router_dim: Optional[int] = None,
|
| 18 |
+
dropout: float = 0.0,
|
| 19 |
+
use_channel_attention: bool = False,
|
| 20 |
+
max_position_embeddings: int = 4096,
|
| 21 |
+
layer_norm_epsilon: float = 1e-5,
|
| 22 |
+
gradient_checkpointing: bool = False,
|
| 23 |
+
# router aux-loss weight (entropy regularizer)
|
| 24 |
+
router_aux_weight: float = 0.02,
|
| 25 |
+
# temperatura del router (softmax(logits / tau))
|
| 26 |
+
router_tau: float = 1.0,
|
| 27 |
+
# RoPE theta (base for frequency computation)
|
| 28 |
+
rope_theta: float = 10000.0,
|
| 29 |
+
**kwargs,
|
| 30 |
+
):
|
| 31 |
+
super().__init__(**kwargs)
|
| 32 |
+
|
| 33 |
+
# Dimensioni base
|
| 34 |
+
self.vocab_size = vocab_size
|
| 35 |
+
self.n_layer = n_layer
|
| 36 |
+
self.n_head = n_head
|
| 37 |
+
self.n_embd = n_embd
|
| 38 |
+
self.mlp_mult = mlp_mult
|
| 39 |
+
self.num_funcs = num_funcs
|
| 40 |
+
self.router_dim = router_dim
|
| 41 |
+
self.dropout = dropout
|
| 42 |
+
self.use_channel_attention = use_channel_attention
|
| 43 |
+
self.max_position_embeddings = max_position_embeddings
|
| 44 |
+
self.layer_norm_epsilon = layer_norm_epsilon
|
| 45 |
+
self.gradient_checkpointing = gradient_checkpointing
|
| 46 |
+
|
| 47 |
+
# HF standard field names
|
| 48 |
+
self.num_hidden_layers = n_layer
|
| 49 |
+
self.num_attention_heads = n_head
|
| 50 |
+
self.hidden_size = n_embd
|
| 51 |
+
|
| 52 |
+
# Router
|
| 53 |
+
self.router_aux_weight = router_aux_weight
|
| 54 |
+
self.router_tau = router_tau
|
| 55 |
+
|
| 56 |
+
# RoPE
|
| 57 |
+
self.rope_theta = rope_theta
|