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use serde::Deserialize;
use crate::activations::Activation;
use crate::models::bert::BertConfig;
use crate::models::traits::WordEmbeddingsConfig;
#[derive(Debug, Deserialize)]
#[serde(default)]
pub struct AlbertConfig {
pub attention_probs_dropout_prob: f64,
pub embedding_size: i64,
pub hidden_act: Activation,
pub hidden_dropout_prob: f64,
pub hidden_size: i64,
pub initializer_range: f64,
pub inner_group_num: i64,
pub intermediate_size: i64,
pub max_position_embeddings: i64,
pub num_attention_heads: i64,
pub num_hidden_groups: i64,
pub num_hidden_layers: i64,
pub type_vocab_size: i64,
pub vocab_size: i64,
}
impl Default for AlbertConfig {
fn default() -> Self {
AlbertConfig {
attention_probs_dropout_prob: 0.,
embedding_size: 128,
hidden_act: Activation::GeluNew,
hidden_dropout_prob: 0.,
hidden_size: 768,
initializer_range: 0.02,
inner_group_num: 1,
intermediate_size: 3072,
max_position_embeddings: 512,
num_attention_heads: 12,
num_hidden_groups: 1,
num_hidden_layers: 12,
type_vocab_size: 2,
vocab_size: 30000,
}
}
}
impl From<&AlbertConfig> for BertConfig {
fn from(albert_config: &AlbertConfig) -> Self {
BertConfig {
attention_probs_dropout_prob: albert_config.attention_probs_dropout_prob,
hidden_act: albert_config.hidden_act,
hidden_dropout_prob: albert_config.hidden_dropout_prob,
hidden_size: albert_config.hidden_size,
initializer_range: albert_config.initializer_range,
intermediate_size: albert_config.intermediate_size,
layer_norm_eps: 1e-12,
max_position_embeddings: albert_config.max_position_embeddings,
num_attention_heads: albert_config.num_attention_heads,
num_hidden_layers: albert_config.num_hidden_layers,
type_vocab_size: albert_config.type_vocab_size,
vocab_size: albert_config.vocab_size,
}
}
}
impl WordEmbeddingsConfig for AlbertConfig {
fn dims(&self) -> i64 {
self.embedding_size
}
fn dropout(&self) -> f64 {
self.hidden_dropout_prob
}
fn initializer_range(&self) -> f64 {
self.initializer_range
}
fn layer_norm_eps(&self) -> f64 {
1e-12
}
fn vocab_size(&self) -> i64 {
self.vocab_size
}
}