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Support for attention bias in gemma + refactor things a bit. (#1744)

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* Support for attention bias in gemma + refactor things a bit.

* Fix the cuda tests.
This commit is contained in:
Laurent Mazare
2024-02-22 09:35:28 +01:00
committed by GitHub
parent 8013b50829
commit c753f72c85
8 changed files with 62 additions and 88 deletions
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17
candle-transformers/src/models/gemma.rs
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@ -1,7 +1,7 @@
use std::sync::Arc;
use candle::{DType, Device, Module, Result, Tensor, D};
use candle_nn::{linear_no_bias, Linear, VarBuilder};
use candle_nn::{linear_b as linear, Linear, VarBuilder};
fn default_max_position_embeddings() -> usize {
4096
@ -119,9 +119,9 @@ impl MLP {
fn new(cfg: &Config, vb: VarBuilder) -> Result<Self> {
let hidden_sz = cfg.hidden_size;
let intermediate_sz = cfg.intermediate_size;
let gate_proj = linear_no_bias(hidden_sz, intermediate_sz, vb.pp("gate_proj"))?;
let up_proj = linear_no_bias(hidden_sz, intermediate_sz, vb.pp("up_proj"))?;
let down_proj = linear_no_bias(intermediate_sz, hidden_sz, vb.pp("down_proj"))?;
let gate_proj = linear(hidden_sz, intermediate_sz, false, vb.pp("gate_proj"))?;
let up_proj = linear(hidden_sz, intermediate_sz, false, vb.pp("up_proj"))?;
let down_proj = linear(intermediate_sz, hidden_sz, false, vb.pp("down_proj"))?;
Ok(Self {
gate_proj,
up_proj,
@ -160,10 +160,11 @@ impl Attention {
let num_kv_heads = cfg.num_key_value_heads;
let num_kv_groups = num_heads / num_kv_heads;
let head_dim = cfg.head_dim;
let q_proj = linear_no_bias(hidden_sz, num_heads * head_dim, vb.pp("q_proj"))?;
let k_proj = linear_no_bias(hidden_sz, num_kv_heads * head_dim, vb.pp("k_proj"))?;
let v_proj = linear_no_bias(hidden_sz, num_kv_heads * head_dim, vb.pp("v_proj"))?;
let o_proj = linear_no_bias(num_heads * head_dim, hidden_sz, vb.pp("o_proj"))?;
let bias = cfg.attention_bias;
let q_proj = linear(hidden_sz, num_heads * head_dim, bias, vb.pp("q_proj"))?;
let k_proj = linear(hidden_sz, num_kv_heads * head_dim, bias, vb.pp("k_proj"))?;
let v_proj = linear(hidden_sz, num_kv_heads * head_dim, bias, vb.pp("v_proj"))?;
let o_proj = linear(num_heads * head_dim, hidden_sz, bias, vb.pp("o_proj"))?;
Ok(Self {
q_proj,
k_proj,