use super::prelude::*;
impl NodeCodegen for onnx_ir::dropout::DropoutNode {
fn inputs(&self) -> &[Argument] {
&self.inputs
}
fn outputs(&self) -> &[Argument] {
&self.outputs
}
fn field(&self) -> Option<Field> {
let name = Ident::new(&self.name, Span::call_site());
let prob = match &self.config.prob {
onnx_ir::dropout::DropoutInput::Static(val) => val.to_tokens(),
onnx_ir::dropout::DropoutInput::Runtime(_) => {
panic!("Runtime input is not implemented for Dropout")
}
};
Some(Field::new(
self.name.clone(),
quote! {
Dropout
},
quote! {
let #name = DropoutConfig::new(#prob).init();
},
))
}
fn forward(&self, scope: &mut ScopeAtPosition<'_>) -> TokenStream {
let input = scope.arg(self.inputs.first().unwrap());
let output = arg_to_ident(self.outputs.first().unwrap());
let field = Ident::new(&self.name, Span::call_site());
quote! {
let #output = self.#field.forward(#input);
}
}
fn register_imports(&self, imports: &mut BurnImports) {
imports.register("burn::nn::Dropout");
imports.register("burn::nn::DropoutConfig");
}
}
#[cfg(test)]
mod tests {
use super::super::test_helpers::*;
use burn::tensor::DType;
use insta::assert_snapshot;
use onnx_ir::dropout::{DropoutConfig, DropoutInput, DropoutNodeBuilder};
#[test]
fn test_dropout_forward() {
let config = DropoutConfig::new(DropoutInput::Static(0.5));
let node = DropoutNodeBuilder::new("dropout1")
.input_tensor("input", 2, DType::F32)
.output_tensor("output", 2, DType::F32)
.config(config)
.build();
let code = codegen_forward_default(&node);
assert_snapshot!(code, @r"
pub fn forward(&self, input: Tensor<B, 2>) -> Tensor<B, 2> {
let output = self.dropout1.forward(input);
output
}
");
}
}