use crate::ir::{Argument, Node, RawNode};
use crate::processor::{
InputSpec, NodeProcessor, NodeSpec, OutputPreferences, OutputSpec, ProcessError,
};
use derive_new::new;
use onnx_ir_derive::NodeBuilder;
#[derive(Debug, Clone, new)]
pub struct EluConfig {
pub alpha: f64,
}
#[derive(Debug, Clone, NodeBuilder)]
pub struct EluNode {
pub name: String,
pub inputs: Vec<Argument>,
pub outputs: Vec<Argument>,
pub config: EluConfig,
}
pub(crate) struct EluProcessor;
impl NodeProcessor for EluProcessor {
type Config = EluConfig;
fn spec(&self) -> NodeSpec {
NodeSpec {
min_opset: 1,
max_opset: None,
inputs: InputSpec::Exact(1),
outputs: OutputSpec::Exact(1),
}
}
fn infer_types(
&self,
node: &mut RawNode,
_opset: usize,
_output_preferences: &OutputPreferences,
) -> Result<(), ProcessError> {
for (key, _value) in node.attrs.iter() {
match key.as_str() {
"alpha" => {}
_ => {
return Err(ProcessError::InvalidAttribute {
name: key.clone(),
reason: format!("Unexpected attribute for Elu: {}", key),
});
}
}
}
crate::processor::same_as_input(node);
Ok(())
}
fn extract_config(&self, node: &RawNode, _opset: usize) -> Result<Self::Config, ProcessError> {
let mut alpha = 1.0;
for (key, value) in node.attrs.iter() {
if key.as_str() == "alpha" {
alpha = value.clone().into_f32() as f64;
}
}
Ok(EluConfig { alpha })
}
fn build_node(&self, builder: RawNode, opset: usize) -> Node {
let config = self
.extract_config(&builder, opset)
.expect("Config extraction failed");
Node::Elu(EluNode {
name: builder.name,
inputs: builder.inputs,
outputs: builder.outputs,
config,
})
}
}
#[cfg(test)]
mod tests {
use super::*;
use crate::ir::NodeType;
use crate::node::test_utils::TestNodeBuilder;
fn create_test_node(alpha: f32) -> RawNode {
TestNodeBuilder::new(NodeType::Elu, "test_elu")
.input_tensor_f32("X", 3, None)
.output_tensor_f32("Y", 3, None)
.attr_float("alpha", alpha)
.build()
}
#[test]
fn test_elu_config_with_alpha() {
let node = create_test_node(0.5);
let processor = EluProcessor;
let config = processor.extract_config(&node, 16).unwrap();
assert!((config.alpha - 0.5).abs() < 1e-6);
}
#[test]
fn test_elu_config_default() {
let mut node = create_test_node(1.0);
node.attrs.clear();
let processor = EluProcessor;
let config = processor.extract_config(&node, 16).unwrap();
assert_eq!(config.alpha, 1.0);
}
#[test]
fn test_elu_infer_types() {
let mut node = TestNodeBuilder::new(NodeType::Elu, "test_elu")
.input_tensor_f32("X", 3, None)
.output_default("Y")
.attr_float("alpha", 1.0)
.build();
let processor = EluProcessor;
let prefs = OutputPreferences::new();
processor.infer_types(&mut node, 16, &prefs).unwrap();
match &node.outputs[0].ty {
crate::ir::ArgType::Tensor(t) => {
assert_eq!(t.rank, 3);
assert_eq!(t.dtype, crate::ir::DType::F32);
}
_ => panic!("Expected tensor output"),
}
}
}