webnn-graph 0.3.0

// Activation and unary math operators: Relu, Gelu, Tanh, Sigmoid, Sqrt, Exp, Log, Abs, Neg, Erf

use crate::ast::Node;
use crate::onnx::convert::{sanitize_identifier, OnnxError};
use crate::onnx::ops::{ConversionContext, ConversionResult, OpHandler};
use crate::protos::onnx::NodeProto;
use serde_json::Map;

pub struct ActivationHandler;

impl OpHandler for ActivationHandler {
    fn supports(&self, op_type: &str) -> bool {
        matches!(
            op_type,
            "Relu"
                | "Gelu"
                | "Tanh"
                | "Sigmoid"
                | "Sqrt"
                | "Exp"
                | "Log"
                | "Abs"
                | "Neg"
                | "Erf"
                | "Cos"
                | "Sin"
        )
    }

    fn convert(
        &self,
        node: &NodeProto,
        context: &ConversionContext,
    ) -> Result<ConversionResult, OnnxError> {
        let op_type = node.op_type.as_str();
        let node_name = if !node.name.is_empty() {
            node.name.as_str().to_string()
        } else {
            "unnamed".to_string()
        };

        // Map ONNX operator to WebNN operation name
        let webnn_op = match op_type {
            "Relu" => "relu",
            "Gelu" => "gelu",
            "Tanh" => "tanh",
            "Sigmoid" => "sigmoid",
            "Sqrt" => "sqrt",
            "Exp" => "exp",
            "Log" => "log",
            "Abs" => "abs",
            "Neg" => "neg",
            "Erf" => "erf",
            "Cos" => "cos",
            "Sin" => "sin",
            _ => {
                return Err(OnnxError::UnsupportedOp {
                    op: op_type.to_string(),
                    node: node_name,
                })
            }
        };

        self.convert_unary(node, &node_name, webnn_op, context)
    }
}

impl ActivationHandler {
    /// Convert ONNX unary/activation operation to WebNN
    fn convert_unary(
        &self,
        node: &NodeProto,
        node_name: &str,
        webnn_op: &str,
        context: &ConversionContext,
    ) -> Result<ConversionResult, OnnxError> {
        let inputs = node.input.as_slice();
        if inputs.len() != 1 {
            return Err(OnnxError::InvalidShape(format!(
                "{} expects 1 input, got {}",
                webnn_op,
                inputs.len()
            )));
        }

        let output_name = if node.output.as_slice().is_empty() {
            format!("{}_output", node_name)
        } else {
            sanitize_identifier(&node.output.as_slice()[0].to_string())
        };

        let input0 = context.resolve_input(&inputs[0]);

        let options = Map::new();

        let mut result = ConversionResult::new(vec![Node {
            id: output_name.clone(),
            op: webnn_op.to_string(),
            inputs: vec![input0],
            options,
            outputs: None,
        }]);

        if let Some(output) = node.output.as_slice().first() {
            result
                .output_mappings
                .insert(output.to_string(), output_name.clone());
        }

        Ok(result)
    }
}

#[cfg(test)]
mod tests {
    use super::*;
    use crate::protos::onnx::NodeProto;

    fn create_test_node(op_type: &str, inputs: Vec<&str>, outputs: Vec<&str>) -> NodeProto {
        NodeProto {
            op_type: op_type.to_string(),
            name: format!("test_{}", op_type.to_lowercase()),
            input: inputs.iter().map(|s| s.to_string()).collect(),
            output: outputs.iter().map(|s| s.to_string()).collect(),
            ..Default::default()
        }
    }

    #[test]
    fn test_activation_handler_supports() {
        let handler = ActivationHandler;
        assert!(handler.supports("Relu"));
        assert!(handler.supports("Gelu"));
        assert!(handler.supports("Tanh"));
        assert!(handler.supports("Sigmoid"));
        assert!(handler.supports("Sqrt"));
        assert!(handler.supports("Exp"));
        assert!(handler.supports("Log"));
        assert!(handler.supports("Abs"));
        assert!(handler.supports("Neg"));
        assert!(handler.supports("Erf"));
        assert!(handler.supports("Cos"));
        assert!(handler.supports("Sin"));
        assert!(!handler.supports("Add"));
    }

    #[test]
    fn test_convert_relu() {
        let handler = ActivationHandler;
        let node = create_test_node("Relu", vec!["x"], vec!["y"]);
        let initializers = std::collections::HashMap::new();
        let value_shapes = std::collections::HashMap::new();
        let const_values = std::collections::HashMap::new();
        let value_ids = std::collections::HashMap::new();
        let value_types = std::collections::HashMap::new();
        let context = ConversionContext {
            initializers: &initializers,
            value_shapes: &value_shapes,
            value_shape_dims: crate::onnx::ops::empty_value_shape_dims(),
            const_values: &const_values,
            value_ids: &value_ids,
            value_types: &value_types,
        };

        let result = handler.convert(&node, &context).unwrap();
        assert_eq!(result.nodes.len(), 1);
        assert_eq!(result.nodes[0].op, "relu");
        assert_eq!(result.nodes[0].inputs, vec!["x"]);
    }

    #[test]
    fn test_convert_sqrt() {
        let handler = ActivationHandler;
        let node = create_test_node("Sqrt", vec!["x"], vec!["y"]);
        let initializers = std::collections::HashMap::new();
        let value_shapes = std::collections::HashMap::new();
        let const_values = std::collections::HashMap::new();
        let value_ids = std::collections::HashMap::new();
        let value_types = std::collections::HashMap::new();
        let context = ConversionContext {
            initializers: &initializers,
            value_shapes: &value_shapes,
            value_shape_dims: crate::onnx::ops::empty_value_shape_dims(),
            const_values: &const_values,
            value_ids: &value_ids,
            value_types: &value_types,
        };

        let result = handler.convert(&node, &context).unwrap();
        assert_eq!(result.nodes.len(), 1);
        assert_eq!(result.nodes[0].op, "sqrt");
        assert_eq!(result.nodes[0].inputs, vec!["x"]);
    }

    #[test]
    fn test_convert_gelu() {
        let handler = ActivationHandler;
        let node = create_test_node("Gelu", vec!["x"], vec!["y"]);
        let initializers = std::collections::HashMap::new();
        let value_shapes = std::collections::HashMap::new();
        let const_values = std::collections::HashMap::new();
        let value_ids = std::collections::HashMap::new();
        let value_types = std::collections::HashMap::new();
        let context = ConversionContext {
            initializers: &initializers,
            value_shapes: &value_shapes,
            value_shape_dims: crate::onnx::ops::empty_value_shape_dims(),
            const_values: &const_values,
            value_ids: &value_ids,
            value_types: &value_types,
        };

        let result = handler.convert(&node, &context).unwrap();
        assert_eq!(result.nodes.len(), 1);
        assert_eq!(result.nodes[0].op, "gelu");
    }

    #[test]
    fn test_convert_cos() {
        let handler = ActivationHandler;
        let node = create_test_node("Cos", vec!["x"], vec!["y"]);
        let initializers = std::collections::HashMap::new();
        let value_shapes = std::collections::HashMap::new();
        let const_values = std::collections::HashMap::new();
        let value_ids = std::collections::HashMap::new();
        let value_types = std::collections::HashMap::new();
        let context = ConversionContext {
            initializers: &initializers,
            value_shapes: &value_shapes,
            value_shape_dims: crate::onnx::ops::empty_value_shape_dims(),
            const_values: &const_values,
            value_ids: &value_ids,
            value_types: &value_types,
        };

        let result = handler.convert(&node, &context).unwrap();
        assert_eq!(result.nodes.len(), 1);
        assert_eq!(result.nodes[0].op, "cos");
    }

    #[test]
    fn test_convert_sin() {
        let handler = ActivationHandler;
        let node = create_test_node("Sin", vec!["x"], vec!["y"]);
        let initializers = std::collections::HashMap::new();
        let value_shapes = std::collections::HashMap::new();
        let const_values = std::collections::HashMap::new();
        let value_ids = std::collections::HashMap::new();
        let value_types = std::collections::HashMap::new();
        let context = ConversionContext {
            initializers: &initializers,
            value_shapes: &value_shapes,
            value_shape_dims: crate::onnx::ops::empty_value_shape_dims(),
            const_values: &const_values,
            value_ids: &value_ids,
            value_types: &value_types,
        };

        let result = handler.convert(&node, &context).unwrap();
        assert_eq!(result.nodes.len(), 1);
        assert_eq!(result.nodes[0].op, "sin");
    }
}