use crate::ir::Node;
use crate::node::padding::{PaddingConfig2d, padding_config_2d};
#[derive(Debug, Clone)]
pub struct MaxPool2dConfig {
pub kernel_size: [usize; 2],
pub strides: [usize; 2],
pub padding: PaddingConfig2d,
pub dilation: [usize; 2],
}
impl MaxPool2dConfig {
pub fn new(kernel_size: [usize; 2]) -> Self {
Self {
kernel_size,
strides: [1, 1],
padding: PaddingConfig2d::Valid,
dilation: [1, 1],
}
}
pub fn with_strides(mut self, strides: [usize; 2]) -> Self {
self.strides = strides;
self
}
pub fn with_padding(mut self, padding: PaddingConfig2d) -> Self {
self.padding = padding;
self
}
pub fn with_dilation(mut self, dilation: [usize; 2]) -> Self {
self.dilation = dilation;
self
}
}
pub fn max_pool2d_config(curr: &Node) -> MaxPool2dConfig {
let mut kernel_shape = Vec::new();
let mut strides = vec![1, 1];
let mut pads = vec![0, 0, 0, 0];
let mut dilations = vec![1, 1];
for (key, value) in curr.attrs.iter() {
match key.as_str() {
"kernel_shape" => kernel_shape = value.clone().into_i64s(),
"strides" => strides = value.clone().into_i64s(),
"pads" => pads = value.clone().into_i64s(),
"dilations" => dilations = value.clone().into_i64s(),
"auto_pad" => {
let auto_pad = value.clone().into_string();
if auto_pad != "NOTSET" {
panic!("Unsupported 'auto_pad' value: {auto_pad}");
}
}
"ceil_mode" => {
if value.clone().into_i64() == 1 {
panic!("ceil_mode is not supported");
}
}
"storage_order" => {}
_ => panic!("Unexpected attribute for MaxPool2d: {key}"),
}
}
let padding = padding_config_2d(&pads);
MaxPool2dConfig::new([kernel_shape[0] as usize, kernel_shape[1] as usize])
.with_strides([strides[0] as usize, strides[1] as usize])
.with_padding(padding)
.with_dilation([dilations[0] as usize, dilations[1] as usize])
}
#[cfg(test)]
mod tests {
use super::*;
use crate::ir::NodeType;
use crate::node::test_utils::NodeBuilder;
fn create_test_node(
kernel_shape: Vec<i64>,
strides: Vec<i64>,
pads: Vec<i64>,
dilations: Vec<i64>,
ceil_mode: i64,
auto_pad: Option<&str>,
) -> Node {
let mut builder = NodeBuilder::new(NodeType::MaxPool2d, "test_maxpool2d")
.input_tensor_f32("data", 4, None)
.output_tensor_f32("output", 4, None)
.attr_ints("kernel_shape", kernel_shape)
.attr_ints("strides", strides)
.attr_ints("pads", pads)
.attr_int("ceil_mode", ceil_mode)
.attr_ints("dilations", dilations);
if let Some(auto_pad) = auto_pad {
builder = builder.attr_string("auto_pad", auto_pad);
}
builder.build()
}
#[test]
fn test_max_pool2d_config_basic() {
let node = create_test_node(
vec![3, 3],
vec![1, 1],
vec![0, 0, 0, 0],
vec![1, 1],
0,
None,
);
let config = max_pool2d_config(&node);
assert_eq!(config.kernel_size, [3, 3]);
assert_eq!(config.strides, [1, 1]);
assert_eq!(config.dilation, [1, 1]);
assert!(matches!(config.padding, PaddingConfig2d::Valid));
}
#[test]
fn test_max_pool2d_config_with_padding() {
let node = create_test_node(
vec![2, 2],
vec![2, 2],
vec![1, 1, 1, 1],
vec![1, 1],
0,
None,
);
let config = max_pool2d_config(&node);
assert_eq!(config.kernel_size, [2, 2]);
assert_eq!(config.strides, [2, 2]);
assert_eq!(config.dilation, [1, 1]);
assert!(matches!(config.padding, PaddingConfig2d::Explicit(1, 1)));
}
#[test]
fn test_max_pool2d_config_with_dilation() {
let node = create_test_node(
vec![3, 3],
vec![1, 1],
vec![0, 0, 0, 0],
vec![2, 2],
0,
None,
);
let config = max_pool2d_config(&node);
assert_eq!(config.kernel_size, [3, 3]);
assert_eq!(config.strides, [1, 1]);
assert_eq!(config.dilation, [2, 2]);
assert!(matches!(config.padding, PaddingConfig2d::Valid));
}
#[test]
fn test_max_pool2d_config_auto_pad_not_set() {
let node = create_test_node(
vec![3, 3],
vec![1, 1],
vec![0, 0, 0, 0],
vec![1, 1],
0,
Some("NOTSET"),
);
let config = max_pool2d_config(&node);
assert_eq!(config.kernel_size, [3, 3]);
assert_eq!(config.strides, [1, 1]);
assert_eq!(config.dilation, [1, 1]);
assert!(matches!(config.padding, PaddingConfig2d::Valid));
}
#[test]
#[should_panic = "Unsupported 'auto_pad' value"]
fn test_max_pool2d_config_auto_pad_not_supported() {
let node = create_test_node(
vec![3, 3],
vec![1, 1],
vec![0, 0, 0, 0],
vec![1, 1],
0,
Some("SAME_UPPER"),
);
let _config = max_pool2d_config(&node);
}
#[test]
#[should_panic(expected = "ceil_mode is not supported")]
fn test_max_pool2d_config_with_ceil_mode() {
let node = create_test_node(
vec![3, 3],
vec![1, 1],
vec![0, 0, 0, 0],
vec![1, 1],
1,
None,
);
let _config = max_pool2d_config(&node);
}
}