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use super::Downsample;
use crate::internal::*;
use crate::ops;
pub fn fuse_downsample_into_conv(
model: &TypedModel,
conv_node: &TypedNode,
conv_op: &ops::cnn::conv::ConvUnary,
down_node: &TypedNode,
down_op: &Downsample,
) -> TractResult<Option<TypedModelPatch>> {
if down_op.stride < 0 {
return Ok(None);
}
let input_fact = model.outlet_fact(conv_node.inputs[0])?;
let input_shape =
conv_op.pool_spec.data_format.shape(input_fact.shape.iter().collect::<TVec<_>>())?;
if down_op.axis < input_shape.h_axis() {
return Ok(None);
}
let geo_axis = down_op.axis - input_shape.h_axis();
if geo_axis >= input_shape.rank() {
return Ok(None);
}
let mut new_conv = conv_op.clone();
if new_conv.pool_spec.strides.is_none() {
new_conv.pool_spec.strides = Some(tvec!(1; input_shape.hw_rank()));
}
new_conv.pool_spec.strides.as_mut().unwrap()[geo_axis] *= down_op.stride as usize;
let mut patch = TypedModelPatch::default();
let tap = patch.tap_model(model, conv_node.inputs[0])?;
let new_output = patch.wire_node(&*conv_node.name, new_conv, [tap].as_ref())?[0];
patch.shunt_outside(model, OutletId::new(down_node.id, 0), new_output)?;
Ok(Some(patch))
}