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// Copyright Vespa.ai. Licensed under the terms of the Apache 2.0 license. See LICENSE in the project root.
#include "distance_calculator.h"
#include "distance_function_factory.h"
#include "nearest_neighbor_index.h"
#include <vespa/eval/eval/fast_value.h>
#include <vespa/searchcommon/attribute/iattributevector.h>
#include <vespa/vespalib/util/exceptions.h>
#include <vespa/vespalib/util/stringfmt.h>
using vespalib::IllegalArgumentException;
using vespalib::eval::CellType;
using vespalib::eval::FastValueBuilderFactory;
using vespalib::eval::TypedCells;
using vespalib::eval::Value;
using vespalib::eval::ValueType;
using vespalib::make_string;
namespace search::tensor {
DistanceCalculator::DistanceCalculator(const tensor::ITensorAttribute& attr_tensor,
const vespalib::eval::Value& query_tensor_in)
: _attr_tensor(attr_tensor),
_query_tensor(&query_tensor_in),
_dist_fun()
{
auto * nns_index = _attr_tensor.nearest_neighbor_index();
auto & dff = nns_index ? nns_index->distance_function_factory() : attr_tensor.distance_function_factory();
_dist_fun = dff.for_query_vector(query_tensor_in.cells());
assert(_dist_fun);
}
DistanceCalculator::~DistanceCalculator() = default;
namespace {
bool
supported_tensor_type(const vespalib::eval::ValueType& type)
{
if (type.is_dense() && type.dimensions().size() == 1) {
return true;
}
if (type.is_mixed() && type.dimensions().size() == 2) {
return true;
}
return false;
}
bool
is_compatible(const vespalib::eval::ValueType& lhs,
const vespalib::eval::ValueType& rhs)
{
return (lhs.indexed_dimensions() == rhs.indexed_dimensions());
}
}
std::unique_ptr<DistanceCalculator>
DistanceCalculator::make_with_validation(const search::attribute::IAttributeVector& attr,
const vespalib::eval::Value& query_tensor_in)
{
const ITensorAttribute* attr_tensor = attr.asTensorAttribute();
if (attr_tensor == nullptr) {
throw IllegalArgumentException("Attribute is not a tensor");
}
const auto& at_type = attr_tensor->getTensorType();
if (!supported_tensor_type(at_type)) {
throw IllegalArgumentException(make_string("Attribute tensor type (%s) is not supported",
at_type.to_spec().c_str()));
}
const auto& qt_type = query_tensor_in.type();
if (!qt_type.is_dense()) {
throw IllegalArgumentException(make_string("Query tensor type (%s) is not a dense tensor",
qt_type.to_spec().c_str()));
}
if (!is_compatible(at_type, qt_type)) {
throw IllegalArgumentException(make_string("Attribute tensor type (%s) and query tensor type (%s) are not compatible",
at_type.to_spec().c_str(), qt_type.to_spec().c_str()));
}
return std::make_unique<DistanceCalculator>(*attr_tensor, query_tensor_in);
}
}
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