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schema test {
document test {
field aa type tensor(d1[3]) {
indexing: attribute
}
field extra type float {
indexing: attribute
}
}
constant xx {
file: files/const_xx.json
type: tensor(d0[2],d1[3])
}
constant ww {
file: files/const_ww.json
type: tensor(d0[2])
}
rank-profile default {
inputs {
query(bb) tensor(d0[2])
query(yy) tensor(d0[2])
}
}
rank-profile simple inherits default {
onnx-model direct {
file: files/ax_plus_b.onnx
input vector_A: attribute(aa)
input matrix_X: constant(xx)
input vector_B: query(bb)
output vector_Y: out
}
first-phase {
expression: sum(attribute(aa))
}
global-phase {
rerank-count: 13
expression: onnx(direct).out{d0:attribute(extra)}
}
}
rank-profile one inherits default {
onnx-model inside {
file: files/ax_plus_b.onnx
input vector_A: indirect_a
input matrix_X: indirect_x
input vector_B: indirect_b
output vector_Y: foobar
intraop-threads: 3
interop-threads: 5
gpu-device: 2
execution-mode: parallel
}
first-phase {
expression: sum(attribute(aa))
}
function handicap() {
expression: query(yy)
}
global-phase {
rerank-count: 13
expression: sum(constant(ww) * (onnx(inside).foobar - handicap))
}
function indirect_a() {
expression: attribute(aa)
}
function indirect_x() {
expression: constant(xx)
}
function indirect_b() {
expression: query(bb)
}
}
rank-profile two inherits default {
onnx-model twoside {
file: files/ax_plus_b.onnx
input vector_A: indirect_a
input matrix_X: indirect_x
input vector_B: indirect_b
output vector_Y: foobar
}
first-phase {
expression: sum(attribute(aa))
}
global-phase {
rerank-count: 42
expression: sum(constant(ww) * onnx(twoside).foobar)
}
function indirect_a() {
expression: tensor(d1[3])(d1+attribute(extra))
}
function indirect_x() {
expression: constant(xx)
}
function indirect_b() {
expression: query(bb)
}
}
rank-profile three inherits default {
onnx-model another {
file: files/ax_plus_b.onnx
input vector_A: indirect_a
input matrix_X: indirect_x
input vector_B: indirect_b
output vector_Y: foobar
}
first-phase {
expression: sum(attribute(aa))
}
global-phase {
rerank-count: 1001
expression: sum(constant(ww) * onnx(another).foobar)
}
function indirect_a() {
expression: tensor(d1[3]):[0.25, attribute(extra), 0.75]
}
function indirect_x() {
expression: constant(xx)
}
function indirect_b() {
expression: query(bb)
}
}
}
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