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apps
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tests
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surrogate-cli.test.ts
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main
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apps
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cli
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tests
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surrogate-cli.test.ts
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// SPDX-License-Identifier: AGPL-3.0-or-later
import
{
exportROMToONNX
,
trainROM
}
from
"@modelscript/simulate"
;
import
assert
from
"node:assert/strict"
;
import
fs
from
"node:fs/promises"
;
import
path
from
"node:path"
;
import
test
,
{
after
,
before
,
describe
}
from
"node:test"
;
import
{
Surrogate
}
from
"../src/commands/surrogate.js"
;
describe
(
"ModelScript CLI Surrogate Command (Export Formats, Guardrails, ONNX Import)"
,
(
)
=>
{
const
tmpDir
=
path
.
resolve
(
process
.
cwd
(
)
,
"scratch_test_surrogate_cli"
)
;
const
onnxPath
=
path
.
join
(
tmpDir
,
"test_model.onnx.json"
)
;
const
moPath
=
path
.
join
(
tmpDir
,
"Cooler_Surrogate.mo"
)
;
const
cPath
=
path
.
join
(
tmpDir
,
"Cooler_surrogate.c"
)
;
const
reportPath
=
path
.
join
(
tmpDir
,
"surrogate_report.json"
)
;
let
origLog
:
typeof
console
.
log
;
let
origError
:
typeof
console
.
error
;
let
origWrite
:
typeof
process
.
stdout
.
write
;
before
(
async
(
)
=>
{
origLog
=
console
.
log
;
origError
=
console
.
error
;
origWrite
=
process
.
stdout
.
write
;
console
.
log
=
(
)
=>
{
}
;
console
.
error
=
(
)
=>
{
}
;
(
process
.
stdout
as
any
)
.
write
=
(
)
=>
true
;
await
fs
.
mkdir
(
tmpDir
,
{
recursive
:
true
}
)
;
// Create a mock ONNX graph file using exportROMToONNX
const
dummyRom
=
trainROM
(
{
data
:
{
inputs
:
[
[
290.0
,
1.0
]
,
[
310.0
,
2.0
]
,
[
330.0
,
3.0
]
,
]
,
outputs
:
[
[
300.0
]
,
[
315.0
]
,
[
325.0
]
]
,
inputNames
:
[
"inlet_temp"
,
"mass_flow"
]
,
outputNames
:
[
"outlet_temp"
]
,
snapshotTimes
:
[
0.0
]
,
isTransient
:
false
,
wallClockMs
:
1
,
failedSamples
:
0
,
totalSamples
:
3
,
}
,
architecture
:
"mlp"
,
hiddenLayers
:
[
8
,
8
]
,
activation
:
"tanh"
,
epochs
:
50
,
learningRate
:
0.01
,
seed
:
42
,
}
)
;
const
onnxData
=
exportROMToONNX
(
dummyRom
,
"Cooler"
)
;
await
fs
.
writeFile
(
onnxPath
,
JSON
.
stringify
(
onnxData
,
null
,
2
)
,
"utf-8"
)
;
}
)
;
after
(
async
(
)
=>
{
console
.
log
=
origLog
;
console
.
error
=
origError
;
process
.
stdout
.
write
=
origWrite
;
await
fs
.
rm
(
tmpDir
,
{
recursive
:
true
,
force
:
true
}
)
;
}
)
;
test
(
"imports ONNX model and exports Modelica block with active extrapolation guardrails"
,
async
(
)
=>
{
await
Surrogate
.
handler
(
{
name
:
"Cooler"
,
fromOnnx
:
onnxPath
,
format
:
"mo"
,
"input-bounds"
:
"inlet_temp:280.0:350.0,mass_flow:0.5:5.0"
,
inputBounds
:
"inlet_temp:280.0:350.0,mass_flow:0.5:5.0"
,
"extrapolation-guardrails"
:
true
,
extrapolationGuardrails
:
true
,
"extrapolation-flag"
:
true
,
extrapolationFlag
:
true
,
"extrapolation-level"
:
"warning"
,
extrapolationLevel
:
"warning"
,
"out-file"
:
moPath
,
outFile
:
moPath
,
report
:
reportPath
,
strategy
:
"latin-hypercube"
,
"num-samples"
:
10
,
numSamples
:
10
,
architecture
:
"mlp"
,
}
as
any
)
;
const
moContent
=
await
fs
.
readFile
(
moPath
,
"utf-8"
)
;
assert
.
ok
(
moContent
.
includes
(
"block Cooler_Surrogate"
)
)
;
assert
.
ok
(
moContent
.
includes
(
"input Real inlet_temp"
)
)
;
assert
.
ok
(
moContent
.
includes
(
"input Real mass_flow"
)
)
;
assert
.
ok
(
moContent
.
includes
(
"output Real outlet_temp"
)
)
;
assert
.
ok
(
moContent
.
includes
(
"output Boolean isExtrapolating"
)
)
;
assert
.
ok
(
moContent
.
includes
(
"assert(inlet_temp >= 280.0 and inlet_temp <= 350.0"
)
)
;
assert
.
ok
(
moContent
.
includes
(
"assert(mass_flow >= 0.5 and mass_flow <= 5.0"
)
)
;
assert
.
ok
(
moContent
.
includes
(
"isExtrapolating ="
)
)
;
assert
.
ok
(
moContent
.
includes
(
"algorithm"
)
)
;
assert
.
ok
(
moContent
.
includes
(
"Modelica.Math.tanh"
)
)
;
const
reportContent
=
JSON
.
parse
(
await
fs
.
readFile
(
reportPath
,
"utf-8"
)
)
;
assert
.
equal
(
reportContent
.
model
,
"Cooler"
)
;
assert
.
deepEqual
(
reportContent
.
parameterBounds
.
inlet_temp
,
{
min
:
280
,
max
:
350
}
)
;
}
)
;
test
(
"imports ONNX model and exports zero-allocation C evaluation kernel"
,
async
(
)
=>
{
await
Surrogate
.
handler
(
{
name
:
"Cooler"
,
fromOnnx
:
onnxPath
,
format
:
"c"
,
"out-file"
:
cPath
,
outFile
:
cPath
,
report
:
reportPath
,
strategy
:
"latin-hypercube"
,
"num-samples"
:
10
,
numSamples
:
10
,
architecture
:
"mlp"
,
}
as
any
)
;
const
cContent
=
await
fs
.
readFile
(
cPath
,
"utf-8"
)
;
assert
.
ok
(
cContent
.
includes
(
"#include <math.h>"
)
)
;
assert
.
ok
(
cContent
.
includes
(
"static const double W0"
)
||
cContent
.
includes
(
"static const double W_0"
)
)
;
assert
.
ok
(
cContent
.
includes
(
"void Cooler_evaluate"
)
||
cContent
.
includes
(
"rom_evaluate"
)
)
;
}
)
;
test
(
"surrogatizes and replaces submodel component in parent Modelica file"
,
async
(
)
=>
{
const
systemMoPath
=
path
.
join
(
tmpDir
,
"System.mo"
)
;
const
replacedMoPath
=
path
.
join
(
tmpDir
,
"System_Surrogatized.mo"
)
;
const
systemMoContent
=
`model System
Source pump;
HeatExchanger cooler(A = 15.0);
Sink reservoir;
equation
connect(pump.port, cooler.port_a);
connect(cooler.port_b, reservoir.port);
end System;`
;
await
fs
.
writeFile
(
systemMoPath
,
systemMoContent
,
"utf-8"
)
;
await
Surrogate
.
handler
(
{
name
:
"Cooler"
,
paths
:
[
systemMoPath
]
,
fromOnnx
:
onnxPath
,
format
:
"mo"
,
"out-file"
:
moPath
,
outFile
:
moPath
,
"replace-component"
:
"cooler"
,
replaceComponent
:
"cooler"
,
"replace-out"
:
replacedMoPath
,
replaceOut
:
replacedMoPath
,
report
:
reportPath
,
strategy
:
"latin-hypercube"
,
"num-samples"
:
10
,
numSamples
:
10
,
architecture
:
"mlp"
,
}
as
any
)
;
const
replacedContent
=
await
fs
.
readFile
(
replacedMoPath
,
"utf-8"
)
;
assert
.
ok
(
replacedContent
.
includes
(
"Cooler_Surrogate cooler(A = 15.0);"
)
,
"Declaration must be replaced with Cooler_Surrogate"
,
)
;
assert
.
ok
(
replacedContent
.
includes
(
"connect(pump.port, cooler.port_a);"
)
,
"Connector wiring port_a must remain valid and intact"
,
)
;
assert
.
ok
(
replacedContent
.
includes
(
"connect(cooler.port_b, reservoir.port);"
)
,
"Connector wiring port_b must remain valid and intact"
,
)
;
}
)
;
}
)
;
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