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ML keras #4172

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ML keras #4172

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9dabbe9
Integrating Keras capabilities to OPM
fractalmanifold Jun 3, 2024
d06f95f
Adding changes requested for PR
fractalmanifold Jan 4, 2025
4f311e2
Adding changes requested for PR part 2, fixing typos
fractalmanifold Jan 6, 2025
b6ba901
Adding changes requested for PR Auto-reformatting
fractalmanifold Jan 6, 2025
d3fa551
Adding minor change in resizeI
fractalmanifold Jan 14, 2025
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12 changes: 12 additions & 0 deletions CMakeLists_files.cmake
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Original file line number Diff line number Diff line change
Expand Up @@ -75,6 +75,7 @@ list (APPEND MAIN_SOURCE_FILES
opm/material/fluidsystems/blackoilpvt/WaterPvtThermal.cpp
opm/material/fluidsystems/blackoilpvt/WetGasPvt.cpp
opm/material/fluidsystems/blackoilpvt/WetHumidGasPvt.cpp
opm/ml/ml_model.cpp
)
if(ENABLE_ECL_INPUT)
list(APPEND MAIN_SOURCE_FILES
Expand Down Expand Up @@ -474,6 +475,7 @@ list (APPEND TEST_SOURCE_FILES
tests/material/test_spline.cpp
tests/material/test_tabulation.cpp
tests/test_Visitor.cpp
tests/ml/ml_model_test.cpp
)

# tests that need to be linked to dune-common
Expand Down Expand Up @@ -646,6 +648,15 @@ list (APPEND TEST_DATA_FILES
tests/material/co2_unittest_below_sat.json
tests/material/h2o_unittest.json
tests/material/h2_unittest.json
tests/ml/ml_tools/models/test_dense_1x1.model
tests/ml/ml_tools/models/test_dense_2x2.model
tests/ml/ml_tools/models/test_dense_10x1.model
tests/ml/ml_tools/models/test_dense_10x10.model
tests/ml/ml_tools/models/test_dense_10x10x10.model
tests/ml/ml_tools/models/test_dense_relu_10.model
tests/ml/ml_tools/models/test_dense_tanh_10.model
tests/ml/ml_tools/models/test_relu_10.model
tests/ml/ml_tools/models/test_scalingdense_10x1.model
)
if(ENABLE_ECL_OUTPUT)
list (APPEND TEST_DATA_FILES
Expand Down Expand Up @@ -1054,6 +1065,7 @@ list( APPEND PUBLIC_HEADER_FILES
opm/material/thermal/SomertonThermalConductionLaw.hpp
opm/material/thermal/EclSpecrockLaw.hpp
opm/material/thermal/NullSolidEnergyLaw.hpp
opm/ml/ml_model.hpp
)

if(ENABLE_ECL_INPUT)
Expand Down
22 changes: 22 additions & 0 deletions opm/ml/README.md
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@@ -0,0 +1,22 @@
These ML modules are heavily modifiying and extending the previous work done in Kerasify by Maevskikh and Rose. Kerasify is a library for running trained Keras models from a C++ platform. Our implementation is also compliant with the automatic differentiation approach used in OPM. The implementation works with Python v.3.9.0 and above (up to <=3.12.0).


-Unit tests are generated by:

$ python3 generateunittests.py


-To compile run the unit tests:

$ make ml_model_test
$ ./bin/ml_model_test
TEST tensor_test
TEST dense_1x1
TEST dense_10x1
TEST dense_2x2
TEST dense_10x10
TEST dense_10x10x10
TEST relu_10
TEST dense_relu_10
TEST dense_tanh_10
TEST scalingdense_10x1
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