pyopmspe11.visualization.data module#
Generate SPE11 benchmark CSV data from OPM Flow results.
The module reads INIT, UNRST, EGRID, SMSPEC, and INFOSTEP data and supports four outputs: performance time series, sparse benchmark quantities, dense spatial maps, and spatial performance metrics. Simulation cells are mapped to the regular benchmark reporting grid by aligned-grid or polygon-intersection methods.
- class DataConfig(outfol, case, mode, lower, deckfol, flowfol, where, nxyz, dims, denset, sparset, nocellsrepgrid)[source]#
Bases:
objectPaths and benchmark settings used to generate CSV output.
- Attributes:
- outfol
Base directory containing the generated deck and Flow results.
- case
SPE11 case identifier.
- mode
Requested combination of dense, sparse, and performance outputs.
- lower
Whether processing is restricted to the lower neighbourhood.
- deckfol, flowfol, where
Directories containing the deck, Flow results, and generated CSV files.
- nxyz
Reporting-grid cell counts along x, y, and z.
- dims
Physical reporting-grid dimensions.
- denset
Simulation times requested for dense output, in seconds.
- sparset
Sparse and performance sampling interval, in seconds.
- nocellsrepgrid
Total number of cells in the benchmark reporting grid.
- Parameters:
- nxyz: NDArray#
- denset: NDArray#
- class SimulationData(simres, unrst, init, egrid, smspec, times, timesumary, timeini, noskiprst, norst, porv, porva, actind, immiscible, isothermal, cornpoint, nocellst, nocellsa, dof, nocellsxz, simdim)[source]#
Bases:
objectOPM readers and derived metadata for one simulation result set.
Arrays in global order contain all grid cells. Active arrays follow the indexing used by INIT and UNRST properties.
- Attributes:
- simres
Common path stem of the simulation result files.
- unrst, init, egrid, smspec
OPM readers for restart, initialization, grid, and summary data.
- times
Restart times measured from the detected injection start.
- timesumary
Summary times measured from the same injection start.
- timeini
Absolute simulation time at the detected injection start.
- noskiprst
Restart index immediately before or at the injection start.
- norst
Number of restart report steps.
- porv, porva
Pore volume in global and active-cell order.
- actind
Global indices of active cells.
- immiscible, isothermal
Whether dissolved components or thermal variables are absent.
- cornpoint
Whether the simulation uses the corner-point grid layout handled here.
- nocellst, nocellsa, nocellsxz
Total, active, and x-z plane cell counts.
- dof
Number of primary degrees of freedom per active cell.
- simdim
Simulation-grid dimensions along x, y, and z.
- Parameters:
simres (str)
unrst (ERst)
init (EclFile)
egrid (EGrid)
smspec (ESmry)
times (list)
timesumary (list)
timeini (float)
noskiprst (int)
norst (int)
porv (NDArray)
porva (NDArray)
actind (list)
immiscible (bool)
isothermal (bool)
cornpoint (bool)
nocellst (int)
nocellsa (int)
dof (int)
nocellsxz (int)
simdim (list)
- unrst: ERst#
- init: EclFile#
- egrid: EGrid#
- smspec: ESmry#
- porv: NDArray#
- porva: NDArray#
- generate_data(cmdargs)[source]#
Generate the requested SPE11 benchmark CSV files.
The function initializes readers once and dispatches performance, sparse, dense, and performance-spatial processing according to the selected mode.
- build_config_from_args(cmdargs)[source]#
Build data-generation settings from parsed arguments.
- Parameters:
- cmdargsdict
Parsed data-generation arguments.
- Returns:
- DataConfig
Initialized benchmark data settings.
- Parameters:
cmdargs (dict)
- Return type:
- read_simulations(cfg)[source]#
Open OPM result files and derive shared simulation metadata.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- Returns:
- SimulationData
Loaded OPM readers and derived simulation metadata.
- Parameters:
cfg (DataConfig)
- Return type:
- generate_performance_data(cfg, sim)[source]#
Generate regular and detailed performance CSV data.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
- Return type:
None
- read_infostep_data(cfg, sim)[source]#
Read solver-step records from the INFOSTEP file.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- Returns:
- tagslist[str]
Column names read from the INFOSTEP header.
- infostepsNDArray
Numeric INFOSTEP rows at or after the selected simulation start.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
- Return type:
- build_performance_data(cfg, sim)[source]#
Build regular and detailed performance-series records.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- Returns:
- dict[str, list[str]]
Regular and detailed performance CSV rows keyed by
seriesanddetailed.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
- Return type:
- compute_cpu_times(cfg, sim, times_det)[source]#
Align CPU-time increments with performance output intervals.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- times_detNDArray
Detailed output times.
- Returns:
- cpu_timesNDArray
CPU-time increments for the detailed output intervals.
- map_summaryNDArray
Sparse-output interval associated with each detailed interval.
- summary_timesNDArray
Summary-vector times relative to the simulation start.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
times_det (NDArray)
- Return type:
- build_time_series(sim, times_data, metrics, map_info, map_summary, interp_fgmip, cpu)[source]#
Build regular performance time-series rows.
- Parameters:
- simSimulationData
Loaded simulation readers and metadata.
- times_dataNDArray
Requested output times.
- metricsdict
Extracted solver metrics.
- map_infoNDArray
Mapping from INFOSTEP rows to output intervals.
- map_summaryNDArray
Mapping from detailed intervals to summary records.
- interp_fgmipinterp1d
Interpolated field gas mass in place.
- cpulist
CPU-time increments.
- Returns:
- list[str]
Header and rows for the regularly sampled performance CSV file.
- Parameters:
sim (SimulationData)
times_data (NDArray)
metrics (dict)
map_info (NDArray)
map_summary (NDArray)
interp_fgmip (interp1d)
cpu (list)
- Return type:
- build_detailed_series(sim, metrics, detail_info, infotimes, interp_fgmip, cpu)[source]#
Build detailed performance time-series rows.
- Parameters:
- simSimulationData
Loaded simulation readers and metadata.
- metricsdict
Extracted solver metrics.
- detail_infoNDArray
Detail info.
- infotimesNDArray
Infotimes.
- interp_fgmipinterp1d
Interpolated field gas mass in place.
- cpulist
CPU-time increments.
- Returns:
- list[str]
Header and rows for the detailed performance CSV file.
- Parameters:
sim (SimulationData)
metrics (dict)
detail_info (NDArray)
infotimes (NDArray)
interp_fgmip (interp1d)
cpu (list)
- Return type:
- write_performance_csv(cfg, perf)[source]#
Write regular and detailed performance CSV files.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- perfdict
Perf.
- Parameters:
cfg (DataConfig)
perf (dict)
- Return type:
None
- generate_sparse_data(cfg, sim)[source]#
Generate sparse benchmark time-series data.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
- Return type:
None
- build_sparse_data(cfg, sim)[source]#
Build and interpolate sparse benchmark quantities.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- Returns:
- dict[str, NDArray]
Sparse benchmark quantities interpolated to the requested output times.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
- Return type:
- get_fip_groups(cfg)[source]#
Return FIPNUM groups used by sparse benchmark quantities.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- Returns:
- dict[str, list[int]]
FIPNUM values contributing to dissolved, sealing, and boundary quantities.
- Parameters:
cfg (DataConfig)
- Return type:
- build_summary_data(cfg, sim, fipnum, groups)[source]#
Build sparse quantities from OPM summary vectors.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- fipnumlist
FIPNUM values in global cell order.
- groupsdict
FIPNUM groups for sparse benchmark quantities.
- Returns:
- dict[str, NDArray]
Sensor pressures and mobile, immobile, dissolved, sealing, and boundary mass series.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
fipnum (list)
groups (dict)
- Return type:
- extract_boundary_pressures(cfg, sim, fipnum)[source]#
Extract initial and summary pressure series at both sensors.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- fipnumlist
FIPNUM values in global cell order.
- Returns:
- pop1, pop2list[float]
Pressure series at the first and second benchmark sensors, in pascals.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
fipnum (list)
- Return type:
- compute_mixing_measure(cfg, sim, fipnum, dx, dy, dz)[source]#
Calculate the Box C mixing measure for each restart step.
Concentration differences are evaluated between Box C cells and valid neighboring cells without wrapping across grid boundaries.
- Parameters:
- cfgDataConfig
Initialized benchmark-data configuration.
- simSimulationData
Loaded simulation readers and grid dimensions.
- fipnumlist
FIPNUM values in global cell order.
- dx, dy, dznp.ndarray
Cell dimensions in the same order as
fipnum.
- Returns:
- list[float]
Mixing-measure values for the selected restart steps.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
fipnum (list)
dx (NDArray)
dy (NDArray)
dz (NDArray)
- Return type:
- interpolate_sparse_data(times_data, sim, summary, m_c)[source]#
Interpolate sparse quantities to the requested output times.
- Parameters:
- times_dataNDArray
Requested output times.
- simSimulationData
Loaded simulation readers and metadata.
- summarydict
Sparse summary quantities.
- m_clist
Mixing-measure values at restart times.
- Returns:
- dict[str, NDArray]
Sparse quantities and output times evaluated on the requested time grid.
- Parameters:
times_data (NDArray)
sim (SimulationData)
summary (dict)
m_c (list)
- Return type:
- write_sparse_csv(cfg, sparse)[source]#
Write the sparse benchmark time-series CSV file.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- sparsedict
Sparse.
- Parameters:
cfg (DataConfig)
sparse (dict)
- Return type:
None
- generate_dense_data(cfg, sim)[source]#
Generate dense and performance-spatial benchmark files.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- Returns:
- list[str]
Names of the generated dense and performance-spatial CSV files.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
- Return type:
- supports_fast_dense_mapping(cfg, sim, dx, dz)[source]#
Return whether aligned grids support direct dense mapping.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- dxNDArray
Cell sizes along x.
- dzNDArray
Cell sizes along z.
- Returns:
- bool
Whether the requested condition is satisfied.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
dx (NDArray)
dz (NDArray)
- Return type:
- build_general_dense_mapping(cfg, sim, refgrid, geometry)[source]#
Map simulation cells to reporting cells by polygon intersection.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- refgridtuple[NDArray, NDArray, NDArray, NDArray, NDArray, NDArray]
Reporting-grid vertices and centers.
- geometrytuple[NDArray, NDArray, list]
Simulation centers and cell polygons.
- Returns:
- cell_indlist[list[list[int | float]]]
Reporting-cell indices and overlap weights for each simulation cell.
- cell_centNDArray
Representative simulation-cell index for each reporting cell.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
refgrid (tuple[NDArray, NDArray, NDArray, NDArray, NDArray, NDArray])
- Return type:
- prepare_dense_mapping(cfg, sim)[source]#
Prepare static geometry and the simulation-to-report mapping.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- Returns:
- rstnolist[int]
Restart indices selected for dense output.
- refgridtuple[NDArray, NDArray, NDArray, NDArray, NDArray, NDArray]
Reporting-grid vertices and centers along x, y, and z.
- mappingtuple[list[list[list[int | float]]], NDArray]
Weighted cell mapping and representative simulation cells.
- actindrNDArray
Indices of inactive reporting-grid cells.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
- Return type:
tuple[list, tuple[NDArray, NDArray, NDArray, NDArray, NDArray, NDArray], tuple[list[list[list[int | float]]], NDArray], NDArray]
- select_dense_restart_steps(cfg, sim)[source]#
Select restart indices for requested dense output times.
Each requested time must match an available restart time within floating- point precision.
- Parameters:
- cfgDataConfig
Initialized benchmark-data configuration.
- simSimulationData
Loaded readers and timing data.
- Returns:
- list[int]
Restart indices corresponding to the requested dense output times.
- Raises:
- ValueError
If a requested time does not match an available restart time.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
- Return type:
- build_dense_reference_grid(cfg)[source]#
Build reporting-grid vertices and centers.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- Returns:
- refxvert, refyvert, refzvertNDArray
Reporting-grid vertices along x, y, and z.
- refxcent, refycent, refzcentNDArray
Reporting-grid cell centers along x, y, and z.
- Parameters:
cfg (DataConfig)
- Return type:
tuple[NDArray, NDArray, NDArray, NDArray, NDArray, NDArray]
- extract_simulation_geometry(cfg, sim)[source]#
Extract simulation centers, polygons, and SATNUM values.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- Returns:
- simxcent, simycent, simzcentNDArray
Simulation-cell centers along x, y, and z.
- simpolylist[Polygon]
Simulation-cell polygons in the x-z plane.
- satnumNDArray
Saturation-region identifiers in global cell order.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
- Return type:
- build_fast_dense_mapping(cfg, sim, dx, dz)[source]#
Build a direct mapping for aligned simulation and reporting grids.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- dxNDArray
Cell sizes along x.
- dzNDArray
Cell sizes along z.
- Returns:
- cell_indlist[list[list[int | float]]]
Reporting-cell indices and overlap weights for each simulation cell.
- cell_centNDArray
Representative simulation-cell index for each reporting cell.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
dx (NDArray)
dz (NDArray)
- Return type:
- finalize_dense_mapping(cfg, sim, refgrid, mapping, simycent, satnum)[source]#
Apply inactive-cell and SPE11C y-axis mapping adjustments.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- refgridtuple[NDArray, NDArray, NDArray, NDArray, NDArray, NDArray]
Reporting-grid vertices and centers.
- mappingtuple[list[list[list[int | float]]], NDArray]
Simulation-to-report mapping and representative cells.
- simycentNDArray
Simulation-cell centers along y.
- satnumNDArray
SATNUM values in global cell order.
- Returns:
- cell_indlist[list[list[int | float]]]
Final extensive-quantity mapping for all simulation cells.
- cell_centNDArray
Final representative simulation cells for intensive quantities.
- actindrNDArray
Indices of inactive reporting-grid cells.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
refgrid (tuple[NDArray, NDArray, NDArray, NDArray, NDArray, NDArray])
simycent (NDArray)
satnum (NDArray)
- Return type:
- build_dense_step(cfg, sim, mapping, restart_index, actindr)[source]#
Build all dense quantities for one restart step.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- mappingtuple[list[list[list[int | float]]], NDArray]
Simulation-to-report mapping and representative cells.
- restart_indexint
Restart report-step index.
- actindrNDArray
Inactive reporting-cell indices.
- Returns:
- dict[str, NDArray]
Simulation-grid and reporting-grid arrays for all dense quantities.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
restart_index (int)
actindr (NDArray)
- Return type:
- write_dense_csv(cfg, sim, refgrid, dense_step, step_index)[source]#
Write one dense spatial benchmark CSV file.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- refgridtuple[NDArray, NDArray, NDArray, NDArray, NDArray, NDArray]
Reporting-grid vertices and centers.
- dense_stepdict
Dense step.
- step_indexint
Selected dense output index.
- Returns:
- str
Generated filename or formatted text.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
refgrid (tuple[NDArray, NDArray, NDArray, NDArray, NDArray, NDArray])
dense_step (dict)
step_index (int)
- Return type:
- handle_yaxis_mapping_extensive(cfg, sim, cell_ind, simycent, refyvert)[source]#
Extend indices for y direction (extensive).
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- cell_indlist[list[list[int | float]]]
Weighted simulation-to-report cell mapping.
- simycentNDArray
Simulation-cell centers along y.
- refyvertNDArray
Reporting-grid vertices along y.
- Returns:
- list[list[list[int | float]]]
Mapping expanded across the SPE11C y direction with overlap weights.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
simycent (NDArray)
refyvert (NDArray)
- Return type:
- handle_yaxis_mapping_intensive(cfg, sim, cell_cent, refycent, simycent)[source]#
Extend representative cell indices for y direction (intensive).
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- cell_centNDArray
Representative simulation cell for each reporting cell.
- refycentNDArray
Reporting-grid centers along y.
- simycentNDArray
Simulation-cell centers along y.
- Returns:
- NDArray
Calculated numeric values.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
cell_cent (NDArray)
refycent (NDArray)
simycent (NDArray)
- Return type:
NDArray
- find_inactive_report_cells(cfg, sim, cell_ind)[source]#
Find reporting cells not covered by active simulation cells.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- cell_indlist[list[list[int | float]]]
Weighted simulation-to-report cell mapping.
- Returns:
- NDArray
Calculated numeric values.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
- Return type:
NDArray
- generate_performance_spatial_data(cfg, sim, rstno, refgrid, mapping, actindr)[source]#
Generate performance-spatial benchmark CSV files.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- rstnolist
Selected restart indices.
- refgridtuple[NDArray, NDArray, NDArray, NDArray, NDArray, NDArray]
Reporting-grid vertices and centers.
- mappingtuple[list, NDArray]
Simulation-to-report mapping and representative cells.
- actindrNDArray
Inactive reporting-cell indices.
- Returns:
- list[str]
Names of the generated performance-spatial CSV files.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
rstno (list)
refgrid (tuple[NDArray, NDArray, NDArray, NDArray, NDArray, NDArray])
actindr (NDArray)
- Return type:
- map_performance_to_report_grid(cfg, sim, arrays, cell_ind, delta_t, pore_volume, valid)[source]#
Map residual and mass-balance metrics to the reporting grid.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- arraysdict
Simulation-grid quantity arrays.
- cell_indlist
Weighted simulation-to-report cell mapping.
- delta_tfloat
Latest accepted time-step length.
- pore_volumeNDArray
Accumulated pore volume per reporting cell.
- validNDArray
Mask of reporting cells with positive pore volume.
- Returns:
- dict[str, NDArray]
Normalized residual and mass-balance quantities on the reporting grid.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
arrays (dict)
cell_ind (list)
delta_t (float)
pore_volume (NDArray)
valid (NDArray)
- Return type:
- map_static_performance_properties(cfg, sim, cell_ind, counter, pore_volume)[source]#
Map static cell-volume and aspect-ratio metrics.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- cell_indlist
Weighted simulation-to-report cell mapping.
- counterNDArray
Number of simulation contributions per reporting cell.
- pore_volumeNDArray
Accumulated pore volume per reporting cell.
- Returns:
- latest_dtslist[float]
Latest accepted time-step size for each dense output time.
- cvol_refgNDArray
Average simulation-cell volume on the reporting grid.
- arat_refgNDArray
Average cell aspect ratio on the reporting grid.
- validNDArray
Mask of reporting cells with positive mapped pore volume.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
cell_ind (list)
counter (NDArray)
pore_volume (NDArray)
- Return type:
- initialize_performance_arrays(sim, names)[source]#
Initialize global arrays for performance-spatial quantities.
- Parameters:
- simSimulationData
Loaded simulation readers and metadata.
- namestuple[str, str, str, str]
Quantity names to initialize or populate.
- Returns:
- dict[str, NDArray]
Zero-filled global arrays for the requested performance quantities.
- Parameters:
- Return type:
- populate_performance_arrays(sim, arrays, step_index)[source]#
Populate performance arrays from one restart step.
- Parameters:
- simSimulationData
Loaded simulation readers and metadata.
- arraysdict
Simulation-grid quantity arrays.
- step_indexint
Selected dense output index.
- Parameters:
sim (SimulationData)
arrays (dict)
step_index (int)
- Return type:
None
- write_dense_performance_spatial(cfg, refg, cvol_refg, arat_refg, refxcent, refycent, refzcent, i)[source]#
Write one performance-spatial benchmark CSV file.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- refgdict
Performance quantities on the reporting grid.
- cvol_refgNDArray
Cell-volume metric on the reporting grid.
- arat_refgNDArray
Aspect-ratio metric on the reporting grid.
- refxcentNDArray
Reporting-grid centers along x.
- refycentNDArray
Reporting-grid centers along y.
- refzcentNDArray
Reporting-grid centers along z.
- iint
Selected record index.
- Returns:
- str
Generated filename or formatted text.
- Parameters:
cfg (DataConfig)
refg (dict)
cvol_refg (NDArray)
arat_refg (NDArray)
refxcent (NDArray)
refycent (NDArray)
refzcent (NDArray)
i (int)
- Return type:
- generate_arrays(cfg, sim, names, restart_index, actindr)[source]#
Build simulation and reporting arrays for dense quantities.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- nameslist
Quantity names to initialize or populate.
- restart_indexint
Restart report-step index.
- actindrNDArray
Inactive reporting-cell indices.
- Returns:
- dict[str, NDArray]
Dense quantities in simulation-cell and reporting-grid order.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
names (list)
restart_index (int)
actindr (NDArray)
- Return type:
- map_dense_arrays_to_report_grid(sim, mapping, arrays)[source]#
Map intensive and extensive dense quantities to the reporting grid.
- Parameters:
- simSimulationData
Loaded simulation readers and metadata.
- mappingtuple[list[list[list[int | float]]], NDArray]
Simulation-to-report mapping and representative cells.
- arraysdict
Simulation-grid quantity arrays.
- Parameters:
- Return type:
None
- get_header(cfg, sim, i)[source]#
Build the dense CSV time label and column header.
- Parameters:
- cfgDataConfig
Initialized runtime configuration.
- simSimulationData
Loaded simulation readers and metadata.
- iint
Selected record index.
- Returns:
- name_tstr
Time label used in the dense spatial filename.
- textlist[str]
CSV header lines for the selected SPE11 case.
- Parameters:
cfg (DataConfig)
sim (SimulationData)
i (int)
- Return type: