SciPy

Compile-time settingsΒΆ

SPARTA relies on a significant number of compile-time parameters that are necessary to properly size arrays and reduce memory consumption. The only file that the user should need to modify for this purpose is sparta.h (in the build directory created above, NOT in the file that is part of the SPARTA repository). The relevant sections in this file should be self-documenting. All compile switches are written to the SPARTA output file (see The SPARTA HDF5 output format).

The sample file below has all tracers, results, and analyses set to zero, providing a minimal example where SPARTA will only read the halo catalog and put out a file with minimal content. Running in this mode can be a good first check on the consistency of the halo catalog, snapshot files and so on.

/*************************************************************************************************
 *
 * This file contains all user-defined compile-time settings used in SPARTA.
 *
 * When changing settings for a specific project, the user should NOT edit this file but instead
 * copy it (along with Makefile) into a new directory that is not part of the repository. This
 * procedure avoids spurious, temporary changes to the repository when settings are changed.
 *
 * (c) Benedikt Diemer
 *
 *************************************************************************************************/

/*
 * The following sections determine the outputs from SPARTA and thus the steps and computations
 * performed by the code. The system automatically includes dependencies, meaning that the user
 * is not responsible for the consistency of the chosen options. In other words, the settings
 * directly determine what SPARTA outputs, but only indirectly what goes on internally.
 *
 * For example, a number of analyses need certain tracers and results: the splashback analysis
 * needs splashback results from individual particle tracers. If only the splashback analysis is
 * chosen for output, particle tracers and splashback results will be turned on internally but
 * will not be written to file.
 */

/*************************************************************************************************
 * HALOS AND SUBHALOS
 *************************************************************************************************/

/*
 * Ghosts are halos (generally subhalos) that have been lost by the halo finder, i.e., that are
 * not present in the halo catalog any longer. By tracking their particles, we can sometimes
 * prolong their lifetime. However, this can lead to significant computation and should be turned
 * off if the user is not interested in ghosts.
 */
#define OUTPUT_GHOSTS 0

/*
 * The following halo properties (position, velocity, parent ID) can be turned on or off at will,
 * but they only make sense if ghosts are turned on. In that case, the properties of the ghosts are
 * lost if they are not output as they are not part of the halo catalog. If ghosts are turned off,
 * this information duplicates the catalog and can easily be recovered later.
 */
#define OUTPUT_HALO_X OUTPUT_GHOSTS
#define OUTPUT_HALO_V OUTPUT_GHOSTS
#define OUTPUT_HALO_PARENT_ID OUTPUT_GHOSTS

/*************************************************************************************************
 * HALO ANALYSES
 *************************************************************************************************/

/*
 * Each block in this section controls the output for one halo analysis, i.e., output that is
 * computed on a per-halo basis. Switching on or off an analysis can also trigger the computation
 * of results and tracers. In addition to the output switches, analyses may have user-defined
 * settings.
 */

/*
 * The splashback radius (rsp) analysis determines the splashback radius of a halo over time from
 * the splashback events of individual particle tracers. The user can choose the different
 * definitions that are computed in the config file, but a maximum number of definitions is set
 * here to determine the memory footprint.
 */
#define OUTPUT_ANALYSIS_RSP 0

#define ANALYSIS_RSP_MAX_SNAPS 100
#define ANALYSIS_RSP_MAX_DEFINITIONS 20

/*
 * The profile analysis computes and outputs the density profile of halos. The user can choose the
 * number of profiles bins. The snapshots at which the profiles are output can be set at runtime,
 * but their number must not exceed the MAX_SNAPS setting below.
 *
 * Possible profiles to output include the mass profile of all matter, the orbiting (or 1-halo)
 * term by only including particles that have had at least one pericenter, and the average radial
 * velocity profile
 */
#define OUTPUT_ANALYSIS_PROFILES 0
#define OUTPUT_ANALYSIS_PROFILES_ALL 1
#define OUTPUT_ANALYSIS_PROFILES_1HALO 1
#define OUTPUT_ANALYSIS_PROFILES_VR 1
#define OUTPUT_ANALYSIS_PROFILES_SIGMAVR 1

#define ANALYSIS_PROFILES_MAX_SNAPS 20
#define ANALYSIS_PROFILES_N_BINS 80

/*
 * The halo properties analysis computes halo properties in general. The user can turn on or off
 * a number of sub-categories of quantitities that demand certain particle events:
 *
 * RM          Spherical overdensity radii and masses
 * ORBITING    Properties that rely on the orbiting/infalling distinction, and thus OCT results
 *
 * MAX_SNAPS sets the maximum number of snapshots at which this analysis can be computed (often
 * every snapshot, in which case it should be the same as MAX_SNAPS below). MAX_DEFINITIONS
 * specifies how many quantities can be output. If this number is much larger than the actual
 * number of requested quantities, the corresponding memory is wasted.
 */
#define OUTPUT_ANALYSIS_HALOPROPS 0
#define OUTPUT_ANALYSIS_HALOPROPS_RM 1
#define OUTPUT_ANALYSIS_HALOPROPS_ORBITING 1

#define ANALYSIS_HALOPROPS_MAX_SNAPS 100
#define ANALYSIS_HALOPROPS_MAX_DEFINITIONS 20

/*************************************************************************************************
 * TRACERS
 *************************************************************************************************/

/*
 * The following switches determine which dynamical tracers SPARTA outputs. By default, all results
 * that are turned on will be active for all tracers, but that can be modified at runtime. Note
 * that just because an output switch is off, the tracer may still be computed if it is necessary
 * for a particular analysis or result (see below).
 *
 * Also note that turning off all tracers does not turn off the results automatically.
 */
#define OUTPUT_TRACER_PARTICLES 0
#define OUTPUT_TRACER_SUBHALOS 0

/*************************************************************************************************
 * TRACER RESULTS
 *************************************************************************************************/

/*
 * Each block in this section controls the output for one type of tracer result (or event). The
 * first pragma in each block turns the output for that result on or off altogether, the other
 * lines toggle individual fields. Note that a tracer result may be computed even if it is not
 * output, depending on the demands of the chosen analyses.
 *
 * Results can take up a significant fraction of SPARTA's memory, so it is recommended to select
 * only the results that are needed in the output file.
 */

/*
 * Infall events correspond to the moment when a tracer crosses R200m of a halo. The time of
 * infall is always saved, but there are numerous other fields that the user can choose to save
 * or discard. For convenience, each field receives an abbreviation that is used consistently
 * throughout the code and analysis tools, namely:
 *
 * SMR     If the particle came into a host with a subhalo, the mass ratio of the sub and host at
 *         infall.
 * VRV200  The radial velocity at infall divided by v200m.
 * VTV200  The tangential velocity at infall divided by v200m.
 */
#define OUTPUT_RESULT_INFALL 0
#define OUTPUT_RESULT_INFALL_TIME 1
#define OUTPUT_RESULT_INFALL_BORNINHALO 1
#define OUTPUT_RESULT_INFALL_SMR 1
#define OUTPUT_RESULT_INFALL_VRV200 0
#define OUTPUT_RESULT_INFALL_VTV200 0
#define OUTPUT_RESULT_INFALL_X 0

/*
 * Splashback events correspond to the first apocenter of a tracer after infall into a halo.
 * The time and radius of the event are always saved, but there are numerous other fields that the
 * user can choose to save or discard. For convenience, each field receives an abbreviation
 * that is used consistently throughout the code and analysis tools, namely:
 *
 * MSP  The splashback mass; this output is based on the density profile around a halo, meaning
 *      that it will cause SPARTA to load the particles around each halo even if
 *      OUTPUT_TRACER_PARTICLES is off.
 * RRM  The radius where the minimum (pericenter) of the first orbit occurred, in units of R200m.
 * TMIN The time of pericenter, from which R200m(tmin) and r_min can be reconstructed.
 * POS  The angular position of the splashback event in theta/phi space.
 */
#define OUTPUT_RESULT_SPLASHBACK 0
#define OUTPUT_RESULT_SPLASHBACK_MSP 1
#define OUTPUT_RESULT_SPLASHBACK_RRM 0
#define OUTPUT_RESULT_SPLASHBACK_TMIN 0
#define OUTPUT_RESULT_SPLASHBACK_POS 0

/*
 * Trajectory results contain the full trajectory of a tracer in halo-centric coordinates. These
 * full trajectories can take up a lot of memory, meaning that fine control of the output is
 * important. Typically, trajectory output should be limited to specific tracers and/or halos at
 * runtime. The fields correspond to:
 *
 * R     The radius
 * VR    The radial velocity
 * VT    The tangetial velocity
 * X     The 3D position
 * V     The 3D velocity
 */
#define OUTPUT_RESULT_TRAJECTORY 0
#define OUTPUT_RESULT_TRAJECTORY_R 1
#define OUTPUT_RESULT_TRAJECTORY_VR 1
#define OUTPUT_RESULT_TRAJECTORY_VT 0
#define OUTPUT_RESULT_TRAJECTORY_X 0
#define OUTPUT_RESULT_TRAJECTORY_V 0

/*
 * Orbitcount results keep track of the number of pericenters a tracer has experienced. The fields
 * have the following meaning:
 *
 * OCT            Orbit count (up to maximum number set in run-time configuration)
 * LOWER_LIMIT    True if the particle was already in the halo when counting began.
 * LAST_SNAP      If no orbit counts recorded, the snapshot of infall; if no orbit counts but a
 *                lower limit, the snapshot where the lower limit was set; if the orbit count is
 *                greater than zero, the last snapshot where a pericenter was detected.
 */
#define OUTPUT_RESULT_ORBITCOUNT 0
#define OUTPUT_RESULT_ORBITCOUNT_OCT 1
#define OUTPUT_RESULT_ORBITCOUNT_LOWER_LIMIT 1
#define OUTPUT_RESULT_ORBITCOUNT_LAST_SNAP 1

/*************************************************************************************************
 * SUBHALO PARTICLE IDENTIFICATION
 *************************************************************************************************/

/*
 * When a subhalo falls into R200m, SPARTA chooses particles that are truly belonging to the
 * subhalo. This selection is used both to track subhalo particles and to tag host particles to
 * indicate they originated from a subhalo. There are different methods of tagging that can be
 * turned on, with run-time parameters determining the details. Changing these settings can have
 * drastic effects on the output. The methods are:
 *
 * SUBTAG_METHOD_IFL_AGE      Tag all particles that have been in the halo for longer than a
 *                            certain number of dynamical times, according to their infall events.
 * SUBTAG_METHOD_IFL_DISTANCE Tag all particles that fell into the subhalo at least a number of
 *                            host radii away from the host center.
 * SUBTAG_METHOD_BOUND        Tag all particles that are bound to the subhalo.
 *
 * If you change these parameters, please carefully check the results.
 */
#define SUBTAG_METHOD_IFL_AGE 0
#define SUBTAG_METHOD_IFL_DISTANCE 1
#define SUBTAG_METHOD_BOUND 1

/*************************************************************************************************
 * DOMAIN DECOMPOSITION
 *************************************************************************************************/

/*
 * The domain can be decomposed by two different mechanisms:
 *
 * DOMAIN_DECOMPOSITION_SLABS  The domain is split into slabs in all three dimensions, and the slab
 *                             boundaries are adjusted to balance the load. This can be faster in
 *                             cases where halos are spatially well-distributed, e.g., very large
 *                             volumes. However, if a lot of computation is concentrated in a small
 *                             volume, this algorithm tends to perform poorly.
 * DOMAIN_DECOMPOSITION_SFC    A space-filling curve is used, meaning that the volumes covered by
 *                             individual processes can take on arbitrary shapes and overlap. This
 *                             algorithm is more robust than SLABS and is the default.
 *
 * If using a space-filling curve, the code needs to convert positions and indices. In particular,
 * to figure out the volume covered by a process, all associated SFC indices need to be converted
 * into positions which can be slow for few processes or a highly-resolved SFC. This computation
 * can be sped up by pre-computing the indices, but the lookup table consumes significant amounts
 * of memory, namely 16 * SFC_MAX = 16 * (2^SFC_BITS_PER_DIM)^3. For a SFC with SFC_BITS_PER_DIM 8,
 * corresponding to a resolution of 256 per dimension, this corresponds to 256MB of memory on each
 * process. Thus, this option is turned off by default.
 *
 * Load balancing can be turned off altogether in the run-time configuration.
 */
#define DOMAIN_DECOMPOSITION_SLABS 0
#define DOMAIN_DECOMPOSITION_SFC 1

#define DOMAIN_DECOMPOSITION DOMAIN_DECOMPOSITION_SFC
#define DOMAIN_SFC_INDEX_TABLE 0

/*************************************************************************************************
 * MEMORY AND PERFORMANCE SETTINGS
 *************************************************************************************************/

/*
 * Max number of snapshots. This number should be close to the actual number of snapshots, as
 * numerous fields are saved for each snapshot, leading to a waste of memory.
 */
#define MAX_SNAPS 100

/*
 * The maximum number of processes. Increasing this number leads to a very small memory overhead.
 */
#define MAX_PROCS 256

/*
 * The number of mass bins used to interpolate the halo mass profile. The more bins, the more
 * accurate the interpolation will be, but increasing the number of bins consumes a significant
 * amount of memory.
 */
#define N_MBINS 50

/*************************************************************************************************
 * CHECKS & DEBUGGING
 *************************************************************************************************/

/*
 * Perform internal self-checks. This makes the code very slightly slower but is useful for
 * debugging. Some time-consuming checks are only executed in PARANOID mode.
 */
#define CAREFUL 1
#define PARANOID 1

/*
 * Print information about a particular halo ID or tracer ID. If 0, the function is disabled, and
 * this setting is recommended for speed.
 *
 * For halos, information about the halo's progenitor(s) and subhalos is also printed. The debug
 * mechanism is particularly effective if the given ID is the halo's first ID, i.e. its ID at the
 * snapshot where the halo is born. In that case, information is printed along the entire
 * history of the halo.
 *
 * For particle tracers, their ID stays constant. For subhalo tracers, debugging their original ID
 * prints information along their entire history, otherwise only information at the snapshot where
 * the subhalo takes on the given ID is printed.
 */
#define DEBUG_HALO 0
#define DEBUG_TRACER 0

Compile-time settings for MORIA

The compile system for MORIA works just as the SPARTA one, but MORIA needs barely any compile-time input from the user:

/*************************************************************************************************
 *
 * The MORIA tool writes SPARTA output back into catalog files. This file contains all
 * user-defined compile-time settings used in MORIA.
 *
 * (c) Benedikt Diemer
 *
 *************************************************************************************************/

/*
 * Perform internal self-checks. This makes the code slower but is useful for debugging.
 */
#define MORIA_CAREFUL 1

/*
 * If this number is not zero, print all output related to this halo. Useful for debugging.
 */
#define MORIA_DEBUG_HALO 0

Compile-time settings for test suite

The test suite is provided for developers. Different tests can be activated in its header file:

/*************************************************************************************************
 *
 * This file contains all user-defined compile-time settings for the SPARTA test suite.
 *
 * (c) Benedikt Diemer
 *
 *************************************************************************************************/

/*
 * Perform basic tests of the cosmology module
 */
#define TESTS_DO_COSMOLOGY 0

/*
 * Check the halo definition system that translates strings into definitions and vice versa.
 */
#define TESTS_DO_HALODEFINITIONS 0

/*
 * Test reading a Gadget file that was created with the geodisic equation extension (GDE) of
 * Mark Vogelsberger. This test will not run on any system.
 */
#define TESTS_DO_GDE 0

/*
 * Output the coordinates on a Hilbert curve to test the domain decomposition system. The Hilbert
 * curve will distinguish TESTS_HILBERT_N coordinates per dimension.
 */
#define TESTS_DO_HILBERT 0
#define TESTS_HILBERT_N 32

/*
 * Test the tree potential unit against direct summation.
 */
#define TESTS_DO_POTENTIAL 0

/*
 * Test HDF5 operations
 */
#define TESTS_DO_HDF5 0