# Advanced Rugnux The machinery behind a run that needs more than the defaults: external reference data, model validation, re-merging without re-integration, and the full option tables. ```{contents} On this page :local: :depth: 2 ``` ## Reference data and the indexing ambiguity ### What a reference does (`-z`) `-z reference.mtz` supplies **known intensities of the same crystal form** — a previously merged dataset, or `F-model` amplitudes computed from a structure. The reference can equally be a PDB structure-factor file (`-z 1abc-sf.cif`, SF-mmCIF), gzipped or not; the format is taken from the file's content. From an mmCIF the first merged reflection block with a usable column is read (the log names it), its columns under the MTZ labels `gemmi cif2mtz` gives them (`IMEAN`, `FP`, `FC`, …), and its R-free set from `_refln.status` (`f` free, `o` working), or from `_refln.pdbx_r_free_flag` where the status marks no test set. It is read once, before processing starts, and used for four things: - **It fixes the space group and the unit cell** the run works in, unless `-S` / `-C` override them. The cell is a *soft* reference: indexing may still drift within tolerance, so a small mismatch between reference and data is absorbed rather than rejected. - **It fixes the axes the files are written on.** The group is taken in the setting the reference is written in (P 2 21 21 stays P 2 21 21, not only "number 18"), and once the run has merged, every description of its lattice on the reference's axes - axis permutations, sign flips, I- against C-centred - and every alternative indexing on top is correlated with the reference; the best one is re-merged and written. `REFERENCE_OPERATOR=` names the operator (`h,k,l` where the data were already on the reference's axes), `REFERENCE_CC=` and `REFERENCE_MATCHED_FRACTION=` how well the result matches. - **It resolves the indexing ambiguity** (below) — the one thing the data cannot settle for themselves. - **It hands over its R-free test set**, where the file carries one, so every dataset of a campaign is scored on the same free reflections - in the reference's frame, and only where the merge matches the reference (CC at least 0.5 over at least half of the merged reflections in its resolution range). A reference that does not is reported (`REFERENCE_MISMATCH`), and the merge keeps its own test set; `REFERENCE_FREE_FLAGS_INHERITED=` says which happened. - **It reports CCref**, the correlation of the merged intensities against the reference, in the statistics table. Stills only — the rotation merge never scores itself against the reference, and its table shows `-` in that column. A reference is **not** a scale anchor. Both workflows scale against their own data — scaling images against a foreign dataset injects that dataset's systematics — so `-z` never puts the reference's errors into the intensities. `--reference-column` picks the column to read where the automatic choice (`F-model`, else `IMEAN`/`I`, else `FP`/`FOBS`/`F`) is not the right one. For the second of those four jobs — and only that one — an atomic model does as well: `--model` computes the intensities it needs from the structure. Where a reference dataset exists, prefer it; where only a model does, it resolves the ambiguity just the same. ### The indexing ambiguity Some crystals can be indexed in **more than one way, each equally valid geometrically, and each giving different merged intensities**. This happens whenever the lattice is more symmetric than the crystal: in P3, P4, P6, P31, C2 and their relatives (*merohedral*), and also where the cell is metrically more symmetric than the Laue class by accident (*pseudo-merohedral*, up to 2° of obliquity). The alternatives are related by the crystal's **twin laws** — reindexing operators such as `k,h,-l`. Nothing in the data breaks the tie: the merge is equally self-consistent either way, so which solution comes out is arbitrary. What that costs depends on the workflow: - **Rotation.** The whole sweep is one lattice, so the whole dataset lands in one indexing, picked at random. The merge itself is sound; it may simply be the *other* solution from an earlier dataset of the same crystal form, and the two cannot be combined, compared or phased against the same model. - **Serial stills.** Every crystal is indexed independently, so a run mixes both indexings into one merge. That is not a labelling matter — reflections that are not symmetry mates get averaged together, and CC1/2, Rmeas and the anomalous signal all degrade. Every run that merges tests for the ambiguity, and where it exists and nothing resolves it, says so in the log and in the report's warnings: ``` Indexing ambiguity: this cell / space group admits alternative indexing (reindex operator(s): -h,-k,l). Serial-stills crystals are indexed in one hand at random, and rugnux can only break this against an external reference. WITHOUT one the merge mixes the hands and CC1/2 is degraded - supply a reference MTZ (-z) or a model (--model, which needs -C and -S here) to resolve it. ``` Where something does resolve it, the run says so instead — `Indexing ambiguity present (reindex operator(s): -h,-k,l); resolved against the supplied model`. How to resolve it: | Situation | What to do | | --- | --- | | **Rotation**, a reference dataset exists | `-z reference.mtz`. Once the space group is settled, each candidate reindexing of the merged intensities is correlated with the reference and the best-correlating one is re-merged. Only the *hkl* labels change; the cell does not | | **Serial stills**, a reference dataset exists | `-z reference.mtz`. Resolved **per image**, at integration time, by correlating each crystal's intensities with the reference — so the merge never mixes hands in the first place | | **Rotation**, only a model | `--model model.pdb`. The merged data are fitted to the model in each candidate indexing and the lowest R-free wins — provided the model first beats its random-orientation null (`MODEL_FIT= ACCEPTED`) and its lead over the runner-up beats the lead a random placement of the same model takes; the written reflections are then reindexed into it, so the file, the R-factors and the maps agree. Where either bar is missed the data keep the indexing they were merged in, and the report says by how much (`MODEL_INDEXING_MARGIN_SIGMA`). It is the **data** that are relabelled, never the model: every dataset of one crystal form processed against the same model comes out in that model's indexing, so the reflection files and maps of a screening campaign compare directly. The relabelling is a proper rotation of the lattice, so the merging statistics are unchanged and I(+)/I(-) keep their hand | | **Serial stills**, only a model | `--model model.pdb`, with the cell and space group given (`-C` / `-S`). Structure factors are computed from the model up front and used as the reference for the per-image test, exactly as a reference MTZ would be — the ambiguity has to be broken at integration time, and a model can supply the intensities to break it with | | Neither | The run warns and merges in whichever indexing it found: for rotation data a usable dataset in an arbitrary frame, for stills a degraded one | Two things to know about where the choice lands: - **`--mode scale` cannot repair a stills run after the fact.** The per-image test happens at integration time, so a `_process.h5` whose images were integrated without a reference — an MTZ or a model — has already lost the distinction, and no re-merge brings it back. On rotation data, where the ambiguity is one choice for the whole dataset, `--mode scale --model model.pdb` does resolve it. - **The choice reaches the written reflections**, not only the R-factors and the maps: the merged `.mtz` / `.cif` / `.hkl` (and `_unmerged.mtz`, where it is asked for) are written in the indexing the model or the reference settled on, so the file can be refined against that model as it stands. Two things the indexing ambiguity is **not**: - **Not the enantiomorph.** P41212 versus P43212 (or P31 versus P32) leaves the merged intensities *unchanged*, so no amount of data can choose between them and Rugnux never tries — the run reports the pair it cannot separate. A model the data accept names it (`MODEL_FIT= ACCEPTED` in the report), and the naming is a label only: the written reflections take the model's space group, no reflection moves, and I(+)/I(-) stay exactly as measured — reindexing by the change of hand would flip every anomalous difference, so it is never done. Whether the model and the data really agree about the hand is answered afterwards by the anomalous difference map, which warns when the density at the model's atoms comes out inverted. The `_process.h5`, whose per-image reflections were written as they were integrated, keeps the group the run determined and is left alone. - **Not twinning.** The twin laws are the same operators, but twinning is a property of the crystal — two orientations diffracting at once — and is reported separately in the report's twinning section. A crystal can have an indexing ambiguity without being twinned, and usually is not. The algorithms behind both are in [CPU/GPU data analysis ▸ Reference data](CPU_DATA_ANALYSIS_INTEGRATION.md#109-reference-data-fixing-the-space-group-and-resolving-the-indexing-ambiguity). ## The setting the files are written in The space-group search decides which axes carry the screws and the centring on the cell as it was indexed, whose axes are ordered by length. The files are then written in the **standard setting**, as XDS and POINTLESS write it (`SETTING_SOURCE=STANDARD`): P2221 and P21212 with the unique axis on c and a= 90; triclinic keeps the reduced cell. So a crystal indexed as 52.51 87.87 137.72 in P 2 21 21 is written as 87.87 137.72 52.51 in P 21 21 2. What the user gives takes precedence, in this order: a reference MTZ (`-z`, its own setting), a model that fits (`--model`, its setting), the axis order of a cell given with `-C` (`SETTING_SOURCE=CELL`), and the setting of a group given with `-S` by a non-standard symbol (`-S "P 2 21 21"`, `SETTING_SOURCE=SPACE_GROUP`). A group given with `-S` is also placed on the axes its absences name before anything is merged, so `-S 18` on a cell whose pure two-fold is its shortest axis puts the screws on the right rows. The change is a relabelling made after every decision - nothing measured, and no decision, depends on it - and it is applied to everything the run writes: the merged `.mtz`/`.cif`/`.hkl`, `_unmerged.mtz` and the `_process.h5` (whose per-image reflections carry the reindex matrix). `SETTING_OPERATOR=` gives it as a reindexing operator on the indices the space group was determined on, CCP4 style (`k,l,h` is h'=k, k'=l, l'=h); `h,k,l` where nothing moved. ## Validating against a model (`rugnux --model`) Which decisions a model can influence, and which it cannot, is set out decision by decision in [Models and reference data](RUGNUX_MODEL_AND_REFERENCE.md). Given an atomic model of the same structure, `--model model.pdb` scales the model structure factors to the merged amplitudes — fitting a flat bulk-solvent contribution and an overall anisotropic *B* — and reports **R-work / R-free** and the mean 2mFo−DFc density at the atom centres. It also writes the map-coefficient MTZ `_maps.mtz` next to the merged reflections: the σA-weighted 2mFo−DFc and mFo−DFc coefficients, which Coot and PyMOL open directly as maps. Where the merge kept the Bijvoet split (a rotation merge always does), an anomalous difference map is made too and read, not written: the report names its strongest sites (`ANOMALOUS_SITE_01`…`10`) and the map's mean height at the model's anomalous scatterers - every atom from phosphorus up - as one number for the anomalous signal (`ANOMALOUS_SCATTERER_MEAN_SIGMA`). The structure itself is not refined; the model is re-fractionalized into the data cell and then placed as **one rigid body**, so a deposited model from a crystal that is not quite isomorphous still sits where the density is. The placement runs on the GPU where there is one and on the CPU otherwise, with nothing to set; the two agree to rounding, not bit for bit. The rigid body only moves a model that already sits near its place, so its placement is **checked**: the model counts as placed where its fit beats the same model refitted from random orientations (the null behind `MODEL_FIT`, below), in the answer's merge or in the twin hypothesis' one. An experimental model the rigid body does not place — a deposited structure of another crystal form, a model of a subgroup the data were merged above, a file with no crystal cell — is then searched for by **molecular replacement**: as many copies as the cell holds, in every space group the merge cannot tell apart and in the twin hypothesis' subgroup (the search and its keys are in [Molecular replacement](RUGNUX_REPORT.md#molecular-replacement)). A **predicted** model — AlphaFold or ModelCIF, recognised from the file's content (pLDDT in the B column) — has no placement of its own and goes to molecular replacement straight away, trimmed to the residues of pLDDT 70 and above and, where the AlphaFold DB's predicted-aligned-error JSON sits beside it under its own name, cut into rigid domains. `--mr ` is `--model` with the rigid body skipped: molecular replacement straight away, whatever the model. The report says which way the model was placed, `MODEL_PLACEMENT=` `RIGID_BODY`, `MR` or `NOT_PLACED`; a model placed nowhere is a result, not a warning, and the reflection files are then what a run without a model writes. Where molecular replacement placed it, the R-factors, the maps and the placed model below are those of its placement. Molecular replacement is part of the full `--mode mx` run, rotation and serial stills alike; `--mode scale` (below) places the model by the rigid body alone. A placed model changes two things in `.mtz`/`.cif`/`.hkl` and nothing else: the **enantiomorph** label and, placed by the rigid body, the [indexing ambiguity](#the-indexing-ambiguity) (molecular replacement relabels the hand, past the same anomalous check, and never reindexes). Where the model chooses **another space group** with the answer's rotations, or the **twin hypothesis' subgroup**, the answer's files stay the run's own and that merge is written beside them as `_mr.mtz`/`.cif` — from the merge it was chosen on, with the twin law and fraction where it is the subgroup — together with the model as placed there, `_mr_model.pdb`/`.cif`; the report names them (`MODEL_CHOICE_FILE_PREFIX=`, `MODEL_CHOICE_SPACE_GROUP=`). Because the model moves, the input file no longer describes these maps, so the model **as placed** is written as `_model.cif` — the input's chains, residues, ligands, waters, B-factors, occupancies and anisotropic *U*s, at the coordinates the maps were computed from, in the same unit cell and space group as `.mtz` beside it. The same coordinates are written as `_model.pdb` as well, because the fragment-screening tools this file exists to feed take a PDB: PanDDA's per-dataset input is `.pdb` beside `.mtz`, and dimple produces that same pair. (The PDB is skipped, with a log line, for a cell its fixed-width format cannot hold; the mmCIF is unconditional.) That is the file to open with the maps, and the one to hand to REFMAC5 or `phenix.refine`; its starting R-free is the `R_FREE=` the report quotes. (`.cif` is the merged **reflections** — hence the separate name.) Where the run also wrote a **twin hypothesis** — `_twin_.mtz`/`.cif`, the same data merged in a subgroup with a twin law, written when the adopted space group may have absorbed one (see [the twin hypothesis](RUGNUX_REPORT.md#the-twin-hypothesis-twin_subgroup_)) — the model is scored against that merge as well, plainly and as twinned by the law, and the maps and `_model.cif` come from whichever of the two merges the model fits better on R-free. The report says which (`MAPS_FROM=`) and gives the R-free of both. `.mtz` and the space group are the run's own either way; where the model also fits that merge against its null, it has chosen the subgroup, and the merge is written once more as `_mr.mtz`/`.cif` (above). Both are written whenever the maps are, including for a model the data rejected: the rejection is a result, and it is exactly the case where someone wants to look at the model in the density. The model may be **PDB or mmCIF**, gzipped or not, and the format is taken from the file's own content rather than from its name — a model downloaded as `.cif`, `.pdb`, `.ent` or with no useful extension at all is read the same way. A model that cannot be read, or that has no atoms, no unit cell or no usable space group, does not fail the run: it is logged, and the results report carries a `WARNING: Model validation did not run: …` line, so a run that silently produced no R-free and no maps cannot be mistaken for one that was never given `--model`. Either way the results report carries a **`5. MODEL VALIDATION`** section: `R_WORK=` / `R_FREE=` with their reflection counts, `R_MODEL_SHELL_SCALED=` and `MODEL_RADIAL_MISFIT=` beside them (the R that compares between two runs, and why the other two do not — see [RUGNUX_REPORT](RUGNUX_REPORT.md)), the bulk-solvent and overall scale parameters, the mean 2mFo−DFc density at the atom centres, the reindexing operators the written reflections were brought into the model's frame with, and `MAPS_PREFIX=`; or `MODEL_VALIDATION= NOT_PERFORMED` with `MODEL_VALIDATION_REASON=` when the model could not be used. A run given no `--model` has no such section at all. It is a *data-quality lens*, independent of the internal statistics: R-free measures the merged intensities against external truth, where CC1/2 and Rmeas only measure them against themselves. It also settles the two things merged intensities alone cannot, in two different ways — though only where the data **accept the model first**: the same model is refitted, and re-placed, from random orientations about its own centroid, and the real fit has to beat that null (`MODEL_FIT=` in the report; [§14.5](CPU_DATA_ANALYSIS_DECISIONS.md#145-does-the-model-fit-the-null-it-is-scored-against)). A model that fits no better than its own random placements decides nothing, and the reflection files are byte for byte what a run with no model would have written. The enantiomorph is a **relabelling**: data merged in P41212 against a P43212 model take the model's space group as the label they are written under, with no reflection moved and I(+)/I(-) exactly as measured. A merohedral [indexing ambiguity](#the-indexing-ambiguity) — when no reference MTZ has already fixed it — is a **reindexing**: the candidate with the lowest R-free is kept — where its lead over the runner-up beats the lead a random placement of the same model takes — and applied to the **written reflections** as well as to the R-factors and the maps; otherwise the data keep the indexing they were merged in. This is distinct from a model written in another *description* of the lattice — other axes, a different unique axis, I-centred where the run indexed C-centred — or in another point group: there the model is first put into the data's description (`MODEL_CHANGE_OF_BASIS=`) to be scored. A model that asserts such a setting is then tested against its random placements like any other claim, and where it **fits**, the data move instead: the files are written in the model's setting (`SETTING_SOURCE=MODEL`), and the validation is made once more on those axes so the maps and `_model.pdb` match them. Where it does not fit, the files stay in the standard setting. Validation runs before the reflection files, so the `.mtz` / `.cif` / `.hkl` come out in the model's frame either way — reindexed where the ambiguity decided, and carrying the model's space group where the hand was adopted. The log names the operator in each case, and for the indexing choice gives the winning R-free together with the runner-up. ## Re-scaling and re-merging (`rugnux --mode scale`) The `scale` mode re-scales and merges the *already-integrated* reflections stored in a `_process.h5` file, without re-running spot finding or integration. Use it to re-merge quickly with a different space group, resolution limit, anomalous setting or outlier rejection. It reuses the same `-o/-N/-s/-e/-S/-A/-z/--scaling-*` options as the full run, and (unlike the full pipeline) does not run a space-group search: it merges in the space group and unit cell the file records, and `-S` / `-C` override them. A `_process.h5` written before the group was stored carries none, and merges in P1 unless `-S` says otherwise. A reference MTZ (`-z`) is accepted here on **stills** data, where it fixes the space group and cell, reports CCref and hands over its R-free flags; on rotation data the rotation scaler declines it and the run stops with a message saying so. `--model` works here as in a full run, except that the model is placed by the rigid body only: a model it does not place, or a prediction, is not searched for by molecular replacement, and `--mr` is refused. On rotation data, where the [indexing ambiguity](#the-indexing-ambiguity) is one choice for the whole dataset, it can settle the enantiomorph label and the indexing — under the same fit test as always — and the re-merged reflections are written in what it settled. What no re-merge can repair is a **stills** `_process.h5` integrated without a reference: there the ambiguity was decided per image, at integration time, and the distinction is gone from the stored reflections. Where the full run re-seated the lattice — the space group it settled on is in a different setting from the one each image was indexed in — the file records the change of basis as `/entry/MX/reindexMatrix`, and `rugnux` applies it on read, so the reflections and the stored cell describe the same frame. An older file that was affected by this cannot be repaired (the matrix is not recoverable after the fact); such a file now stops with a message naming both cells and the exact `-S`/`-C` override to merge it in its own setting, instead of failing inside the merge. ## The merged mmCIF (`.cif`) The `.cif` follows the PDBx/mmCIF dictionary and holds one data block, `data_sample`: the merged reflections (`_refln`: I, F and the Bijvoet mates, with the free set in `_refln.status`) and what describes them - the cell and space group; `_software` with Rugnux named twice, once for `data reduction` and once for `data scaling`; the experiment as the input file states it (`_diffrn.ambient_temp` from the sample temperature, the wavelength, the source's facility and beamline and its general class, the detector's make and model in `_diffrn_detector.type` and its class in `_diffrn_detector.detector`, and the collection date from the NXmx start time); and the merging statistics overall (`_reflns`) and per shell (`_reflns_shell`): completeness, multiplicity, , R_merge, R_meas, R_pim, CC1/2 and CC\*, and SigAno where an anomalous split was made. A quantity the input does not state is left out rather than guessed. The unmerged observations are in the `_unmerged.mtz` (unscaled) and the `.hkl` (scaled), not in the `.cif`. Items PDBx does not define — ISa, the error model, the twinning and anisotropy diagnostics, the refined distance and beam centre — are written under the `jfjoch_` local prefix, which a dictionary check reports as unknown and a deposition ignores. ### Provenance Every reflection file says where it came from, so that it can be traced back without the report beside it: - the **`.cif`** names the Rugnux version in `_software.version` and the commit it was built from in `_software.description`, and the command line, the input file (absolute path) and the input's identity under `_jfjoch_provenance.command_line`, `.input_file` and `.input_identity`; - the **`.mtz`** and the **`_unmerged.mtz`** carry the same in their `HISTORY` records (`mtzdump` prints them), each run on over further records where it is longer than the 80 characters of one. The identity is the input file's size and modification time — for an HDF5 data set, the master file's — which tells two files of one name apart without reading the data. A collection followed from the broker is not a file here, and has none. ## Command-line options General: | Option | Description | | --- | --- | | `-o, --output-prefix ` | Output file prefix (default: `output`) | | `-N, --threads ` | Number of worker threads (default, and for any value ≤ 0: every CPU the run may use - its affinity and cgroup quota). Some stages take fewer, because past a point more workers make them slower: the per-image loop of `--mode mx` uses at most 16 per GPU unless `-N` was given a positive value, and first-pass spot finding and the beam-stop pre-scan have ceilings of their own that `-N` does not lift. On a small card the two ceilings, and the per-image loop's 16 where `-N` was left at its default, come down to as many workers as keep their buffers (about 24 bytes per detector pixel each) within half of the card's total memory. Scaling, merging and the space-group search use the full count | | `-s, --start-image ` | First image to process (default: 0) | | `-e, --end-image ` | Last image to process (default: all) | | `-t, --stride ` | Process every *n*-th image (default: 1) | | `-v, --verbose` | Show the whole log on the terminal in place of the steps; `_log.txt` is written either way | | `--no-gpu` | Run on the CPU only, as on a machine without a GPU, even where one is present: CUDA is not touched (nor, on macOS, the Apple GPU that Bragg integration, the model density and the molecular-replacement rotation function otherwise run on) and every GPU step takes its CPU path (`-X FFT` indexes with FFTW and `-X FFBIDX` with its CPU implementation; `-X cuFFT` is refused) | Mode — `--mode ` (default `mx`): | Value | Description | | --- | --- | | `mx` | Full analysis — spot finding, indexing, integration and merging | | `azint` | Only azimuthal integration (no spot finding/indexing); writes `_process.h5` | | `scale` | Only re-scale/merge the already-integrated reflections in the input `_process.h5` (no re-integration) | | `calibration` | Determine the detector geometry from powder rings; writes `.poni` and `.json` | Calibration (`--mode calibration`): | Option | Description | | --- | --- | | `--calibrant ` | Powder standard: `lab6` \| `agbh` \| `ceo2` \| `si` \| `ice` (default `lab6`, case-insensitive) | | `--calibration ` | How the rings are measured: `rings` \| `spots` (default `rings`; see above). `rings` defaults `--azim-phi-bins` to 32 | | `--no-refine-tilt` | Do not refine the detector tilt: hold rot1/rot2 at the header value and fit only the beam centre and the distance, for a calibration handed to a program that cannot express a tilted detector (XDS) | Detector mask: | Option | Description | | --- | --- | | `--detect-beam-stop[=N\|off]` | Find the beam stop and its holder in a projection of N images and add them to the pixel mask as bit 9, so nothing shadowed by them is integrated. **On by default** (60 images); `=off` disables. Reflections behind the stop are attenuated but not flagged, so they integrate low with a plausible sigma and no existing rejection catches them | Geometry: | Option | Description | | --- | --- | | `--beam-center-check[=off]` | Measure the beam centre from the isotropy of the scattered background on **every** run, report how far the file's value is from it (against how right this geometry needs it to be), and on rotation data index a **second first pass** at the measured centre. The fit reads the projection `--detect-beam-stop` already builds, so it costs no extra frames. **On by default**; `=off` disables it, and with it the measured centre's part in the post-refinement bound. The measured centre is adopted where the file's centre indexes nothing and the measured one indexes a majority; where the two return cells related by an integer volume factor (2 to 4) and the measured centre's cell, larger or smaller, carries materially more of the pooled validation spots against its own chance level; and, on a two-pass run, where the first pass is run at both centres and the measured one merges better — done where the two give the same cell in different metric symmetries, where they agree only once less of each frame is read, and where they agree but lie further apart than the geometry absorbs and the file's centre merges inconsistently in the lowest-resolution shell. Otherwise the file's centre is kept. Still runs when `--beam-x`/`--beam-y` are given. See [§1.4](CPU_DATA_ANALYSIS_IMAGE.md) | Spot finding: | Option | Description | | --- | --- | | `--spot-sigma ` | Noise sigma level for spot finding (default: 4.0) | | `--spot-threshold ` | Photon-count threshold for spot finding (default: 10) | | `--adaptive-spots` | Self-calibrating detection (**default**, stills and rotation alike): the strong-pixel threshold comes from each image's own per-resolution-ring noise instead of the fixed `--spot-threshold`, so one setting adapts across datasets (no per-dataset `--spot-threshold`/`--spot-sigma` tuning) | | `--no-adaptive-spots` | Turn adaptive detection off and use the fixed `--spot-threshold` / `--spot-sigma` finder | | `--spot-false-pixels ` | Adaptive-detection operating point: expected noise pixels tolerated per frame (default: 100; implies `--adaptive-spots`) | | `--spot-high-resolution ` | High-resolution limit for spot finding, Å. Omitted (or 0): no resolution clipping — spot finding extends as far as the detector reaches, for rotation data as well as stills | | `--spot-low-resolution ` | Low-resolution limit for spot finding, Å (default: 50; lower it, e.g. 24, to exclude the direct-beam halo on weak serial data; 0 removes the limit) | | `--min-pix-per-spot ` | Minimum connected strong pixels per spot. **If omitted, min-pix is chosen per image** (stills indexing): the frame is scored at min-pix 2/3/1 (one lattice search per frame, refined on each list) and the one maximising indexed-spot count × indexed fraction is kept. Give an explicit value to force a fixed min-pix instead. | | `--max-spots ` | Maximum spots kept per image (the strongest ones) and handed to indexing. **If omitted, the budget is measured** on rotation data: the first pass reads how deep into an image's spot list its spots still lie on the lattice it found, and the run keeps that many (never more than 1000). Give a value to pin it. Stills always use the fixed 1000. | | `--detect-ice-rings[=on\|off]` | Flag ice-ring spots (de-prioritised in indexing) and exclude ice-ring reflections from scaling. Default: the master file's `detect_ice_rings`, or — where the file carries no such key — **on for rotation and off for stills** | Azimuthal integration (the radial profile behind the per-image ice-ring score). Every *q* here is *q* = 2π/*d*, in Å⁻¹: | Option | Description | | --- | --- | | `-q, --azim-q-spacing ` | Q bin spacing, 1/Å (default: 0.01; finer resolves the narrow ice rings) | | `--azim-min-q ` | Minimum Q, 1/Å | | `--azim-max-q ` | Maximum Q, 1/Å. Omitted: integration extends to the highest Q the detector reaches. The adaptive spot finder shares these Q bins, so this also sets how far self-calibrating detection can see | | `--azim-phi-bins ` | Number of azimuthal (phi) bins (default: 1) | | `--polarization-correction ` | Enable/disable the azimuthal polarization correction | | `--solid-angle-correction ` | Enable/disable the azimuthal solid-angle correction | Indexing: A dataset with a **rotation goniometer axis** is processed as rotation data (two-pass rotation indexing) by default; a dataset without one is processed as independent stills. `--force-still` overrides the former; the `-R` / `--single-pass-rotation` / `--force-rotation-lattice` flags request rotation explicitly and pick the pass or lattice. The FFT search looks for cell axes between 10 Å (`--fft-min-unit-cell`) and a default **longest axis of 500 Å**, which has no flag of its own — a reference cell (`-C`) moves both bounds to cover the cell it names. A de-novo rotation run also tries a second first-pass hypothesis with the short end lowered to 5 Å, so a small-molecule cell below the 10 Å floor is indexed on its true axes rather than as a supercell of them; the standard pass's answer stands unless that evidence takes it. An axis beyond the search's reach is **not refused**: the run returns a plausible shorter sub-cell or an axis harmonic and processes it happily, so a cell that comes out at a half or a third of the expected long axis should be read as this limit, not as the crystal. For very long axes the direction grid's angular resolution binds well below 500 Å — see the [analysis reference](CPU_DATA_ANALYSIS_INDEXING.md#5-fft-indexing-unknown-unit-cell) on FFT indexing. | Option | Description | | --- | --- | | `--force-still` | Treat a rotation (goniometer) dataset as independent stills instead of rotation | | `-X, --indexing-algorithm ` | `Auto` (default) \| `FFT` \| `cuFFT` \| `FFTW` \| `FFBIDX` \| `None`, case-insensitive. `FFT` is the de-novo FFT search, on the GPU (cuFFT) where there is one and `--no-gpu` is not given, otherwise on the CPU (FFTW); `cuFFT` and `FFTW` name one implementation each; `cuFFT` needs a GPU and is refused without one. `FFBIDX` (known cell, `-C`) runs on the GPU where there is one and otherwise on the CPU. `Auto` takes `FFBIDX` on stills with a known cell, and `FFT` otherwise; rotation data always use the FFT search | | `-C, --unit-cell ` | Reference unit cell `"a,b,c,alpha,beta,gamma"` (required by `ffbidx`). On rotation data it also widens the FFT search to cover the cell given, at both ends: the longest axis looked for is raised to reach it, and `--fft-min-unit-cell` is lowered to admit it | | `--fft-min-unit-cell ` | Shortest cell axis the FFT search accepts, Å (default: 10). A candidate with a shorter axis is discarded — but a de-novo rotation run also runs a **second first-pass hypothesis with the floor lowered to 5 Å by default**, adopted when the standing cell turns out to be an integer supercell of what it finds, so a small-molecule cell is indexed without this flag. `-C` lowers the floor on its own to cover the cell given (and the second hypothesis then stays out of the way). On stills, where neither applies, a crystal below the floor cannot be indexed unless this is lowered | | `--min-indexed-spots ` | Spots a frame must have on the lattice before it counts as indexed (default: 6, minimum 4). It sets the reported indexing rate and the count the rotation first pass ranks candidate lattices by; whether the run has a lattice at all is decided on the pooled spots instead ([§4.1](CPU_DATA_ANALYSIS_INDEXING.md#41-indexed-spot-decision-inlier-test)), and integration is not gated by it | | `-S, --space-group ` | Space group number (`96`) or Hermann-Mauguin symbol (`P43212`) — for indexing and scaling | | `-r, --refine ` | Geometry refinement: `none` \| `orientation` \| `beam_and_lattice` (default) \| `flex` (try all three per image, keep whichever indexes the most spots; alias `multi`) | | `-R, --two-pass-rotation[=num]` | Two-pass offline rotation indexing (default for goniometer data; optional first-pass image count, default 100) | | `--single-pass-rotation[=num]` | Online-like single-pass rotation indexing (optional min angular range, deg) | | `--force-rotation-lattice ` | Force rotation lattice (9 floats, Å), skipping the first pass | | `--rotation-no-postrefine` | Rotation: disable the default-on two-pass geometry post-refine (see the rotation section) | | `--prepass-fraction ` | Rotation: the two-pass geometry pre-pass integrates the first fraction `f` of the sweep, but at least 120° of it (0.05-1, default **0.5**; `1` integrates the whole sweep twice). The second pass always integrates every frame. The pre-scan and the first-pass indexing sample the same part of the sweep | | `--refine-geometry[=N\|off]` | Stills: extra first pass that bundle-adjusts the shared beam/distance/cell from N strongly-indexed frames (default 200) then re-indexes; default ON for stills with a reference cell (`-C` / `-z`), a stationary goniometer axis counting as stills, `=off` disables | | `--index-ice-rings[=on\|off]` | Index on the spots flagged as sitting on an ice ring too, instead of setting them aside (default: **off**; no effect without `--detect-ice-rings`, which does the flagging) | Indexer choice in brief: `ffbidx` (GPU or CPU) refines toward a **known cell** and is best for sparse serial stills; `fft` (GPU) / `fftw` (CPU) index **de novo** and suit strong rotation data. See the [CPU/GPU data-analysis reference](CPU_DATA_ANALYSIS_INDEXING.md) for the algorithms. Scaling and merging: | Option | Description | | --- | --- | | `--no-merge` | Skip scaling and merging, which are on by default; the per-image `_process.h5` is then written instead of the merged files (`_unmerged.mtz` and the results report are still written) | | `-A, --anomalous` | Anomalous mode: merge each Bijvoet hand as its own unique reflection, so multiplicity, completeness, ⟨I/σ⟩ and the error model are counted anomalously. A default rotation merge already writes `I(+)`/`I(-)` (see [Reflection-file conventions](RUGNUX_INTEGRATION.md#reflection-file-conventions)); `-A` changes the counting basis, not whether the anomalous signal is in the file | | `--scale-fulls` / `--no-scale-fulls` | rot3d: refit a per-frame scale on the combined fulls (XDS order, Unity model); on by default for rotation data, off for stills | | `--smooth-g[=deg]` | rot3d: smooth the per-frame scale *G* over a degree range before the 3D combine (XDS DELPHI-like; default 5° for rotation, 0 = off) | | `--no-scaling-corrections` | rot3d: disable the default-on decay + absorption + modulation correction surfaces fitted on the fulls after scale-fulls (see below) | | `--relative-b[=deg]` | rot3d: fit a per-batch relative-*B* beyond the single decay slope over deg-degree batches, cross-validated (default 10° when bare; off otherwise) | | `--simple-stills` | Stills: treat every reflection as a full (*p* = 1, single-pass scale/merge) — disables the default-on physical partiality post-refinement | | `--no-expected-variance-merge` | Stills: disable the default expected-variance merge weighting (which rebuilds each weak observation's signal variance at the reflection mean to de-bias the inverse-variance merge); restores observed-sigma weighting | | `--capture-uncertainty ` | rot3d: systematic sigma on under-captured fulls, ~num·(1−captured_fraction)·I (default: 1.0 for rotation, 0 otherwise) | | `--min-captured-fraction ` | rot3d: drop a combined full whose rocking curve was captured below this fraction — edge-of-sweep truncated fulls (default: 0.7 for rotation, 0 otherwise; 0 = off) | | `--scaling-high-resolution ` | High-resolution limit for scaling, Å — manual override (default: no limit; disables the automatic cutoff below) | | `--scaling-low-resolution ` | Low-resolution limit for scaling and merging, Å (default: 50, which is also XDS's own default; 0 removes the limit). The beam stop suppresses air scatter well beyond the shadow it casts, so the background stays depressed across pixels the beam-stop mask leaves open — measured at 30–44% of the field value, recovering only around 50 Å. A background ring in that zone over-estimates the background, so reflections coarser than the limit mostly integrate negative. Beam-stop masking therefore does not make this redundant. A large cell (a few hundred Å) does have real reflections coarser than 50 Å, but on the geometries measured here they fall in that zone and are not usable as integrated; raise the limit only if the low-resolution shell statistics justify it | | `--resolution-cutoff ` | Automatic high-resolution cutoff for the written reflections and reported shells: `cc-logistic` \| `off` (default: `cc-logistic`; ignored when `--scaling-high-resolution` is set) | | `--resolution-cc-target ` | CC1/2 target defining the `cc-logistic` fall-off (default: 0.30) | | `--resolution-shells ` | Number of resolution shells in the reported statistics table (default: 9). The bins are equal steps in 1/d² between the lowest- and highest-resolution reflection merged, which is XDS's rule, and 9 is XDS's count — so at the same resolution limits the two tables have the same shells and can be read row for row | | `--report-resolution [,]` | Also report the merging statistics over this resolution range, Å (either order; `dmax` defaults to the run's own low-resolution limit), as a second table beside the run's own — the `REFRES_*` keys of the [results report](RUGNUX_REPORT.md#the-reference-range-table) — binned from the same merged reflections, so a run can be read against another program's table at that program's range. Report-only: the cut, the scaling, the error model and every decision stay the run's own, and shells finer than the run's own limit are reported as not merged rather than filled from data the run did not keep | | `--min-partiality ` | Minimum partiality to accept a reflection (default: 0.02) | | `--ice-min-score ` | Ice-presence gate: the measured per-run ice score (1 = no ice) a dataset must reach before **any** ice handling is applied — the flagging and the exclusion from scaling (default: 1.5; 0 = no gate). The fixed hexagonal bands cover 16–26 % of the unique reflections whether or not the crystal has ice, so handling ice on a clean crystal only costs completeness | | `--ice-min-spot-ratio ` | The second ice-presence channel: found **spots** on the hexagonal rings over the same q width of ice-free flanks beside them (1 = spots spread evenly). Ice in large crystallites diffracts as discrete spots and leaves the radial profile flat, so `--ice-min-score` alone is blind to it (default: 2.0; 0 disables this channel) | | `--reject-outliers ` | Per-observation outlier rejection, N σ from the per-reflection median (default: 6 for `rot3d`, off otherwise) | | `--min-image-cc ` | Per-image CC limit, percent (default: no limit) | | `--search-min-zeta ` | De-novo space-group search only: also search a merge of just the observations whose Lorentz geometry \|ζ\| reaches this, and report both answers (default: 0.85 for rotation, 0 = single search). Reflections crossing the Ewald sphere near-tangentially are measured worst and can make a real symmetry operator look like a twin law. Where the two searches disagree, the merge of all the observations decides — as it always has for the systematic absences | | `--mosaicity ` | Diagnostic: fix the scaling mosaicity (°) instead of using the per-image seed | | `--scaling-iterations ` | Cap on the per-frame scaling iterations; the loop stops earlier once the scales settle, and a merge that hits the cap is flagged `SCALING_NOT_CONVERGED` (default: 100) | | `-z, --reference ` | Reference data of the same crystal form — an MTZ or a PDB structure-factor mmCIF (`-sf.cif`), gzipped or not, recognised by content; `--reference-mtz` is the same option: fixes the space group, its setting and the cell, resolves the [indexing ambiguity](#the-indexing-ambiguity), hands over the R-free set and reports CCref. Not a scale anchor | | `--reference-column