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leonarski_fandClaude Opus 4.8 ddddfb6ffc bragg_integration: GPU box + profile-fit integrator (standalone engine)
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Reimplement BraggIntegrate2D (box sum) and ProfileIntegrate2D (Kabsch
profile fit) under one roof as a base + CPU + GPU engine, mirroring the
AzIntEngine / ROIIntegration pattern. Reads the preprocessed int32
ImagePreprocessorBuffer (masked=INT32_MIN, saturated=INT32_MAX), the same
buffer AzIntEngineGPU/ROIIntegrationGPU consume.

The CUDA engine runs one block per reflection with shared-memory
reductions across six kernels (reset, mask, box-sum, profile learning,
profile build, Kabsch fit); the resolution shell is computed inline. The
learning/fit hot path is single precision (FP64 is throttled on consumer
GPUs; reproduces the double CPU path to ~1e-4). Collapsing the per-frame
CUDA API calls into one reset kernel keeps launch-latency overhead low.

Standalone for now: NOT wired into IndexAndRefine. See
BRAGG_INTEGRATION_ENGINE.md for the design and the binding steps.
BraggIntegrationEngineGPUTest checks GPU == CPU across all three modes
(box/gaussian/empirical) within numeric tolerance, plus a [bragg_bench]
perf sweep.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-02 20:59:45 +02:00
leonarski_fandClaude Fable 5 347228d008 jfjoch_process: azimuthal-integration CLI + default 0.01 1/A q-spacing
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Add -q/--azim-q-spacing, --azim-min-q, --azim-max-q, --azim-phi-bins (mirroring
jfjoch_azint) so offline processing can set the radial binning, applied before
the azint mapping is built. Set the AzimuthalIntegrationSettings default spacing
to 0.01 1/A (was 0.05): the coarse default barely resolved the narrow ice rings,
diluting the ice-ring score. Finer binning sharpens it a lot with no effect on
processing - EP_cs_01-17 ice score 4.6->7.3 (max 11->23), clean cytC stays ~1.0,
and space group / cell / ISa / completeness are unchanged (cytC, InsI3, MyoB,
pding4_001 verified full-image). Documented in JFJOCH_PROCESS.md.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 17:24:05 +02:00
leonarski_fandClaude Fable 5 5737d2e1d0 ice score: measure against a smooth whole-profile background, not shoulders
The score's baseline was two adjacent shoulder bins with a bin-overlap bug - the
ring's edge bins were counted in both the ring and the shoulder, since
GetMeanValueOfBins is inclusive. At the typical (coarse) azint binning (dq ~ 0.05
in q, wider than the 0.03 ring half-width) a shoulder is only ~1 bin, so the ratio
was noisy and poorly separated. Replace it with the ring intensity over a smooth
whole-profile background: a running median of the non-ice bins, interpolated under
each ring.

Clean crystals now sit at ~1.0 and ice separates far more cleanly on
/data/rotation_test: cytC 1.06->1.03, lysoC 1.23->2.77, EP_cs_01-17 1.67->4.51
(max 11.4). A z-score / abnormality probability was tried but is uninformative
here - with many photons any real ice ring is highly significant, so the useful
discriminator is the ice magnitude (this ratio), noted in CPU_DATA_ANALYSIS.md.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 17:05:39 +02:00
leonarski_fandClaude Fable 5 65c7eb6366 docs: complete the per-image-quantity recipe with the HDF5 read-back path
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 16:43:02 +02:00
leonarski_fandClaude Fable 5 0399d1799d ice score: read back from stored HDF5 (viewer) + write to the NXmx master
The per-image ice_ring_score was written to the data files (HDF5DataFilePluginMX)
but the master-file write and the stored-file read path were missing, so opening a
processed HDF5 (e.g. in jfjoch_viewer) would not surface it. Mirror bkg_estimate:
write /entry/MX/iceRingScore in the NXmx master (HDF5NXmx, from EndMessage), and
read it back in HDF5MetadataSource into the dataset (master + data-file reads) and
per image into the message. Verified the write; the read is a byte-for-byte mirror
of the working bkgEstimate round-trip.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 16:42:17 +02:00
leonarski_fandClaude Fable 5 f422988cd2 ice score: per-image ice-ring indicator plumbed through all layers
A single per-image ice_ring_score - the strongest hexagonal-ice ring band/shoulder
intensity ratio from the azimuthal profile (1 = no ice) - computed in the CPU and
FPGA analysis paths and the offline azint worker, then plumbed through every layer:
DataMessage/EndMessage, CBOR (frame_serialize), HDF5 (/entry/MX/iceRingScore),
ScanResult, receiver plots (PlotType::IceRingScore), the OpenAPI spec (plot_type +
scan_result schema, with regenerated broker/gen and frontend client) and
OpenAPIConvert, the reader + Qt viewer, and the React frontend plot. Documented in
docs/CBOR.md, docs/HDF5.md and docs/CPU_DATA_ANALYSIS.md, with the general
"add a per-image quantity" recipe added to CLAUDE.md.

Verified in HDF5: lysoC (weak ice) mean 1.23, EP_cs_01-17 (heavy ice) mean 1.67 /
max 2.23. This is a monitoring quantity - it does not gate scaling (which already
excludes all ice rings) or merging (handled by the CC1/2 ring mask).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 16:37:12 +02:00
leonarski_fandClaude Fable 5 6ffb16f142 merge: mask ice rings whose CC1/2 collapses below their resolution neighbours
An ice-contaminated ring decorrelates its reflections, so its merged half-set
CC1/2 falls well below the Bragg trend of its resolution shoulders (e.g.
EP_cs_01-17 2.25A ring CC1/2 0.12 vs shoulders 0.89). After the final merge,
compute per-hexagonal-ice-ring CC1/2 in the ring band (+/- ice width in q=2pi/d)
against the shoulders either side, mask any ring more than 0.05 below its
shoulders (reliable shoulder CC1/2 > 0.5, >=20 reflections each) and re-merge
without them. Weak/absent rings track their neighbours and stay, so clean
crystals are untouched.

Data-driven and robust on /data/rotation_test: 16/18 crystals mask nothing and
are unchanged (every clean crystal, plus icy-but-fine EP_cs_02-10); EP_cs_01-17
masks 6 rings, CC1/2 6.9% -> 28%; CQ066/pding4_003 mask one marginal ring each.
A well-scaled CC1/2 test, replacing the fragile per-image azimuthal cutoffs.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 16:06:39 +02:00
leonarski_fandClaude Fable 5 cdbd0bed5d partiality: fix the rotation-prediction wedge, use the stored value in scaling
BraggPredictionRot halves settings.wedge_deg to the +/- half-wedge of the
partiality erf pair, but IndexAndRefine already passed GetWedge_deg()/2, so the
two /2 compounded to a half-wedge of increment/4 - half the correct Kabsch value
(increment/2, which ScaleOnTheFly's RotationPartiality already used). Pass the
full increment so prediction's partiality matches scaling.

With prediction correct, ScaleOnTheFly now uses the stored r.partiality directly
(the value the reflection was integrated with) rather than recomputing the erf
pair per reflection - recomputing only when scaling overrides the geometry
(-w wedge refinement, --mosaicity, or a scaling wedge override). Output-neutral
on the /data/rotation_test battery (SG/cell/completeness identical, ISa/CC1/2
within run noise on the stable crystals).

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 14:57:16 +02:00
leonarski_fandClaude Fable 5 8c084021e6 ice rings: exclude from scaling, keep in the final merge (recover completeness)
--detect-ice-rings previously dropped ice-ring reflections outright before
scaling, which also removed them from the merge and gutted low/mid-resolution
completeness on crystals that merge them fine (e.g. lysoC 80% -> the ice bands
show as jagged shell completeness). Instead flag them (new Reflection.on_ice_ring,
set in JFJochProcess, carried through the 3D combine) and exclude the flag only
where a model is fit: the per-image scale (ScaleOnTheFly::Accept + the per-image
CC), and - for the de-novo P1 pass - the space-group search and error model
(MergeOnTheFly::ExcludeIceRings, on for for_search). The final in-symmetry merge
and its statistics keep them, so completeness is preserved.

/data/rotation_test battery vs the previous drop-from-merge behaviour: space
group correct on all 18; completeness recovered broadly with CC1/2 and ISa held
(cytC_2 82->99.7%, cytC_3 73->99.7%, InsI3 76->99.5%, lysoC 80->99.7%, MyoB
80->99.7%, InsH3 78->99%). Excluding ice from the P1 search merge is what keeps
the space group correct: without it InsI3 flipped I23->P1 and EP_cs_01-17 P2->P1.

Known limitation: on heavy-ice crystals (EP_cs_01-17) the strong ice is garbage
and keeping it in the final merge collapses CC1/2 in the ice shells (91.7->6.9%).
Distinguishing strong vs weak/absent rings per crystal needs data-driven,
per-ring ice detection (azimuthal radial profile) - the planned next step.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 14:29:37 +02:00
leonarski_fandClaude Fable 5 1ca5a69054 ScaleOnTheFly: solve the per-image scale by IRLS instead of Ceres
In the default rotation (rot3d) path only G is refined - B is fixed, mosaicity
is pinned and the wedge is not refined - so the predicted intensity G*coeff is
linear in G and the robust (Cauchy) per-image scale is a 1-D M-estimate. Solve
it directly by iteratively reweighted least squares (a few closed-form weighted
ratios) instead of building a Ceres problem per image. Ceres is kept for the
cases that are genuinely nonlinear: refining the B-factor or the rotation wedge.

Same Cauchy objective as the Ceres path, but ~4x faster at scaling and ~30%
faster overall on the /data/rotation_test battery, with space group, cell, ISa,
completeness and CC1/2 matching across all 18 crystals (the two that look
different, EP_cs_01-17 and EcwtAL500, are run-to-run unstable for both solvers).
lyso_ref scaling 25.2->4.3s, cytC_2 15.2->2.6s, battery total 468->316s.

Also drop the per-image G/B regularizers (gated by GetScalingRegularize, which
nothing enables) and the now-unused RegularizationResidual.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 13:55:04 +02:00
leonarski_fandClaude Fable 5 5c9175688a jfjoch_process: let --detect-ice-rings=on|off override the dataset
The master file's detectorSpecific/detect_ice_rings key is read back by
HDF5MetadataSource onto the experiment, so a dataset collected with ice-ring
detection on was reprocessed with exclusion forced on (dropping ~9% of
reflections, gutting low/mid-res completeness on clean crystals) and
jfjoch_process had no way to turn it off. Make --detect-ice-rings an
optional<bool> taking =on|off (bare = on, back-compatible) and apply it
after the dataset value is copied in, so an explicit CLI choice wins.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 13:18:09 +02:00
leonarski_fandClaude Opus 4.8 ed9f6ac9eb integration: remove --reciprocal-profile (proven per-frame dead-end)
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An 11-crystal mosaicity-stratified re-test (/data/rotation_test, off vs on
vs a de-contaminated variant, plus a per-frame dump of the fitted widths)
showed the dial is net-negative and cannot work in the per-frame paradigm:

- The C|q|^2 mosaicity term - the whole point - is unfittable per-frame: the
  fitted curvature a2 comes out ~0 (often negative) on every crystal, with zero
  correlation to the XDS mosaicity (0.09..0.42 deg). Strong spots sit at low q
  where eta^2 q^2 is invisible; the curvature only appears at high q where there
  are ~0 strong spots. The law degenerates to a straight line.
- With a2~0 the high-res width becomes a blind 1/cos^2(2theta) extrapolation,
  2-4x wider than per-shell. The per-shell path's high-res "starvation" (flat
  narrow fallback) is accidentally correct: weak, crowded high-res spots want a
  narrow aperture, not the true wide spot shape.
- The over-wide profile pulls background into weak spots -> R-meas rises, CC1/2
  drops in reliable high-multiplicity shells (pding4_001, pding4_003, MyoB,
  EcwtCQ066). A cap at the widest well-sampled per-shell width recovers the
  regression, confirming over-widening is the harm. No crystal reliably wins;
  the apparent overall-CC gains were all in noise shells (mult 2-3, CC<20%).

Delete the CLI flag, the BraggIntegrationSettings::reciprocal_profile setting,
and the per-frame fit block. Default (per-shell) integration is byte-identical.
NEXTGEN_INTEGRATOR.md records the finding as a dead-end for posterity.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-02 11:39:09 +02:00
leonarski_fandClaude Fable 5 7e3ad84a5b jfjoch_process/scale: default to mmCIF, auto-detect rotation, rot3d partiality
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- Default reflection format is now mmCIF (ScalingSettings.h, the single source of
  truth). jfjoch_process and jfjoch_scale no longer hard-code a local MTZ default;
  they override only when --scaling-output is given. jfjoch_viewer inherits this.
- A dataset with a rotation goniometer axis is processed as rotation data (two-pass
  indexing) by default; add --process-as-stills to force per-frame stills. -R still
  tunes the first-pass image count.
- rot3d is the default partiality model for rotation processing (fixed for stills)
  when no explicit -P is given.
- Update docs/JFJOCH_PROCESS.md: new de-novo rotation/stills examples, corrected
  -R/-P/--scaling-output defaults, --process-as-stills, and a real Integration table.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 08:34:50 +02:00
leonarski_fandClaude Opus 4.8 4b393082d4 ci: drop requests dependency and use PowerShell for the Windows release upload
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The Windows viewer runner has Python but not the 'requests' package, and does
not necessarily have bash. So:
- rewrite gitea_upload_file.py to use only the Python stdlib (urllib), which
  works with a bare interpreter on both the Linux package runners and Windows;
  also drop the file's unused create_release() (gitea_create_release.py owns that);
- run the Windows 'Upload installer to release' step in PowerShell (always present)
  instead of bash, globbing the NSIS .exe with Get-ChildItem.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 21:51:54 +02:00
leonarski_fandClaude Opus 4.8 ae1ea41151 ci: matrix the Windows build and upload installers to the release on tag
The two Windows jobs (build-windows / build-windows-nocuda) differed only in
-DJFJOCH_USE_CUDA=ON/OFF, so collapse them into one matrixed job (variant
cuda/nocuda), mirroring the build-rpm matrix.

On a tag, upload the NSIS installer (jfjoch-<version>-win64-{cuda<major>|cpu}.exe,
named in CMakeLists.txt) to the release via gitea_upload_file.py, the same helper
the RPM/DEB nocuda variants use to attach viewer/writer artifacts.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 21:47:01 +02:00
leonarski_fandClaude Opus 4.8 48a7a67283 docs: publish third-party notices as a documentation page
The THIRD_PARTY_NOTICES.md manifest lived only at the repo root and was
referenced from docs/SOFTWARE.md via a ../ link that escapes the Sphinx
source tree, so it never rendered in the published docs and was absent
from the navigation.

Add docs/THIRD_PARTY_NOTICES.md to the General toctree and fix the
SOFTWARE.md link. The docs page is generated from the canonical root file
by update_version.sh (like the python-client docs): licenses/*.txt links
point at the repository, and the project-license links point at the
in-docs LICENSE / FPGA_LICENSE pages.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 21:42:22 +02:00
leonarski_f ec904bc21d Remove Gitlab remains 2026-07-01 21:36:36 +02:00
leonarski_f 91cae946a9 VERSION: 1.0.0-rc.156 2026-07-01 21:33:37 +02:00
leonarski_fandClaude Opus 4.8 0f327e4550 docs: add rc.156 changelog entry
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 21:32:51 +02:00
leonarski_fandClaude Opus 4.8 fa121f0079 jfjoch_viewer: show "Multiple lattices detected" in image statistics
Add a row after the Indexing solution that flags images with more than
one indexed lattice (indexing_lattice_count > 1).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 21:30:10 +02:00
leonarski_fandClaude Opus 4.8 00821e32ef rotation indexer: refine candidate cells and pick the best after refinement
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De-novo two-pass indexing failed on large-cell / superstructure / modulated
crystals (EcwtAL500 0%, EcwtCQ034 0%) and mis-handled a pseudo-symmetric one
(EcwtCQ066 14%). The common cause: the choice of unit cell was made too early,
on the raw pre-refinement spot fraction, which is an unreliable discriminator
(a correct hexagonal cell indexes only ~13% of the un-refined accumulated
spots, while a wrong larger cell can index more).

Move the decision to after geometry refinement, where it is reliable:

- FFTIndexer now OFFERS widened candidate cells instead of deciding. ReduceResults
  gains a `widen` flag: the standard path (9 shortest vectors) is unchanged; the
  widened path anchors the two short axes and lets the third range over all
  filtered vectors (+dedup) to reach the long axis of an elongated cell.
  FilterFFTResults takes the peak count as a parameter (30 standard, 60 widened).
  RunInternal appends widened candidates only when its standard best indexes
  poorly, so compact crystals are untouched.

- RotationIndexer fully refines the top few candidates and keeps the one that
  indexes the most spots under its own refined geometry (IndexedFraction). Each
  refine is length-bounded (1.2x the found cell) so a free triclinic refine cannot
  drift onto a pseudo-translation / modulation supercell (CQ034's satellites). The
  earlier (primary) candidate is preferred: a later one is adopted only if it
  indexes clearly more and reasonably well in absolute terms, so a twin's noisy
  near-tie cannot displace it. Extra/twin lattices are only searched when the
  chosen cell is the FFT primary (lattice[0]), since MultiLatticeSearch's
  rotations are derived from that primary.

- The pseudo-symmetry guard (de-novo only - a user-fixed space group is always
  honored) is a ratio of refined fractions: refine the primitive as triclinic and
  drop to P only if the constrained cell indexes less than half of it. A false
  promotion indexes badly under its constraint (CQ066 ratio ~0.1) while genuine
  higher symmetry, including R-centred, indexes comparably (Ins_H R3 ratio ~0.7)
  and is kept.

Validated on the full /data/rotation_test battery: AL500 0->89% (C2), CQ034
0->99%, CQ066 14->93% (ISa 7.2->13.7); the other 15 crystals keep their exact
cell, space group, indexing rate and ISa (no regressions).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 21:17:53 +02:00
leonarski_fandClaude Opus 4.8 dfc6703f4a jfjoch_process: don't double-smooth per-frame G on the reference path
SmoothImageScaleG rewrites the partials in place (image_scale_corr and
image_scale_g). On the no-reference path that is harmless: each scaling
pass recomputes G from scratch via ScaleAllImages, so smoothing always
runs on freshly-refined G. On the reference path the scaling loop is
skipped, so G is computed once and stays; running scale_and_merge twice
(P1 then the adopted space group) smoothed the already-smoothed G a
second time, compounding into a ~2x wider effective kernel than the
configured --smooth-g and biasing the merged intensities.

Smooth only on the first pass of the reference path (G is unchanged
afterwards, and the smoothed partials persist into the second pass's
combine3D). The no-reference path is unchanged.

Verified on lyso (600 frames, -P rot3d -z ref.mtz -M): the reference run
now logs the smoothing once instead of twice, and the merged MTZ changes.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 14:24:05 +02:00
leonarski_f ab2176960f OpenAPI: Fix smargon descriptions 2026-07-01 14:12:09 +02:00
leonarski_fandClaude Opus 4.8 c67ea2fa42 receiver: guard size_t underflow in compression buffer sizing
When per-image CBOR metadata comes within 32 bytes of the buffer slot
size, slot_size - (metadata_size + 32) wrapped around (size_t), passing a
huge output_size to CompressImage. That defeated the buffer-too-small
guard and let the compressor write the full image past the end of the
slot, corrupting adjacent memory; AppendImage then threw a plain
JFJochException that aborted the whole collection after the fact.

Detect metadata_size + 32 >= slot_size explicitly and throw
CompressionBufferTooSmallException, so the existing catch drops just this
frame gracefully - the case the change was meant to handle.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 14:05:20 +02:00
leonarski_fandClaude Opus 4.8 b7613c559c smargon: write chi/phi goniometer position into NXmx transformations
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Add an optional Smargon static positioner (chi/phi angles + rotation axes)
that is reconstructed into the NXmx sample transformation chain. Chi/phi are
appended at the innermost end of the chain (closest to the sample) for both
the goniometer and grid-scan branches, with axes defaulting to chi {0,0,1}
and phi = omega default {1,0,0}.

- SmargonPosition gains chi_axis/phi_axis (common/JFJochMessages.h)
- OpenAPI: optional phi_axis/chi_axis arrays; clients regenerated
- OpenAPIConvert wires Dataset_settings.smargon -> DatasetSettings
- CBOR serializer/deserializer round-trip the axes
- tests: CBORSerialize_Start_Smargon

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 11:45:08 +02:00
leonarski_fandClaude Opus 4.8 35607057d9 CC1/2 merge: assign half-sets by deterministic per-image hash
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MergeOnTheFly::AddImage picked each image's CC1/2 half from a shared
mt19937 drawn in call order (and before Mask), so the split depended on
iteration/thread order and on how many images were masked. The class is
mutex-guarded for concurrent "on-the-fly" use, so any parallel merge would
make CC1/2 non-reproducible - a latent race.

Assign the half as a splitmix64 hash of the image's stable index instead,
computed after Mask. The split is now reproducible run-to-run, independent
of AddImage order, parallel-safe, and decoupled from masking. Callers pass
the outcome's vector index as the image id.

Verified: lyso_ref two-pass -M -P rot3d gives identical CC1/2 across runs
(overall 99.6%, P41212); hash split is balanced ~50/50.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-01 07:25:34 +02:00
leonarski_fandClaude Opus 4.8 a773aaa6a9 WriteReflections: write merging statistics + ISa to the mmCIF output
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The .cif (--scaling-output cif) now carries the per-shell and overall merging
statistics in the standard _reflns / _reflns_shell categories (resolution, redundancy,
completeness, <I/sigma>, R-rim/R-meas, CC1/2) plus the Diederichs asymptotic I/sigma
(ISa) as a free-text _reflns.pdbx_diffrn_ISa item (no standard CIF tag exists). The
MergeStatistics and the ISa string are threaded through WriteReflections to the mmCIF
writer; jfjoch_process and jfjoch_scale pass them. Values match the text statistics table.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 22:29:45 +02:00
leonarski_fandClaude Opus 4.8 ff91ca5e3a jfjoch_process: default --reject-outliers 6 for rot3d (XDS-like)
Per-observation merge outlier rejection at 6 sigma is neutral-or-better across every test
crystal (CC1/2 up or flat: lysoC 99.7->99.9, MyoB 98.9->99.6, EP0210 97.6->98.8,
cytC 99.7->100.0, InsI2 99.2->99.7; R-meas slightly lower everywhere; ISa unchanged), and
it is the lever for radiation-damaged / ice data (EP0117 reaches CC1/2 ~95% with it). Make
it the rot3d default, like scale-fulls and smooth-g; --reject-outliers 0 disables it. Off
for the non-rot3d partiality models, which were not benchmarked.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 22:04:36 +02:00
leonarski_fandClaude Opus 4.8 636ed1e180 space group: use merge reduced chi^2 (not R-meas) for the consistency check
The R-meas-ratio over-symmetry guard (commit 7ade6d9) missed a near-perfect
pseudo-2-fold: InsH2 (XDS R3) has a false 2-fold at operator CC 0.85 whose merged
intensities still correlate well, so R-meas inflated only ~1.3x and R32 was accepted
(ISa collapsing to 3.9). The reduced chi^2 (within-orbit scatter / sigma^2) is the
right signal - false equivalents disagree by many sigma even when they correlate well.

Measured chi^2 ratio (candidate / best subgroup) across the test set: true point groups
<= 1.63 (a cubic merge of a noisy crystal, InsI3, is the worst real case), false >= 2.26
(InsH2) and 6.0 (InsH3); threshold 2.0 separates them. InsH2 now resolves to R3 (ISa 6.1
from the false R32's 3.9); InsH3/InsI2/InsI3/cytC/lysoC/MyoB/EP0210 unchanged and correct.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 21:54:51 +02:00
leonarski_fandClaude Opus 4.8 fea2790a41 rotation_indexer: detect hexagonal metric de-novo (fixes trigonal cytC indexing)
The hexagonal lattice metric (two equal axes at 60/120 deg, both perpendicular to the
third) is also satisfied by its ortho-hexagonal C-centred supercell, so the
geometry-keyed LatticeSearch lands a metrically-hexagonal lattice on the C-orthorhombic
setting. The -S path already re-expresses it (HexagonalConventional) keyed on the
supplied space group; do the same de-novo, keyed on the metric of the reduced PRIMITIVE
cell (rhombohedral lattices have a rhombohedral primitive cell and are unaffected).

cytC (P3121) now indexes de-novo as hexagonal 83.8/83.8/88.6 gamma=120 and merges in
P3121 (CC1/2 99.7%, ISa 13.1), for both test crystals, instead of the orthohexagonal
C2/P1. lysoC/InsI3/InsH3 unchanged.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 21:31:20 +02:00
leonarski_fandClaude Opus 4.8 52248b8f5c docs: design for auto-gated, data-driven ice-ring detection
Records the validated z-score detector (on the azint radial background profile) and
position/width estimation, for a future --detect-ice-rings=auto. Not yet implemented.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 21:22:31 +02:00
leonarski_fandClaude Opus 4.8 f3c51b0266 jfjoch_process: --min-image-cc is in percent, not a fraction (fix crash)
--min-image-cc <num> is documented in percent and the per-image CC is a fraction in
[0,1], but the value was passed straight to MinCCForImage (which requires [0,1]), so
the documented usage (e.g. --min-image-cc 30) threw an uncaught JFJochException and
aborted. Divide the percent argument by 100.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 21:09:18 +02:00
leonarski_fandClaude Opus 4.8 73d9e1de39 ice rings: widen the exclusion band to 0.03 q (measured ring FWHM)
The hexagonal-ice ring FWHM measured on JUNGFRAU data (azimuthal radial background
profile) is ~0.06 q, so the exclusion half-width should be ~0.03; the previous 0.02
under-covered the strong low-res rings. On EP0117 with --detect-ice-rings this lifts
CC1/2 37->50%, and combined with --reject-outliers 3 (which down-weights the
radiation-damaged late frames) reaches ~94% (XDS 98.5%). Only active with
--detect-ice-rings, so default behaviour is unchanged.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 21:09:18 +02:00
leonarski_fandClaude Opus 4.8 a74b8767de ice rings: add --detect-ice-rings and exclude ice-ring reflections from scaling
jfjoch_process gains --detect-ice-rings, which (a) activates the existing spot-finder
ice flagging (ice spots de-prioritised in indexing) and (b) drops reflections sitting
on a hexagonal-ice powder ring from scaling/combine/merge/stats, via a new shared
IsOnIceRing() helper over ICE_RING_RES_A using the spot-finder's q half-width. Their
integrated intensity is contaminated by the strong, variable ice background, so leaving
them in mis-scales the whole frame and inflates the error model.

On EP0117 (ice-ring crystal): de-novo space-group determination recovers from P1 to P2
and CC1/2 improves (31->37%). Off by default; a no-op without the flag. This is the
first, non-controversial step - the residual gap needs ice-aware background/integration
(follow-up).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 20:40:51 +02:00
leonarski_fandClaude Opus 4.8 7ade6d9906 space group: reject over-symmetrised point groups by merge R-meas consistency
Per-operator CC alone cannot separate a real weak symmetry operator from a false
moderate one: a noisy crystal's genuine cubic 2-folds (InsI2 I23, CC ~0.51) score
BELOW a pseudo-symmetric crystal's false 2-fold (InsH3, CC 0.64), so no CC threshold
works. Add a self-consistency test: a candidate point group is accepted only if
merging the intensities under it does not inflate R-meas past max_rmeas_ratio (1.5x)
the most-consistent candidate. A false operator forces non-equivalent reflections
together and blows R-meas up; a real one leaves it flat.

Fixes InsH3: was over-called R32 (ISa collapsed to 2.2 from the forced merge), now
correctly R3/H3 (ISa 10.2, matching XDS). InsI2 stays I23, and lysoC/InsI3/MyoB/
EP0210/cytC/lyso_ref are unchanged.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 20:32:03 +02:00
leonarski_fandClaude Opus 4.8 23d58b6202 integration: robust, well-conditioned per-frame --reciprocal-profile fit
Fit the reciprocal tangential-width model y(q)=a0+a1*t+a2*t^2 in a centered,
standardized variable t=(q-qbar)/qscale instead of the raw {1,q,q^2} monomials:
the raw normal matrix went near-singular when the strong spots span a narrow
q-range (small cell / sparse still), letting tiny per-frame jitter swing the
curvature into a wild over-wide profile. Adds IRLS (Huber) robustness, a ridge
on the curvature (sharp-crystal prior), and clamps the applied width to the
fitted q-range (no extrapolation). Stays strictly per-frame (no dataset pooling),
so it works online and for stills. Neutral on rotation data (cytC high-res CC1/2
win preserved 66.8 vs 65.6%).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 20:01:05 +02:00
leonarski_fandClaude Opus 4.8 0783af247c scaling: express rot3d smooth-g as a rotation range in degrees (XDS DELPHI-like)
--smooth-g now takes a rotation range in degrees (default 5) instead of a frame
count, converted to an odd frame window from the oscillation step inside
JFJochProcess. This makes the per-frame scale-G smoothing physical and
independent of the frame slicing. (Note: G-smoothing is not the cure for the
low-symmetry stochastic collapse - the per-image scale Cauchy loss is - but a
degree-based window is the correct parameterization regardless.)

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 20:00:53 +02:00
leonarski_fandClaude Opus 4.8 8d18c635ff scaling: robust (Cauchy) loss on the per-image scale fit
The per-image G/B/mosaicity fit used a plain L2 loss, so a few outlier
reflections occasionally dragged a frame into a bad optimum - a stochastic
(~15% of runs) per-frame mis-scaling that elevated R-meas and collapsed CC1/2
at low symmetry (the image-level CC1/2 half-split makes the damage look patchy
across shells, while the data is genuinely noisier). A Cauchy loss (3 sigma)
soft-downweights those outliers without a hard cut: MyoB 0/10 catastrophic
(was ~2/10), R-meas stable, and ISa improves on every test crystal
(EP0210 9.2->12.4, MyoB 12.5->14.6, lysoC 10.4->11.2, cytC 11.5->12.6),
most on low symmetry.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 20:00:42 +02:00
leonarski_fandClaude Opus 4.8 e45a1577d6 jfjoch_process: optional absorption surface for rot3d scaling (--absorption)
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Adds an opt-in smooth absorption correction for rotation scaling. After the
rot3d fulls are scaled, --absorption[=num] fits a multiplicative surface
A(s1_crystal) - a degree<=4 monomial basis (real spherical harmonics up to l=4,
as XDS/DIALS) of the diffracted-beam direction in the crystal/goniometer frame,
by ridge-regularized log-linear least-squares of I_scaled/I_ref weighted by
(I/sigma)^2, over num iterations (default 3); the surface divides image_scale_corr
and the fulls are re-merged.

Off by default and a no-op without rot3d. On the test panel (~13 keV, thin
crystals) it is metric-neutral - fitted rms(log A) ~3-4%, ISa/CC1/2 unchanged -
because absorption is negligible there and the per-frame scale G(phi) already
absorbs the angular part. It is kept as a lever for low-energy data (e.g. 6 keV)
where absorption becomes significant. Stored as ScalingSettings::absorption_iter.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 15:23:01 +02:00
leonarski_fandClaude Opus 4.8 77f1ed2566 jfjoch_process: default scale-fulls for rot3d; skip _process.h5 when merging
Two offline-processing ergonomics changes.

scale-fulls is now ON by default for -P rot3d (it refits the per-frame scale on
the combined fulls and lifts ISa substantially, e.g. HEWL rot3d 7.0 -> 16.4).
--scale-fulls stays as the explicit opt-in for non-rot3d order; new
--no-scale-fulls disables it for rot3d. (scale_fulls is now an optional<bool>
defaulting to combine_3d.) Note: on low-completeness data the Unity-reference
refit can cost a little CC1/2 (endothiapepsin ~70% complete: -5% in a mid shell);
pair with --reject-outliers for the full low-symmetry benefit.

When merging (-M), the merged reflections (.mtz/.cif) are the wanted output, so
the large per-image _process.h5 is no longer written by default - it routinely
ran to hundreds of MB. Pass --write-process-h5 to also emit it. Without merging
the _process.h5 is the only output and is always written. Implemented with a
ProcessConfig.write_process_h5 flag gating the FileWriter; reflection and
image.dat writing are unaffected.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 14:50:18 +02:00
leonarski_fandClaude Opus 4.8 21dd99524f rotation_indexer: map FFT primitive cell to the SG conventional setting
When a space group is supplied without a reference cell, de-novo two-pass
rotation indexing fed the FFT's Niggli-reduced primitive cell straight into
XtalOptimizer as if it were the conventional cell. For non-primitive lattices
(centered I/F/R/C, or hexagonal where the primitive pair sits at gamma=60) the
conventional-system model then refined to a wrong minimum and indexed 0% of
frames: cytC (P3121) gave 103.9/103.9/78 instead of 83.7/83.7/88.6, insulin
(I213) 66.7 instead of 77.65, insulin-R3 51/51/36 instead of 81.4/81.4/33.3.

Run LatticeSearch on the FFT primitive cell (it already yields the correct
conventional cell + reindex for I/F/R/C). For the one remaining gap - a
metrically hexagonal lattice that the geometry-keyed search lands on the
ortho-hexagonal C setting - re-express the reduced primitive cell in
conventional hexagonal axes (b -> b - a opens gamma 60 -> 120).

De-novo "-S" now indexes cytC/insu/Ins_H/lyso/MyoB/EP/lyso_ref at 100% with the
correct cell; the "-C -S" path is unchanged. The helper stays in this .cpp
(g++) rather than CrystalLattice.h to avoid recompiling CUDA units, which is
broken under the box's CUDA-13 nvcc; promote it to a method once that is fixed.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-30 14:29:50 +02:00
leonarski_fandClaude Opus 4.8 3aec235f67 integration: add --reciprocal-profile dial (global reciprocal-space width)
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The per-shell profile width is learned in pixels, so it varies ~4x with resolution
(mostly the geometric projection of a near-constant reciprocal-space relrod) and must
be binned per shell -> it starves at high resolution / on sparse data. The new
--reciprocal-profile flag instead learns ONE global width in reciprocal space,
sigma2_q,tan = A + B|q| + C|q|^2: the Jacobian g_tan=cos(2theta) removes the geometric
projection, and C|q|^2 is the crystal mosaicity relrod (variance ~(eta|q|)^2). Applied
per reflection as sigma2_tan,px = (A + B|q| + C|q|^2)/g_tan^2 (B,C clamped >=0;
quadratic->linear->constant fallback).

Off by default. On the sharp HEWL test crystal (mosaicity 0.091deg, so C fits to ~0 and
it reduces to the validated linear form) it is metric-neutral: ISa 16.2->16.3, anomalous
0.92x unchanged, CCref band 90.0->89.9, CC1/2 a touch lower (per-shell isn't starved at
23k spots/shell, and a global fit is less flexible). So: simpler + more transferable at a
small CC1/2 cost, ISa/anomalous held. Its payoff is on MOSAIC crystals (large C|q|^2),
where per-shell starves on the wide weak high-res spots and 6 shells are too coarse; both
lyso test crystals are sharp, so it ships as a dial to try on mosaic data elsewhere.
A separate radial relrod fit was tried and dropped (no gain). See NEXTGEN_INTEGRATOR.md.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-30 14:26:08 +02:00
leonarski_fandClaude Opus 4.8 5ba5fe8ad1 integration: centre the profile on the predicted sub-pixel position
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The profile was learned and applied on the integer pixel round(predicted), so a
shared profile sits up to 0.5 px off the true spot (and stacking spots with random
sub-pixel offsets broadens the learned profile). Build the Gaussian per reflection
instead, centred on the predicted sub-pixel offset -- noise-free geometry, unlike the
observed centroid, which hurt -- and elongated radially as before.

HEWL rotation @1.0A: ISa 15.7->16.2, CCref band 89.9->90.0, CCxds 94.8->95.0 (high-res
1.00A CCref 66.0->66.9); sharp serial stills 1.68A CC1/2 61.6->62.5; anomalous S peak
0.92x XDS (no accuracy traded). De-broadening the learned width by the 1/12 px^2/axis
integer-binning floor was tested and rejected (it over-narrows).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-30 07:34:06 +02:00
leonarski_fandClaude Opus 4.8 26901da42f integration: de-contaminate the profile width, add a radial parallax ellipse
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The profile-fit width came from the full 13x13 second moment, which runs 3-8x
wider than the true spot: neighbour reflections leak into the (unmasked) learning
grid -- catastrophic at low res where spots crowd the beam -- and the far corners
(lever arm dx^2+dy^2 up to 72) add rectified background noise. Splitting the spot
moment into radial vs tangential shows the tangential width is isotropic
(mosaicity/divergence) while the radial excess is pure sensor parallax ~tan^2(2th).

- Measure the width over the signal disk r1 on the monochromatic path (inherently
  excludes neighbours, caps the radial tail); keep the generous full-grid width on
  the broadband/stills path (sparse spots, the centroid-undersampling floor).
- Extend the (was bandwidth-only) radial ellipse with an analytic, material-aware
  parallax term c_par*tan^2(2theta), c_par = Var(z)/pixel^2 from sensor thickness +
  material + energy (parallax_var_px2; Si and CdTe), plus a fixed weak-spot capture
  term on the monochromatic path only.

HEWL rotation @1.0A: ISa 13.5->15.7, CC1/2 1.12A 91.3->95.9 / 1.05A 83.0->85.2,
external CCref band 88.1->89.9, CCxds 93.4->94.8, R-meas 9.4->8.7; low/mid flat.
Sharp serial stills gain slightly from parallax; broadband stills neutral.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-30 00:54:59 +02:00
leonarski_fandClaude Opus 4.8 b51036ad30 broker: don't clobber sensor thickness/material with the API default
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JFJochBrokerParser set SensorThickness_um / SensorMaterial unconditionally from
the request's Detector model, but that model defaults them to 320 um / Si with
IsSet=false. So any start request that didn't explicitly carry the sensor
overwrote the detector-reported value (DECTRIS SIMPLON read) or the
detector-specific default with 320 um -- the "PILATUS4 ends up 320 um" symptom.
Guard both with the IsSet flag, mirroring highVoltageV just above. The
receiver -> FillMessage -> CBOR -> writer chain was already correct; the value
was simply wrong at the source.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-29 23:00:06 +02:00
leonarski_fandClaude Opus 4.8 6b989b4213 reader: read sensor thickness/material from the HDF5 metadata
HDF5MetadataSource ignored /entry/instrument/detector/sensor_thickness and
sensor_material and left the DetectorSetup default (320 um, Si). Read them when
present (NXmx stores thickness in metres), so reprocessing honours the recorded
sensor -- which the parallax/absorption model needs. (The acquisition path still
records the 320 um default because DetDECTRIS sets no per-model thickness; that
is a separate, acquisition-side fix.)

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-29 23:00:06 +02:00
leonarski_fandClaude Opus 4.8 7a4fadf29b bragg_prediction: reciprocal Lorentz divides by |S||S0|, not S.S0
S.S0 = |S||S0| cos(2theta), so dividing the rocking rate |m2 . (S x S0)| by it
added a spurious 1/cos(2theta) factor (1.0 at low res, 1.8x at 1 A) to the
reciprocal Lorentz, hence to the absolute/Wilson scale. Divide by |S||S0| to get the correct zeta*sin(2theta) (times a constant 1/lambda^2 the overall scale
absorbs). The spurious factor depends on 2theta only, so it cancels within a
resolution shell and between symmetry mates -- CC1/2, CCref and R-meas are
metric-neutral -- but it corrupts the absolute scale and destabilises the
per-image B-factor and cross-resolution error model. CPU and GPU kernels.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-29 23:00:06 +02:00
leonarski_fandClaude Opus 4.8 40f650b9e7 scale_merge: pool the per-frame background across each rocking event in Combine3D
Each partial subtracted its own independently-estimated per-frame background,
so a weak full assembled from N frames accumulated one background-estimation
variance per frame. The true background is flat over the few frames of one
rocking event, so replace each partial's background by the event mean and
correct its intensity by n_bkg*(bkg - pooled), where n_bkg = (sigma^2 - I)/bkg
is the effective background-pixel count -- correct for weak AND strong
reflections (sigma^2/bkg would over-count strong ones and over-correct them).
Single-frame events are a no-op.

Measured (rotation lyso @1.0 A): 1.05 A CC1/2 81.3 -> 83.0, R-meas 81.4 ->
77.2, CCref +0.2, CCxds +0.3; overall R-meas 10.0 -> 9.4%; ISa preserved (13.5).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-29 22:41:37 +02:00
leonarski_fandClaude Opus 4.8 eccd10a0a7 integration: neighbour-mask the profile-fit background ring, widen r3 8->10
ProfileIntegrate2D::BoxSum now excludes every predicted reflection's r2 disk
from the r2..r3 background annulus (mirroring BraggIntegrate2D), so a neighbour
Bragg peak can no longer bias a reflection's background high and over-subtract.
With neighbours excluded the annulus can safely widen, so the default r_3 goes
8 -> 10 (more background pixels, lower-variance estimate).

Measured (rotation lyso @1.0 A, external CCref/CCxds vs XDS): 1.05 A CCref +1.3
/ CCxds +1.3, R-meas -5 pts, low-res R-meas unchanged. Serial (Jet8 @0.0002
bandwidth): 1.68 A CC1/2 +3.9 / CCref +1.1, 1.58 A +4.0 / +1.6.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-29 22:41:14 +02:00
leonarski_fandClaude Opus 4.8 bbd888dcc3 integration: gate the background-ring sigma-clip to stills (bandwidth>0)
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The 76e88b0f sigma-clip (reject ring pixels above mean+3*sqrt(mean))
de-biases bandwidth-streaked high-resolution stills, but it ran on all
data. On rotation (no streaks) it clips legitimate high background pixels
and biases the mean low, slightly inflating weak intensities and hurting
the anomalous signal. Gate it to bandwidth>0 (stills), matching how the
814dff34 radial-profile change is already gated.

Rotation lysozyme (self-scaled, smooth-g, -A): anomalous S-peak 0.84x ->
0.86x of XDS (SD_MET 11.71 -> 11.94, CL_CL 1.28x -> 1.25x), ISa unchanged.
Stills (bandwidth set) are byte-identical (clip still applies).

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-29 19:02:47 +02:00