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Jungfraujoch/image_analysis/structure_refinement/RigidBodyGPU.h
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leonarski_fandClaude Opus 5.5 bfc6ca8487 MR and model validation: use every card's memory, split MR's functions over the cards
On a multi-GPU host the structure stage ran essentially on one card: the rotation
function's launches all went to the search's card, and the rigid-body engines of
model validation and MR were admitted only within half of that one card's budget,
although RigidBodyGPUPool already placed engines on other cards. On a 4x T4 server
4nwv's MR rotation function took 75.8 s on one card, validation queued its 10 fits
on one engine and MR's rescoring and null got one engine.

- PlanModelValidationGPU / PlanMolecularReplacementGPU: this card is planned
  exactly as on a machine with it alone (GPU-vs-CPU placement unchanged: 80% of the
  total, less what is resident). The rigid-body engines it has no room for go on the
  other cards in turn, each against its own budget (80% of its total, less the
  resident bytes, counted on every card) within half of it. MR also puts a copy of
  the molecular transform on each other card within half of its budget.
- RigidBodyGPUPool::Reserve takes per-card engine counts.
- Validation forwards the most it holds on any card as gpu_bytes to a validation
  beside, and may run one beside only where twice that fits every card's budget.
- MR splits every rotation and translation function into contiguous slices of
  the orientation list over the cards holding a transform copy (and room for the
  call's buffers), one thread per card, gathered back in order. Each orientation
  is scored by itself (one block / one map), nothing is summed across
  orientations, so N cards give the bytes of one.
- ScoreEngines keeps a room per card; score engines always go on the search's
  own card; function buffers are held on the card they run on.

Byte-identical at N=1 (workstation, one RTX 5080): timing benchmark (myob, cytc,
4nwv) and 4nwv, 8tyy, 6oel, 3inp with --model give the same p.hkl, MTZ data,
p_model.pdb, maps and report against rc176. New tests: per-card plans on four
15.6 GB cards (validation 1/3/3/3 engines, MR T+1/T+2/T+2/T+2), and the split
driven over 1-4 virtual cards on one device, bitwise equal to one card.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01PXc1zD1yxHqaR1DGdCTHL4
2026-10-16 17:16:28 +02:00

154 lines
7.0 KiB
C++

// SPDX-FileCopyrightText: 2026 Filip Leonarski, Paul Scherrer Institute <filip.leonarski@psi.ch>
// SPDX-License-Identifier: GPL-3.0-only
#pragma once
// The rigid body's target evaluated on a GPU (CUDA builds only; the header itself needs no CUDA).
// It is the function RigidBodyTarget computes on the CPU - the same density, the same composition of
// Fcalc from one copy, the same bulk-solvent mask, scale fit, residuals and Jacobian - moved to the
// device so that a fit takes a fraction of a second instead of several seconds. The two agree to
// rounding, not bit for bit: float distances, cuFFT for FFTW. The GPU is deterministic on its own.
#include <condition_variable>
#include <map>
#include <memory>
#include <mutex>
#include <optional>
#include <stdexcept>
#include <string>
#include <tuple>
#include <vector>
#include "RigidBodyRefine.h"
class Logger;
class RigidBodyGPUEngine;
struct RigidBodyGPUZone;
struct RigidBodyGPUCapacity;
// A CUDA failure inside the rigid body, or in model validation's structure factors and maps
// (ModelStructureFactorsGPU). Model validation catches it and reports the validation as failed.
class RigidBodyGPUFailure : public std::runtime_error {
public:
explicit RigidBodyGPUFailure(const std::string &what) : std::runtime_error(what) {}
};
// A few engines, reserved once for a whole validation or search: each is a stream and the buffers for one
// fit at a time, sized for the finest zone of the ladder to d_min. Every fit takes one for its length, and
// waits for one when all are taken. Engines are interchangeable and every kernel deterministic, so which fit
// gets which engine does not change a number. A pool belongs to one cell and one d_min, and serves every
// model and group it was made for (Plan, Cover): what a zone needs of a model's atoms - their densities,
// radii and mask radii, which the placement does not change - is worked out once per group, atom count and
// zone and kept.
class RigidBodyGPUPool {
public:
// A pool without engines yet, sized for the finest zone of the ladder to d_min: EngineBytes() is
// what each engine will take, so a caller can decide how many first. Null where there is no GPU or
// where the cell is too small for the gather (an atom's box wider than the cell), logged.
// `max_observations`: the most working reflections any fit will be given in its finest zone.
static std::unique_ptr<RigidBodyGPUPool> Plan(const gemmi::Model &model, const gemmi::UnitCell &cell,
const gemmi::SpaceGroup &sg, double d_min,
size_t max_observations, Logger &logger);
~RigidBodyGPUPool();
// Sizes the engines, before Reserve(), for fits of `model` in `sg` as well - in the pool's cell, to its
// d_min, with at most its observations. False, logged, where the cell is too small for the gather.
bool Cover(const gemmi::Model &model, const gemmi::SpaceGroup &sg, Logger &logger);
size_t EngineBytes() const;
// Reserves per_card[k] engines on the k-th card from Device() (k = 0 is Device() itself), one card after
// the other in turn. Engines that cannot be set up throw RigidBodyGPUFailure.
void Reserve(const std::vector<size_t> &per_card);
size_t Engines() const { return engines_.size(); }
// The card the pool was made from, which its first engine is on and the others count on from.
int Device() const { return device_; }
RigidBodyGPUEngine &Acquire();
void Release(RigidBodyGPUEngine &engine);
// The zone to d_min without its observations, for this pool's model.
const RigidBodyGPUZone &Zone(const gemmi::Model &model, const gemmi::UnitCell &cell, const gemmi::SpaceGroup &sg,
double d_min);
// The zone with these observations and the composition of Fcalc at them. The null's replicates are all
// fitted to the same reflections, so they share it.
std::shared_ptr<const RigidBodyGPUZone> ObservedZone(const gemmi::Model &model, const gemmi::UnitCell &cell,
const gemmi::SpaceGroup &sg,
const gemmi::AsuData<gemmi::ValueSigma<float>> &fobs,
double d_min);
private:
RigidBodyGPUPool() = default;
int device_ = 0;
gemmi::UnitCell cell_;
double d_min_ = 0;
size_t max_observations_ = 0;
std::unique_ptr<RigidBodyGPUCapacity> cap_;
std::vector<std::unique_ptr<RigidBodyGPUEngine>> engines_;
std::vector<RigidBodyGPUEngine *> idle_;
std::mutex m_;
std::condition_variable cv_;
// By group, atom count and zone.
std::map<std::tuple<std::string, size_t, double>, std::unique_ptr<RigidBodyGPUZone>> zones_;
std::mutex zones_m_;
struct ObservedEntry {
std::string group;
size_t atoms;
double d_min;
gemmi::AsuData<gemmi::ValueSigma<float>> fobs;
std::shared_ptr<const RigidBodyGPUZone> zone;
};
std::vector<ObservedEntry> observed_;
std::mutex observed_m_;
};
// An engine taken from a pool for as long as this lives.
class RigidBodyGPULease {
public:
explicit RigidBodyGPULease(RigidBodyGPUPool &pool) : pool_(pool), engine_(pool.Acquire()) {}
~RigidBodyGPULease() { pool_.Release(engine_); }
RigidBodyGPULease(const RigidBodyGPULease &) = delete;
RigidBodyGPULease &operator=(const RigidBodyGPULease &) = delete;
RigidBodyGPUEngine &Engine() { return engine_; }
private:
RigidBodyGPUPool &pool_;
RigidBodyGPUEngine &engine_;
};
class RigidBodyTargetGPU : public RigidBodyTargetBase {
public:
// Takes an engine from `pool` for its lifetime. q = 0 is the placement `model` has now; unlike the
// CPU target the model is never moved by an evaluation, only by Place().
RigidBodyTargetGPU(RigidBodyGPUPool &pool, gemmi::Model &model, const gemmi::UnitCell &cell,
const gemmi::SpaceGroup &sg, size_t nthreads);
~RigidBodyTargetGPU() override;
void SetZone(const gemmi::AsuData<gemmi::ValueSigma<float>> &fobs, double d_min) override;
size_t NumObservations() const override;
bool Residuals(const double q[6], double *residuals) override;
bool Jacobian(const double q[6], double *jacobian) override;
private:
// The placement at q as x -> R (x - centroid) + centroid + t.
void Placement(const double q[6], double rotation[9], double translation[3]) const;
void HostScale();
RigidBodyGPUPool &pool_;
RigidBodyGPULease lease_;
RigidBodyGPUEngine &engine_;
gemmi::Model &model_;
const gemmi::UnitCell &cell_;
const gemmi::SpaceGroup &sg_;
size_t nthreads_;
double d_min_ = 0;
std::shared_ptr<const RigidBodyGPUZone> zone_;
bool solvent_fitted_ = false;
bool host_scale_ = false; // the zone's scale is fitted on the host (HostScale)
bool have_point_ = false;
std::array<double, 6> q_{};
double k_overall_ = 1;
gemmi::SMat33<double> b_star_{0, 0, 0, 0, 0, 0};
};