From 5e105d4cf812ac86c5aa73638b41547094058120 Mon Sep 17 00:00:00 2001 From: Jammy2211 Date: Sat, 26 Sep 2026 16:50:49 +0100 Subject: [PATCH 1/2] hpc(interferometer/mge): A100 sma real-scatter submit, control + branch legs (PyAutoArray#577) Runs the #308 sma dense breakdown twice on one node: PyAutoArray origin/main (control) and the lever-3 branch, from a private branch-libs copy (the shared mirror is not touched). Outputs carry a _real_scatter suffix so the #308 JSON stays. Co-Authored-By: Claude Opus 5.5 --- ...erferometer_mge_a100_sma_fp64_real_scatter | 109 ++++++++++++++++++ 1 file changed, 109 insertions(+) create mode 100644 hpc/batch_gpu/submit_breakdown_interferometer_mge_a100_sma_fp64_real_scatter diff --git a/hpc/batch_gpu/submit_breakdown_interferometer_mge_a100_sma_fp64_real_scatter b/hpc/batch_gpu/submit_breakdown_interferometer_mge_a100_sma_fp64_real_scatter new file mode 100644 index 000000000..f5dee5395 --- /dev/null +++ b/hpc/batch_gpu/submit_breakdown_interferometer_mge_a100_sma_fp64_real_scatter @@ -0,0 +1,109 @@ +#!/bin/bash -l +# +# A100 likelihood-breakdown profile: interferometer/mge x sma x fp64, LEVER 3 (real scatter). +# PyAutoArray#577 scatters the real mapping matrix into the native stack and casts to +# complex128 afterwards in TransformerNUFFT.transform_mapping_matrix; the complex128 +# scatter was a fixed ~0.85 s on the A100 (autolens_profiling#308, step 3). Same arms +# as submit_breakdown_interferometer_mge_a100_sma_fp64 (DENSE library path + W~ arm), +# run twice in one job on one node: +# 1. CONTROL: PyAutoArray origin/main (cast-then-scatter), $PYAUTO_BRANCH_LIBS/PyAutoArray_main +# 2. BRANCH: PyAutoArray feature/interferometer-transform-real-scatter, $PYAUTO_BRANCH_LIBS/PyAutoArray +# Both legs use the same private PyAutoGalaxy / PyAutoLens (origin/main) copies. +# +# BRANCH LIBRARIES: a PRIVATE copy under $PYAUTO_BRANCH_LIBS (default below), prepended to +# PYTHONPATH after activate.sh. The shared mirror /mnt/ral/jnightin/PyAuto is not touched. +# Each leg fails unless autoarray/autogalaxy/autolens import from that copy. +# +# Output (distinct names, so the #308 mge_hpc_a100_fp64.json stays; the dashboard +# regex does not read them): +# results/breakdown/interferometer/sma/mge_hpc_a100_fp64_real_scatter.{json,png} +# results/breakdown/interferometer/sma/mge_hpc_a100_fp64_real_scatter_main_control.{json,png} + +#SBATCH -J breakdown_interferometer_mge_sma_fp64_real_scatter +#SBATCH --partition=gpu +#SBATCH --gres=gpu:1 +#SBATCH --ntasks=1 +#SBATCH --cpus-per-task=4 +#SBATCH --mem=64gb +#SBATCH --time=1:00:00 +#SBATCH -o output/output.%A.out +#SBATCH -e error/error.%A.err +#SBATCH --mail-type=END,FAIL +#SBATCH --mail-user=james.w.nightingale@durham.ac.uk + +# Derive the repo root from where this was submitted (hpc/batch_gpu/../..): it runs from +# a RAL worktree of the feature branch, not only the canonical RAL checkout. +export AP_ROOT="$(cd "${SLURM_SUBMIT_DIR:-$(dirname "$0")}/../.." && pwd)" +export PROJECT_PATH="$AP_ROOT" +export PYAUTO_HPC_BASE="${PYAUTO_HPC_BASE:-/mnt/ral/jnightin/PyAuto}" +export PYAUTO_BRANCH_LIBS="${PYAUTO_BRANCH_LIBS:-/mnt/ral/jnightin/PyAuto_branch/interferometer-transform-real-scatter}" +echo "AP_ROOT=$AP_ROOT" +source $AP_ROOT/activate.sh +BASE_PYTHONPATH="$PYTHONPATH" + +export JAX_PLATFORM_NAME=cuda +export JAX_PLATFORMS=cuda,cpu +export XLA_PYTHON_CLIENT_PREALLOCATE=false +export JAX_ENABLE_X64=True +export XLA_FLAGS="--xla_disable_hlo_passes=constant_folding" + +nvidia-smi + +cd $AP_ROOT +OUT_DIR=$AP_ROOT/results/breakdown/interferometer/sma +STATUS=0 + +run_leg() { + local array_dir="$1" suffix="$2" + export PYAUTO_ARRAY_DIR="$PYAUTO_BRANCH_LIBS/$array_dir" + export PYTHONPATH="$PYAUTO_ARRAY_DIR:$PYAUTO_BRANCH_LIBS/PyAutoGalaxy:$PYAUTO_BRANCH_LIBS/PyAutoLens:$BASE_PYTHONPATH" + local tmp_out="$AP_ROOT/hpc/batch_gpu/output/real_scatter_${SLURM_JOB_ID:-local}_${suffix}" + mkdir -p "$tmp_out" + + echo "==========================================" + date + echo "Cell: likelihood_breakdown/interferometer/mge" + echo "Instrument: sma" + echo "Precision: fp64" + echo "Inversion path: dense (mapping) + W~ arm" + echo "Leg: $suffix ($array_dir)" + + echo "=== source revisions ===" + printf '%-14s %s (branch copy)\n' PyAutoArray "$(git -C $PYAUTO_ARRAY_DIR rev-parse HEAD 2>&1)" + for r in PyAutoGalaxy PyAutoLens; do + printf '%-14s %s (branch copy)\n' "$r" "$(git -C $PYAUTO_BRANCH_LIBS/$r rev-parse HEAD 2>&1)" + done + for r in PyAutoNerves PyAutoFit; do + printf '%-14s %s (shared mirror)\n' "$r" "$(git -C $PYAUTO_HPC_BASE/$r rev-parse HEAD 2>&1)" + done + echo "AP_ROOT rev: $(git -C $AP_ROOT rev-parse HEAD 2>&1)" + + echo "=== import provenance (must be the branch copy) ===" + python3 -c " +import os, autoarray, autogalaxy, autolens +base = os.environ['PYAUTO_BRANCH_LIBS'] +assert autoarray.__file__.startswith(os.environ['PYAUTO_ARRAY_DIR'] + '/'), autoarray.__file__ +for m in (autoarray, autogalaxy, autolens): + print(m.__name__ + '.__file__ =', m.__file__) + assert m.__file__.startswith(base), f'{m.__name__} not imported from {base}' +" || return 1 + + python3 -u scripts/interferometer/likelihood_breakdown/mge.py \ + --config-name hpc_a100_fp64 \ + --instrument sma \ + --w-tilde \ + --vmap-batch 4 \ + --output-dir "$tmp_out" || return 1 + + for ext in json png; do + mv "$tmp_out/mge_hpc_a100_fp64.$ext" "$OUT_DIR/mge_hpc_a100_fp64_${suffix}.$ext" || return 1 + done + rmdir "$tmp_out" +} + +run_leg PyAutoArray_main real_scatter_main_control || STATUS=1 +run_leg PyAutoArray real_scatter || STATUS=1 + +echo "Finished (status $STATUS)." +date +exit $STATUS From c11c8f814c70f792c5c1975b1fd4c75046eec3f5 Mon Sep 17 00:00:00 2001 From: Jammy2211 Date: Sat, 26 Sep 2026 17:17:20 +0100 Subject: [PATCH 2/2] results(interferometer/mge): lever 3 real scatter A100 sma witness (PyAutoArray#577) RAL job 356364, one A100 node, control (PyAutoArray main 1bf641e4) vs branch (f9d3bc67): step 3 852.7 -> 0.51 ms, total 856.2 -> 4.04 ms, full single jit 854.6 -> 3.39 ms, log L bit-identical (-3153.942384509246). CPU sma and the transform_mapping_matrix micro-timing show no regression (ABBA under load). Notes: "Lever 3: real scatter (2026-09-26)". READMEs regenerate unchanged (the suffixed JSONs are outside the dashboard regex). Co-Authored-By: Claude Opus 5.5 --- .../sma/mge_hpc_a100_fp64_real_scatter.json | 309 ++++++++++++++++++ .../sma/mge_hpc_a100_fp64_real_scatter.png | Bin 0 -> 117108 bytes ...c_a100_fp64_real_scatter_main_control.json | 309 ++++++++++++++++++ ...pc_a100_fp64_real_scatter_main_control.png | Bin 0 -> 117545 bytes .../interferometer_mge_breakdown_2026_09.md | 71 ++++ 5 files changed, 689 insertions(+) create mode 100644 results/breakdown/interferometer/sma/mge_hpc_a100_fp64_real_scatter.json create mode 100644 results/breakdown/interferometer/sma/mge_hpc_a100_fp64_real_scatter.png create mode 100644 results/breakdown/interferometer/sma/mge_hpc_a100_fp64_real_scatter_main_control.json create mode 100644 results/breakdown/interferometer/sma/mge_hpc_a100_fp64_real_scatter_main_control.png diff --git a/results/breakdown/interferometer/sma/mge_hpc_a100_fp64_real_scatter.json b/results/breakdown/interferometer/sma/mge_hpc_a100_fp64_real_scatter.json new file mode 100644 index 000000000..27e1a2c5e --- /dev/null +++ b/results/breakdown/interferometer/sma/mge_hpc_a100_fp64_real_scatter.json @@ -0,0 +1,309 @@ +{ + "stage": "complete", + "autolens_version": "2026.8.17.1", + "device": { + "backend": "gpu", + "device": "cuda:0", + "hostname": "euclid-ral-gpu-1", + "xla_flags": "--xla_disable_hlo_passes=constant_folding --xla_gpu_autotune_level=0 --xla_gpu_enable_triton_gemm=false", + "omp_num_threads": null, + "cpu_count": 124, + "jax_compilation_cache_dir": "/mnt/ral/jnightin/.cache/pyauto_jax", + "autotune_cache_entries_at_start": 204, + "cache_fresh": false, + "nvidia_smi": "NVIDIA A100 80GB PCIe, 2091 MiB, 81920 MiB" + }, + "instrument": "sma", + "model": "mge", + "transformer": "TransformerNUFFT", + "use_mixed_precision": false, + "configuration": { + "pixel_scale_arcsec": 0.1, + "mask_radius_arcsec": 3.5, + "real_space_shape": [ + 256, + 256 + ], + "image_pixels_masked": 3852, + "visibilities": 190, + "linear_gaussians": 20, + "lens_light": null, + "inversion_path": "dense", + "inversion_class": "InversionInterferometerMapping", + "dense_inversion_class": "InversionInterferometerMapping", + "transformer": "TransformerNUFFT", + "chunk_size": null, + "chunk_size_note": "TransformerNUFFT.transform_mapping_matrix ignores chunk_size: step 3 is one nufft2d2 over every column and every visibility.", + "nnls_solver": "pdip", + "nnls_preconditioning": "raw", + "nufftax_version": "0.6.1", + "transform": "library", + "transform_column_batch": null, + "transform_vis_chunk": null, + "w_tilde_arm": true, + "library_sparse_arm": false, + "n_repeats": 10, + "thread_env": { + "n_threads": null, + "vars": [ + "OPENBLAS_NUM_THREADS", + "MKL_NUM_THREADS", + "OMP_NUM_THREADS", + "VECLIB_MAXIMUM_THREADS", + "NUMEXPR_NUM_THREADS" + ], + "set_to": null, + "preexisting": {}, + "overridden": {}, + "note": "Not pinned (legacy variant): recorded as found." + }, + "host_load_avg_start": [ + 1.0, + 0.37, + 0.14 + ], + "host_load_avg_end": [ + 1.2, + 0.48, + 0.18 + ] + }, + "reference_mode": "eager_numpy", + "library_path": { + "status": "ok", + "where": "eager FitInterferometer reference" + }, + "full_pipeline_status": { + "status": "ok" + }, + "transformed_mapping_matrix_chunked_vs_library_max_rel_diff": null, + "log_likelihood_reference": -3153.942384509246, + "figure_of_merit_reference": -3153.948230379729, + "figure_of_merit_step_by_step": -3153.94823037973, + "log_likelihood_step_by_step": -3153.942384509246, + "figure_of_merit_full_pipeline": -3153.94823037973, + "figure_of_merit_abs_diff_nats": 9.094947017729282e-13, + "log_likelihood_abs_diff_nats": 0.0, + "full_pipeline_abs_diff_nats": 9.094947017729282e-13, + "log_likelihood_atol_nats": 0.001, + "diagonal_floor_bias_nats": 0.0058458704829718044, + "diagonal_floor_note": "log_likelihood - figure_of_merit: fast_chi_squared uses F with the no-regularization diagonal floor (0.001), so the figure of merit the sampler sees sits 0.5 * floor * |s|^2 below the residual-form log L.", + 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The chain row replaces steps 3-8 from the same mapping matrix; its per-call cost has no N_vis term." + }, + "w_tilde_steps": { + "Curvature matrix F~ = B\u1d40 W~ B": 0.00032817610044730825, + "Data vector D~ = B\u1d40 d~": 0.00012881349975941704, + "Reconstruction (PDIP NNLS)": 0.002311281199217774, + "Fast chi-squared + figure of merit (constants hoisted)": 0.0001332325002294965 + }, + "vmap_batch": 4, + "steps_vmap_per_call": { + "Full pipeline": 0.0013434533248073421 + }, + "setup_split_vmap": { + "Ray-trace grids": 0.00011271362491243053, + "Mapping matrix (20 Gaussians)": 0.00010771645029308275, + "Transformed mapping matrix (NUFFT)": 0.0004466043748834636 + }, + "pinned_expected": -3153.948230379729, + "pinned_drift": [] +} \ No newline at end of file diff --git a/results/breakdown/interferometer/sma/mge_hpc_a100_fp64_real_scatter.png b/results/breakdown/interferometer/sma/mge_hpc_a100_fp64_real_scatter.png new file mode 100644 index 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