xie_x1andClaude Opus 5.5
0f9a3f496f
Code, configs, charge LUTs, best.pth and evaluation records for each training run, the knife-edge / Siemens-star / XRF notebooks with outputs, and the overnight run reports. Epoch checkpoints, inference results and HTML exports stay local (see .gitignore). Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
64 lines
2.3 KiB
YAML
64 lines
2.3 KiB
YAML
# GridBased frame generation -- 12 keV, MOENCH040 @150 V (WP1.2, stamp-reuse variant)
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#
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# Frames are composed from the existing noiseless single-photon MC stamps
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# (McGeneration output). Charge superposition is linear, so pile-up frames can
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# be assembled by summing stamps; detector noise is applied once per frame.
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meta:
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energy: 12 # keV, beam energy of the stamp library
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sensor: Moench040
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hv: 150 # V
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pixel_size_um: 25
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sensor_thickness_um: 650
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stamps:
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folder: /mnt/sls_det_storage/moench_data/MLXID/Samples/Simulation/Moench040
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pattern: "12keV_Moench040_150V_{}.npz"
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train_files: [0, 11] # inclusive index range -> 12 shards
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val_files: [12, 13]
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test_files: [14, 15]
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frame:
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size: 32 # training frame side (px). Fully-convolutional
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# model => inference runs on full 400x400 frames.
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margin: 4 # ring (px) over which photons are also thrown so
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# that out-of-frame photons leak charge in
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noise:
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pixel_keV: 0.13 # per-pixel Gaussian, matches the iWoRiD study
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common_mode_row_keV: 0.0 # WP1.3: switch on once measured
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common_mode_col_keV: 0.0
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edge_augmentation:
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fraction: 0.08 # fraction of frames containing a sensor boundary
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output:
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folder: /mnt/sls_det_storage/moench_data/MLXID/Samples/GridBased/12keV_Moench040_150V
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splits:
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train:
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frames_per_shard: 200_000 # 12 shards -> 2.4M frames, ~60M photons
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occupancy: {mode: loguniform, min: 0.002, max: 0.10}
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val:
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frames_per_shard: 80_000
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occupancy: {mode: loguniform, min: 0.002, max: 0.10}
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test:
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frames_per_shard: 80_000
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occupancy: {mode: loguniform, min: 0.002, max: 0.10}
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# fixed-occupancy sets, for scanning performance vs flux
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eval_scan:
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# 20 % and 50 % are far outside the 0.2-10 % training range on purpose:
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# they are where the cluster chains stop working and the grid chain has to
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# be shown extrapolating. Appended, never reordered -- the per-point seed
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# is base_seed + 9000 + index, so inserting a point would reshuffle the
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# existing ones.
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occupancies: [0.005, 0.01, 0.02, 0.05, 0.10, 0.20, 0.50]
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frames_each: 8_000
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stamp_files: [14, 15]
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edge_fraction: 0.0
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runtime:
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n_workers: 16
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seed: 20260830
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