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0001 # ============================================================================
0002 # ePIC B0 Far-Forward Tracker Optimization with Ax and Slurm
0003 # ============================================================================
0004 # This example shows:
0005 # B0 tracker geometry optimization with Ax
0006 # Four longitudinal tracker positions as design parameters
0007 # ePIC geometry preparation for each design point
0008 # Distributed execution using Slurm
0009 # ============================================================================
0010
0011 # SECTION 1: PROBLEM DEFINITION
0012 # ============================================================================
0013 problem:
0014 name: "ePIC B0 Geometry Optimization with Ax and Slurm"
0015 problem_type: "EPIC_B0"
0016
0017 output_location: "./output/ax_slurm"
0018 work_location: "./work/ax_slurm"
0019
0020 # eic-shell and ePIC paths to be adapted to environment
0021 epic_environment:
0022 eic_shell: "/path/to/my/eic-shell"
0023 epic_install: "./epic"
0024 epic_config: "epic"
0025 geometry_mode: "build"
0026
0027 inline_design:
0028 epic_design_space:
0029 epic_design_parameters:
0030
0031 b0_tracker:
0032 file_path: "$EPIC_INSTALL/compact/far_forward/B0_tracker.xml"
0033
0034 parameters:
0035
0036 z1:
0037 value: -50.0
0038 bounds: [-50.0, -30.0]
0039 xml_path: ".//constant[@name='B0TrackerLayer1_zstart']"
0040 attribute: "value"
0041 unit: "cm"
0042
0043 z2:
0044 value: -20.0
0045 bounds: [-20.0, -5.0]
0046 xml_path: ".//constant[@name='B0TrackerLayer2_zstart']"
0047 attribute: "value"
0048 unit: "cm"
0049
0050 z3:
0051 value: 0.0
0052 bounds: [0.0, 20.0]
0053 xml_path: ".//constant[@name='B0TrackerLayer3_zstart']"
0054 attribute: "value"
0055 unit: "cm"
0056
0057 z4:
0058 value: 30.0
0059 bounds: [30.0, 40.0]
0060 xml_path: ".//constant[@name='B0TrackerLayer4_zstart']"
0061 attribute: "value"
0062 unit: "cm"
0063
0064 optimization_groups:
0065 default:
0066 - "b0_tracker.z1"
0067 - "b0_tracker.z2"
0068 - "b0_tracker.z3"
0069 - "b0_tracker.z4"
0070
0071 objectives:
0072 - name: "lever_arm"
0073 direction: "maximize"
0074
0075
0076 # SECTION 2: OPTIMIZER CONFIGURATION
0077 # ============================================================================
0078 optimizer:
0079 name: "ax"
0080 type: "bayesian"
0081
0082 parameters:
0083 initialization_strategy: "sobol"
0084 generator: "BOTORCH_MODULAR"
0085
0086 n_initial_samples: 1
0087 n_iterations: 2
0088 batch_size: 1
0089 seed: 42
0090
0091
0092 # SECTION 3: SCHEDULER CONFIGURATION (iFarm)
0093 # ============================================================================
0094 scheduler:
0095 runner_type: "SlurmRunner"
0096
0097 parameters:
0098 partition: "production"
0099 ntasks: 1
0100 cpus_per_task: 1
0101 mem: "4GB"
0102 time: "02:00:00"
0103
0104 job_name_prefix: "aid2e_b0"
0105 runtime_working_dir: "."
0106
0107 poll_interval: 5
0108
0109 max_retries: 3
0110 output_location: "./slurm_output"
0111 monitor_interval: 60
0112
0113
0114 # SECTION 4: WORKFLOW EXECUTION
0115 # ============================================================================
0116 workflows:
0117 workflows:
0118
0119 - name: "b0_geometry_validation"
0120 description: "Validate distributed B0 geometry modification with Slurm"
0121
0122 stack_type: "epic"
0123
0124 branches:
0125
0126 - name: "main"
0127
0128 stages:
0129
0130 # --------------------------------------------------------------
0131 # Stage 1: prepare and validate the modified ePIC geometry
0132 # --------------------------------------------------------------
0133 - name: "geo"
0134 description: "Prepare and validate modified B0 geometry"
0135
0136 jobs:
0137
0138 - name: "geo_job"
0139
0140 payload:
0141 evaluator_type: "stack"
0142 stack_type: "epic"
0143 job_id: "geo"
0144
0145 layers:
0146
0147 - name: "geo"
0148 layer: "geo"
0149
0150 inputs:
0151 - "{{geometry_dir}}/install/share/epic/epic.xml"
0152
0153 outputs:
0154 - "{{output_dir}}/geo.overlaps.txt"
0155
0156 parallelism:
0157 max_concurrent: 1
0158 retry_max: 1
0159 timeout_sec: 300
0160
0161
0162 # --------------------------------------------------------------
0163 # Stage 2: evaluate the B0 objective
0164 # --------------------------------------------------------------
0165 - name: "evaluate"
0166
0167 objective_plan:
0168 steps:
0169 stages:
0170
0171 - name: "evaluate_b0"
0172
0173 inline:
0174 entrypoint: "examples.epic.b0.b0_evaluator:objective_payload"
0175
0176 produces_objective: true
0177
0178
0179 # SECTION 5: METADATA
0180 # ============================================================================
0181 metadata:
0182 project: "AID2E"
0183 detector: "ePIC B0 Far-Forward Tracker"
0184 description: "B0 geometry optimization using Ax and Slurm"
0185 version: "0.0.1"