1+ """
2+ Launcher script to HTCondor for GPU - generate python scripts for tune scan
3+ """
4+ import fma_ions
5+ import os
6+ import pathlib
7+ import numpy as np
8+ import datetime
9+
10+ # Find path of script being run
11+ dir_path = pathlib .Path (__file__ ).parent .absolute ()
12+
13+ # Define run files and which parameters to change
14+ master_name = 'SPS_O_ions_Nb_scan_adaptive_sc_ibs_with_comp_50_150_300_600_Hz_ripple_130k_turns_2025_07_03'
15+ num_turns = 130_000
16+ Qx = 26.31
17+ Qy = 26.25
18+
19+ # Measured values from 2025-07-03 MD, reduce emittances by 10% to account for delayed measurement at inj.
20+ exn0 = 0.9 * np .array ([1.28044905 , 1.21522662 , 1.09623646 , 1.09909263 , 1.28992405 ]) # too big? Maybe assume same as eyn?
21+ eyn0 = 0.9 * np .array ([0.73679743 , 0.84760539 , 0.93580759 , 1.00084611 , 1.20491472 ])
22+ Nb0 = np .array ([16.58413887 , 17.75226021 , 21.62930679 , 26.4480648 , 32.95989609 ])
23+
24+ # Use measured 2025-06-17 O8+ SPS values
25+ Nb_array = ['{:.2f}e8' .format (Nb ) for Nb in Nb0 ]
26+ exn_array = ['{:.2f}e-6' .format (exn ) for exn in eyn0 ] # note that we artificially set eyn = exn for O8+ ions
27+ eyn_array = ['{:.2f}e-6' .format (eyn ) for eyn in eyn0 ]
28+ run_files = ['sps_oxygen_Nb_scan_{}.py' .format (i + 1 ) for i in range (len (Nb_array ))]
29+
30+ # Define script and folder names
31+ script_names = run_files .copy ()
32+ folder_names = ['sps_oxygen_Nb_scan_{}' .format (i ) for i in range (len (Nb_array ))]
33+ string_array = ['SPS oxygen case = {}' .format (i ) for i in range (len (Nb_array ))]
34+
35+ # Generate the scripts to be submitted
36+ for i , run_file in enumerate (run_files ):
37+
38+ # Write run file for given tune
39+ print ('Generating launch script {}\n ' .format (run_file ))
40+ run_file = open (run_file , 'w' )
41+ run_file .truncate (0 ) # remove existing content, if any
42+ run_file .write (
43+ '''import fma_ions
44+ import numpy as np
45+ output_dir = './'
46+
47+ n_turns = {}
48+ num_part = 20_000
49+
50+ beamParams=fma_ions.BeamParameters_SPS()
51+ beamParams.Nb = {}
52+ beamParams.exn = {}
53+ beamParams.eyn = {}
54+
55+ # Transfer function factors
56+ a_50 = 1.0 #1.7170
57+ a_150 = 0.5098
58+ a_300 = 0.2360
59+ a_600 = 0.1095
60+
61+ # Desired ripple frequencies and amplitudes - from DCCT measurements 2024-10-30
62+ ripple_freqs = np.array([50.0, 150.0, 300.0, 600.0])
63+ kqf_amplitudes = np.array([1.79381965522221e-07*a_50, 1.7917856960711038e-07*a_150, 1.717715125357188e-07*a_300, 1.0613897587376263e-07*a_600])
64+ kqd_amplitudes = np.array([3.1433458408493135e-07*a_50, 4.125645646596158e-07*a_150, 2.6325770762187453e-07*a_300, 8.302889259074001e-08*a_600])
65+ kqf_phases = np.array([2.5699456856082965, -1.2707524434033985, 1.1509405507521766, -2.3897351868985552])
66+ kqd_phases = np.array([-1.6168418898711074, -1.5349070763197448, -2.145386063404577, 0.7431459693919794])
67+
68+ # Tracking on GPU context
69+ sps = fma_ions.SPS_Flat_Bottom_Tracker(qx0={:.3f}, qy0={:.3f}, num_turns=n_turns, num_part=num_part)
70+ tbt = sps.track_SPS(ion_type='O', which_context='gpu', distribution_type='qgaussian', beamParams=beamParams, install_SC_on_line=True, add_beta_beat=True,
71+ add_non_linear_magnet_errors=True, apply_kinetic_IBS_kicks=True, ibs_step = 2000, add_tune_ripple=True, ripple_freqs = ripple_freqs,
72+ kqf_amplitudes = kqf_amplitudes, kqd_amplitudes = kqd_amplitudes, kqf_phases=kqf_phases, kqd_phases=kqd_phases,
73+ SC_adaptive_interval_during_tracking=100)
74+ tbt.to_json(output_dir)
75+ ''' .format (num_turns , Nb_array [i ], exn_array [i ], eyn_array [i ], Qx , Qy )
76+ )
77+ run_file .close ()
78+
79+
80+ # Instantiate the submitter class and launch the jobs
81+ sub = fma_ions .Submitter ()
82+ master_job_name = '{:%Y_%m_%d__%H_%M_%S}_{}' .format (datetime .datetime .now (), master_name )
83+
84+ # Launch the Python scripts in this folder
85+ for i , script in enumerate (script_names ):
86+ file_name = os .path .join (dir_path , script )
87+ print (f"Submitting { file_name } " )
88+ sub .submit_GPU (file_name , master_job_name = master_job_name , job_name = folder_names [i ])
89+ sub .copy_master_plot_script (folder_names , string_array )
90+ sub .copy_plot_script_emittances_for_scan (master_name , folder_names , scan_array_for_x_axis = Nb_array ,
91+ label_for_x_axis = 'Injected Pb ions per bunch' ,
92+ extra_text_string = '$Q_{x, y}$ = 26.31, 26.25 - q-Gaussian beam\\ nAdaptive SC, ~10% $\\ beta$-beat + non-linear magnet errors' )
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