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neon tune scan
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"""
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Launcher script to HTCondor for GPU - generate python scripts for SPS neon Qy scan
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"""
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import fma_ions
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import os
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import pathlib
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import numpy as np
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import datetime
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# Find path of script being run
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dir_path = pathlib.Path(__file__).parent.absolute()
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# Define run files and which parameters to change
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master_name = 'Qy_scan_neon_ibs_50_150_300_600_Hz_ripple_adaptive_sc_WITH_TRANSFER_FUNCTION_477k_turns_as_03_07_2025_MD_477k_turns'
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num_turns = 477_000 # corresponds to 11s for SPS ions at flat bottom
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Qx = 26.31
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Qy_range = np.arange(26.10, 26.28, 0.01)
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run_files = ['sps_neon_run_{}_tbt_qx_26dot31_long.py'.format(i+1) for i in range(len(Qy_range))]
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# Define script and folder names
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script_names = run_files.copy()
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folder_names = ['sps_Qx_{:.2f}_Qy_{:.2f}'.format(Qx, Qy_range[i]) for i in range(len(Qy_range))]
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string_array = ['Qy = {:.2f}, Qx = {:.2f} space charge'.format(Qy_range[i], Qx) for i in range(len(Qy_range))]
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# Generate the scripts to be submitted
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for i, run_file in enumerate(run_files):
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# Write run file for given tune
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print('Generating launch script {}\n'.format(run_file))
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run_file = open(run_file, 'w')
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run_file.truncate(0) # remove existing content, if any
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run_file.write(
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'''import fma_ions
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import numpy as np
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output_dir = './'
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n_turns = {}
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num_part = 20_000
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# Transfer function factors
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a_50 = 1.0 #1.7170
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a_150 = 0.5098
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a_300 = 0.2360
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a_600 = 0.1095
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# Desired ripple frequencies and amplitudes
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ripple_freqs = np.array([50.0, 150.0, 300.0, 600.0])
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kqf_amplitudes = np.array([1.0141062492337905e-06*a_50, 1.9665396648867768e-07*a_150, 3.1027971430227987e-07*a_300, 4.5102937494506313e-07*a_600])
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kqd_amplitudes = np.array([1.0344583265981035e-06*a_50, 4.5225494700433166e-07*a_150, 5.492718035100028e-07*a_300, 4.243698659233664e-07*a_600])
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kqf_phases = np.array([0.7646995873548973, 2.3435670020522825, -1.1888958255027886, 2.849205512655574])
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kqd_phases = np.array([0.6225130389353318, -1.044380492147742, -1.125401419249802, -0.30971750008702853])
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# Tracking on GPU context
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sps = fma_ions.SPS_Flat_Bottom_Tracker(qx0={:.3f}, qy0={:.3f}, num_turns=n_turns, num_part=num_part)
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tbt = sps.track_SPS(ion_type='Ne', which_context='gpu', distribution_type='qgaussian', install_SC_on_line=True, add_beta_beat=True,
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add_non_linear_magnet_errors=True, apply_kinetic_IBS_kicks=True, ibs_step = 2000,
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add_tune_ripple=True, ripple_freqs = ripple_freqs, kqf_amplitudes = kqf_amplitudes,
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kqd_amplitudes = kqd_amplitudes, kqf_phases=kqf_phases, kqd_phases=kqd_phases,
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SC_adaptive_interval_during_tracking=20)
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tbt.to_json(output_dir)
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'''.format(num_turns, Qx, Qy_range[i])
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)
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run_file.close()
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# Instantiate the submitter class and launch the jobs
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sub = fma_ions.Submitter()
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master_job_name = '{:%Y_%m_%d__%H_%M_%S}_{}'.format(datetime.datetime.now(), master_name)
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# Launch the Python scripts in this folder
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for i, script in enumerate(script_names):
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file_name = os.path.join(dir_path, script)
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print(f"Submitting {file_name}")
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sub.submit_GPU(file_name, master_job_name=master_job_name, job_name=folder_names[i])
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sub.copy_master_plot_script(folder_names, string_array)
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sub.copy_plot_script_emittances_for_scan(master_name, folder_names, scan_array_for_x_axis=Qy_range,
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label_for_x_axis='Injected Pb ions per bunch',
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extra_text_string='$Q_{x}$ = 26.31 - q-Gaussian beam\\nAdaptive SC, ~10% $\\beta$-beat + non-linear magnet errors')
Original file line numberDiff line numberDiff line change
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"""
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Launcher script to HTCondor for GPU - generate python scripts for SPS neon Qy scan
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"""
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import fma_ions
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import os
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import pathlib
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import numpy as np
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import datetime
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# Find path of script being run
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dir_path = pathlib.Path(__file__).parent.absolute()
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# Define run files and which parameters to change
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master_name = 'Qy_scan_neon_ibs_50_150_300_600_Hz_ripple_adaptive_sc_WITH_TRANSFER_FUNCTION_477k_turns_as_03_07_2025_MD_130k_turns'
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num_turns = 130_000 # corresponds to 3s for SPS ions at flat bottom
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Qx = 26.31
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Qy_range = np.arange(26.10, 26.28, 0.01)
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run_files = ['sps_neon_run_{}_tbt_qx_26dot31.py'.format(i+1) for i in range(len(Qy_range))]
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# Define script and folder names
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script_names = run_files.copy()
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folder_names = ['sps_Qx_{:.2f}_Qy_{:.2f}'.format(Qx, Qy_range[i]) for i in range(len(Qy_range))]
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string_array = ['Qy = {:.2f}, Qx = {:.2f} space charge'.format(Qy_range[i], Qx) for i in range(len(Qy_range))]
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# Generate the scripts to be submitted
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for i, run_file in enumerate(run_files):
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# Write run file for given tune
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print('Generating launch script {}\n'.format(run_file))
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run_file = open(run_file, 'w')
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run_file.truncate(0) # remove existing content, if any
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run_file.write(
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'''import fma_ions
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import numpy as np
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output_dir = './'
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n_turns = {}
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num_part = 20_000
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# Transfer function factors
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a_50 = 1.0 #1.7170
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a_150 = 0.5098
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a_300 = 0.2360
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a_600 = 0.1095
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# Desired ripple frequencies and amplitudes
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ripple_freqs = np.array([50.0, 150.0, 300.0, 600.0])
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kqf_amplitudes = np.array([1.0141062492337905e-06*a_50, 1.9665396648867768e-07*a_150, 3.1027971430227987e-07*a_300, 4.5102937494506313e-07*a_600])
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kqd_amplitudes = np.array([1.0344583265981035e-06*a_50, 4.5225494700433166e-07*a_150, 5.492718035100028e-07*a_300, 4.243698659233664e-07*a_600])
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kqf_phases = np.array([0.7646995873548973, 2.3435670020522825, -1.1888958255027886, 2.849205512655574])
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kqd_phases = np.array([0.6225130389353318, -1.044380492147742, -1.125401419249802, -0.30971750008702853])
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# Tracking on GPU context
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sps = fma_ions.SPS_Flat_Bottom_Tracker(qx0={:.3f}, qy0={:.3f}, num_turns=n_turns, num_part=num_part)
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tbt = sps.track_SPS(ion_type='Ne', which_context='gpu', distribution_type='qgaussian', install_SC_on_line=True, add_beta_beat=True,
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add_non_linear_magnet_errors=True, apply_kinetic_IBS_kicks=True, ibs_step = 2000,
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add_tune_ripple=True, ripple_freqs = ripple_freqs, kqf_amplitudes = kqf_amplitudes,
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kqd_amplitudes = kqd_amplitudes, kqf_phases=kqf_phases, kqd_phases=kqd_phases,
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SC_adaptive_interval_during_tracking=20)
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tbt.to_json(output_dir)
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'''.format(num_turns, Qx, Qy_range[i])
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)
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run_file.close()
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# Instantiate the submitter class and launch the jobs
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sub = fma_ions.Submitter()
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master_job_name = '{:%Y_%m_%d__%H_%M_%S}_{}'.format(datetime.datetime.now(), master_name)
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# Launch the Python scripts in this folder
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for i, script in enumerate(script_names):
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file_name = os.path.join(dir_path, script)
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print(f"Submitting {file_name}")
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sub.submit_GPU(file_name, master_job_name=master_job_name, job_name=folder_names[i])
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sub.copy_master_plot_script(folder_names, string_array)
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sub.copy_plot_script_emittances_for_scan(master_name, folder_names, scan_array_for_x_axis=Qy_range,
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label_for_x_axis='Injected Pb ions per bunch',
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extra_text_string='$Q_{x}$ = 26.31 - q-Gaussian beam\\nAdaptive SC, ~10% $\\beta$-beat + non-linear magnet errors')

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