/
run_fast_regimes.py
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/
run_fast_regimes.py
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import os
import numpy as np
# Variables to run jobs
json_spec_dir="/scratch/users/tabakg/qsd_output/json_spec/"
output_dir="/scratch/users/tabakg/qsd_output/fast_out/"
dev_dir="/scratch/users/tabakg/qsd_dev"
fast_sim_dir="/scratch/users/tabakg/qsd_dev/fast_euler"
# Variables for each job
memory = 16000
# Create subdirectories for job, error, and output files
job_dir = os.path.join(json_spec_dir, ".job")
out_dir = os.path.join(json_spec_dir, ".out")
for new_dir in [output_dir,job_dir,out_dir]:
if not os.path.exists(new_dir):
os.mkdir(new_dir)
OVERWRITE=False
REGIME = 'kerr_bistableA21.75'
delta_ts = [1e-7, 3e-7, 1e-6, 3e-6, 1e-5]
# delta_ts = [1e-5]
num_systems_arr=[2]
NUM_SEEDS=1
ntraj=4
Nfock_a=30
Nfock_j=2
duration=25.0
downsample_dict = {1e-5:100, 3e-6:300, 1e-6:1000, 3e-7:3000, 1e-7:10000}
partition = 'normal'
partition_dict = {1e-7: True, 3e-7: True, 1e-6: False, 3e-6: False, 1e-5: False}
noise_amp=1.0
trans_phase=1.0
lambds=[0.0, 0.9, 0.97, 0.999]
SEEDs=range(1, NUM_SEEDS + 1)
Rs=[0.0,0.3,0.6,0.8,1.0]
min_EPSs = [0. if r ==0. else (1-np.sqrt(1-r**2))/r for r in Rs]
EPSs = {R: [E] for R, E in zip(Rs, min_EPSs)}
DRIVES=False, ##Driving second system?
sdeint_method_name = 'itoImplicitEuler'
for lambd in lambds:
for num_systems in num_systems_arr:
for delta_t in delta_ts:
for seed in SEEDs:
for R in Rs:
for EPS in EPSs[R]:
for drive_second_system in DRIVES:
downsample=downsample_dict[delta_t]
long_run = partition_dict[delta_t]
param_str = ("%s_"*15)[:-1] %(seed,
ntraj,
delta_t,
Nfock_a,
Nfock_j,
duration,
downsample,
sdeint_method_name,
num_systems,
R,
EPS,
noise_amp,
lambd,
trans_phase,
drive_second_system)
json_spec_name = "json_spec_" + param_str + ".json"
json_spec_loc = os.path.join(json_spec_dir, json_spec_name)
json_spec_exists = os.path.isfile(json_spec_loc)
psis_name = "psis_" + param_str + ".json"
expects_name = "expects_" + param_str + ".json"
psis_loc = os.path.join(output_dir, psis_name)
expects_loc = os.path.join(output_dir, expects_name)
print("OVERWRITE is %s and file %s existence is %s" %(OVERWRITE, json_spec_name, json_spec_exists))
print("If overwriting or file does not exist, going to process new seed.")
if OVERWRITE or not json_spec_exists:
print ("Processing seed %s" %(seed))
## Write job to file
filey_loc = os.path.join(job_dir, "%s.job" %(seed))
filey = open(filey_loc, "w")
filey.writelines("#!/bin/bash\n")
filey.writelines("#SBATCH --job-name=QSD\n")
filey.writelines("#SBATCH --output=%s/qsd_%s.out\n" %(out_dir,seed))
filey.writelines("#SBATCH --error=%s/qsd_%s.err\n" %(out_dir,seed))
if long_run:
filey.writelines("#SBATCH --time=7-00:00\n")
else:
filey.writelines("#SBATCH --time=2-00:00\n")
filey.writelines("#SBATCH --mem=%s\n" %(memory))
script_name = os.path.join(dev_dir, "generate_num_model.py")
fast_sim_name = os.path.join(fast_sim_dir, "fast_sim")
## Python script
to_file = ("python %s --output_dir '%s' --Nfock_a %s --ntraj %s "
"--seed %s --regime '%s' --num_systems %s "
"--delta_t %s --duration %s --downsample %s --sdeint_method_name '%s' "
"--R %s --eps %s --noise_amp %s --lambda %s"
%(script_name, json_spec_dir, Nfock_a, ntraj,
seed, REGIME, num_systems,
delta_t, duration, downsample, sdeint_method_name,
R, EPS, noise_amp, lambd))
if drive_second_system:
to_file = to_file + " --drive_second_system %s" % drive_second_system
to_file += "\n"
filey.writelines(to_file)
## C++ code
filey.writelines("%s %s %s %s" %(fast_sim_name, json_spec_loc, psis_loc, expects_loc))
filey.close()
## run batch script
if long_run:
os.system("sbatch -n 4 -p %s --qos=long %s" %(partition, filey_loc))
else:
os.system("sbatch -n 4 -p %s %s" %(partition, filey_loc))