%matplotlib inline 
import json
import numpy as np
import operator
import os
import pandas
import pylab as plt
import random
from ase.data import reference_states, atomic_numbers
from sklearn.neighbors import KernelDensity
from pyiron_atomistics import Project

import matplotlib as mpl
mpl.rc('font', family='Times New Roman')
plt.rcParams["mathtext.fontset"] = "stix"

from pyiron_atomistics.thermodynamics.interfacemethod import freeze_one_half, remove_selective_dynamics, set_server, create_job_template, fix_iso, fix_z_dir, half_velocity, minimize_pos, minimize_vol, next_calc, npt_solid, npt_liquid, next_step_funct, round_temperature_next, strain_circle, analyse_minimized_structure, get_press, get_center_point, get_strain_lst, get_nve_job_name, plot_solid_liquid_ratio, ratio_selection, plot_equilibration, plot_melting_point_prediction, calc_temp_iteration, get_initial_melting_temperature_guess, validate_convergence, initialise_iterators, get_voronoi_volume, check_for_holes

pr = Project('melting')

input_file = os.path.join(pr.path, 'input.json')
output_file = os.path.join(pr.path, 'output.json')

# Parameters
input_file = "input.json"
output_file = "output.json"

pr.job_table()
id status chemicalformula job subjob projectpath project timestart timestop totalcputime computer hamilton hamversion parentid masterid
0 13 finished Fe4394 minimize_pos /minimize_pos /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:34.035105 2023-06-28 08:06:34.642708 0.0 pyiron@ljubi#12 Lammps 0.1 NaN None
1 14 finished Fe4394 minimize_vol /minimize_vol /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:34.860385 2023-06-28 08:06:35.503110 0.0 pyiron@ljubi#12 Lammps 0.1 NaN None
2 15 finished Fe4394 temp_heating_1000 /temp_heating_1000 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:36.991414 2023-06-28 08:06:38.981222 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
3 16 finished Fe4394 temp_heating_2000 /temp_heating_2000 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:40.014791 2023-06-28 08:06:41.996398 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
4 17 finished Fe4394 temp_heating_1500_0 /temp_heating_1500_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:43.021265 2023-06-28 08:06:45.078227 2.0 pyiron@ljubi#12 Lammps 0.1 NaN None
5 18 finished Fe4394 temp_heating_1750_0 /temp_heating_1750_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:46.112623 2023-06-28 08:06:48.069509 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
6 19 finished Fe4394 temp_heating_1625_0 /temp_heating_1625_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:49.070773 2023-06-28 08:06:51.689618 2.0 pyiron@ljubi#12 Lammps 0.1 NaN None
7 20 finished Fe4394 temp_heating_1687_5 /temp_heating_1687_5 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:52.706454 2023-06-28 08:06:54.354728 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
8 21 finished Fe4394 temp_heating_1718_75 /temp_heating_1718_75 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:55.346286 2023-06-28 08:06:57.026526 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
9 22 finished Fe4394 temp_heating_1703_125 /temp_heating_1703_125 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:58.037308 2023-06-28 08:06:59.772702 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
10 23 finished Fe4394 temp_heating_1710_9375 /temp_heating_1710_9375 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:07:00.772416 2023-06-28 08:07:02.410603 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
11 24 finished Fe8788 ham_npt_solid_1711 /ham_npt_solid_1711 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:07:02.848310 2023-06-28 08:09:09.527992 126.0 pyiron@ljubi#12 Lammps 0.1 NaN None
12 25 finished Fe8788 ham_npt_liquid_high_2711 /ham_npt_liquid_high_2711 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:09:09.808106 2023-06-28 08:11:10.547417 120.0 pyiron@ljubi#12 Lammps 0.1 NaN None
13 26 finished Fe8788 ham_npt_liquid_low_1711 /ham_npt_liquid_low_1711 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:11:10.825659 2023-06-28 08:13:15.999170 125.0 pyiron@ljubi#12 Lammps 0.1 NaN None
14 27 finished Fe8788 ham_nvt_0_95_1711_0 /ham_nvt_0_95_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:13:16.279980 2023-06-28 08:13:42.681254 26.0 pyiron@ljubi#12 Lammps 0.1 NaN None
15 28 finished Fe8788 ham_nvt_0_955_1711_0 /ham_nvt_0_955_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:13:42.887747 2023-06-28 08:14:09.175925 26.0 pyiron@ljubi#12 Lammps 0.1 NaN None
16 29 finished Fe8788 ham_nvt_0_96_1711_0 /ham_nvt_0_96_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:14:09.385022 2023-06-28 08:14:34.380578 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
17 30 finished Fe8788 ham_nvt_0_965_1711_0 /ham_nvt_0_965_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:14:34.599087 2023-06-28 08:15:06.914191 32.0 pyiron@ljubi#12 Lammps 0.1 NaN None
18 31 finished Fe8788 ham_nvt_0_97_1711_0 /ham_nvt_0_97_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:15:07.126417 2023-06-28 08:15:32.366415 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
19 32 finished Fe8788 ham_nvt_0_975_1711_0 /ham_nvt_0_975_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:15:32.563663 2023-06-28 08:15:57.692844 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
20 33 finished Fe8788 ham_nvt_0_98_1711_0 /ham_nvt_0_98_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:15:57.894091 2023-06-28 08:16:23.077959 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
21 34 finished Fe8788 ham_nvt_0_985_1711_0 /ham_nvt_0_985_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:16:23.291206 2023-06-28 08:16:48.428060 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
22 35 finished Fe8788 ham_nvt_0_99_1711_0 /ham_nvt_0_99_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:16:48.640048 2023-06-28 08:17:13.522797 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
23 36 finished Fe8788 ham_nvt_0_995_1711_0 /ham_nvt_0_995_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:17:13.730891 2023-06-28 08:17:38.734818 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
24 37 finished Fe8788 ham_nvt_1_0_1711_0 /ham_nvt_1_0_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:17:38.933913 2023-06-28 08:18:04.196862 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
25 38 finished Fe8788 ham_nvt_1_005_1711_0 /ham_nvt_1_005_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:18:04.393232 2023-06-28 08:18:30.370478 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
26 39 finished Fe8788 ham_nvt_1_01_1711_0 /ham_nvt_1_01_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:18:30.565682 2023-06-28 08:18:55.619961 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
27 40 finished Fe8788 ham_nvt_1_015_1711_0 /ham_nvt_1_015_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:18:55.830401 2023-06-28 08:19:20.577993 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
28 41 finished Fe8788 ham_nvt_1_02_1711_0 /ham_nvt_1_02_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:19:20.777607 2023-06-28 08:19:45.718787 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
29 42 finished Fe8788 ham_nvt_1_025_1711_0 /ham_nvt_1_025_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:19:45.925446 2023-06-28 08:20:10.728904 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
30 43 finished Fe8788 ham_nvt_1_03_1711_0 /ham_nvt_1_03_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:20:10.939244 2023-06-28 08:20:35.040981 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
31 44 finished Fe8788 ham_nvt_1_035_1711_0 /ham_nvt_1_035_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:20:35.243355 2023-06-28 08:20:59.824758 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
32 45 finished Fe8788 ham_nvt_1_04_1711_0 /ham_nvt_1_04_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:21:00.039033 2023-06-28 08:21:24.029624 23.0 pyiron@ljubi#12 Lammps 0.1 NaN None
33 46 finished Fe8788 ham_nvt_1_045_1711_0 /ham_nvt_1_045_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:21:24.241967 2023-06-28 08:21:48.397549 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
34 47 finished Fe8788 ham_nvt_1_05_1711_0 /ham_nvt_1_05_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:21:48.598147 2023-06-28 08:22:13.363861 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
35 48 finished Fe8788 ham_nve_0_95_1711_0 /ham_nve_0_95_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:22:13.929108 2023-06-28 08:23:16.849488 62.0 pyiron@ljubi#12 Lammps 0.1 27.0 None
36 49 finished Fe8788 ham_nve_0_955_1711_0 /ham_nve_0_955_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:23:17.429818 2023-06-28 08:24:18.951146 61.0 pyiron@ljubi#12 Lammps 0.1 28.0 None
37 50 finished Fe8788 ham_nve_0_96_1711_0 /ham_nve_0_96_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:24:19.502581 2023-06-28 08:25:20.805666 61.0 pyiron@ljubi#12 Lammps 0.1 29.0 None
38 51 aborted Fe8788 ham_nve_0_965_1711_0 /ham_nve_0_965_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:25:21.386079 NaT NaN pyiron@ljubi#12 Lammps 0.1 30.0 None 
if os.path.exists(input_file) and os.stat(input_file).st_size != 0:
    with open(input_file, 'r') as f:
        input_dict = json.load(f)
else:
    input_dict = {
        "config": [
            "pair_style morse 9.97749\n",
            "pair_coeff * * 0.4174 1.3885 2.845\n"
        ],
        "species": ["Al"],
        "element": "Al"
    }

input_dict

{'config': ['pair_style eam/alloy \n', 'pair_coeff * * Fe-C-Bec07.eam Fe C\n'],
 'filename': './examples/bccFe/Fe-C-Bec07.eam',
 'species': ['Fe', 'C'],
 'element': 'Fe',
 'cpu_cores': 12}

pot_dict = input_dict.copy()

if 'model' not in pot_dict.keys():
    pot_dict['model'] = 'Lammps'
if 'name' not in pot_dict.keys():
    pot_dict['name'] = 'CustomPotential'
if 'filename' not in pot_dict.keys():
    pot_path = []
else:
    pot_path = [os.path.abspath(pot_dict['filename'])]
potential = pandas.DataFrame({'Config': [pot_dict['config']],
                             'Filename': [pot_path],
                             'Model': [pot_dict['model']],
                             'Name': [pot_dict['name']],
                             'Species': [pot_dict['species']]
                             })

project_parameter = {
    'project': pr,
    'run_time_steps': 50000,
    'nvt_run_time_steps': 10000,
    'nve_run_time_steps': 10000,
    'temperature_left': 0,
    'temperature_right': 1000,
    'strain_run_time_steps': 1000,
    'convergence_criterion': 1,
    'potential': potential,
    'cpu_cores': 1, 
    'job_type': pr.job_type.Lammps,
    'enable_h5md': False,
    'points': 21,
    'boundary_value': 0.25,
    'ratio_boundary': 0.25,
    'timestep_lst': [2, 2, 1],
    'fit_range_lst': [0.05, 0.01, 0.01],
    'nve_run_time_steps_lst': [25000, 20000, 50000],
    'number_of_atoms': 8000, 
}

for k in input_dict.keys():
    project_parameter[k] = input_dict[k]

if 'crystalstructure' not in project_parameter.keys():
    project_parameter['crystalstructure'] = reference_states[atomic_numbers[project_parameter['element']]]['symmetry']

if 'seed' not in project_parameter.keys():
    project_parameter['seed'] = random.randint(0,99999)
project_parameter['seed']

11192

# Values from a previous calculation can be inserted here to reproduce the results 
step_dict = {}
if os.path.exists(output_file):
    with open(output_file, 'r') as f:
        step_dict_str = json.load(f)
    for k,v in step_dict_str.items():
        step_dict[int(k)] = v
step_dict

{}

From here on the notebook is automated - no change required !#

step_count = 0
temperature_next = None
enable_iteration = True
convergence_goal_achieved = False

pr = project_parameter['project']

if 'lattice_constant' in project_parameter.keys():
    a = project_parameter['lattice_constant']
else:
    a = None
if project_parameter['crystalstructure'] == 'hcp':
    basis = pr.create_ase_bulk(name=project_parameter['element'], crystalstructure=project_parameter['crystalstructure'].lower(), a=a, orthorhombic=True)
else:
    basis = pr.create_ase_bulk(name=project_parameter['element'], crystalstructure=project_parameter['crystalstructure'].lower(), a=a, cubic=True)
basis_lst = [basis.repeat([i, i, i]) for i in range(5,30)]
basis = basis_lst[np.argmin([np.abs(len(b)-project_parameter['number_of_atoms']/2) for b in basis_lst])]

/tmp/ipykernel_39987/1146714203.py:8: DeprecationWarning: pyiron_atomistics.project.create_ase_bulk is deprecated: Use create.structure.bulk instead.
  basis = pr.create_ase_bulk(name=project_parameter['element'], crystalstructure=project_parameter['crystalstructure'].lower(), a=a, cubic=True)

basis.analyse_ovito_cna_adaptive()

/tmp/ipykernel_39987/1156557528.py:1: DeprecationWarning: pyiron_atomistics.atomistics.structure.atoms.analyse_ovito_cna_adaptive is deprecated: Use Atoms.analyse.pyscal_cna_adaptive() with ovito_compatibility=True instead.
  basis.analyse_ovito_cna_adaptive()

{'CommonNeighborAnalysis.counts.OTHER': 0,
 'CommonNeighborAnalysis.counts.FCC': 0,
 'CommonNeighborAnalysis.counts.HCP': 0,
 'CommonNeighborAnalysis.counts.BCC': 4394,
 'CommonNeighborAnalysis.counts.ICO': 0}

basis.plot3d()

# pr.remove_jobs(recursive=True)

timestep_iter, fit_range_iter, nve_run_time_steps_iter = initialise_iterators(project_parameter)
timestep = next(timestep_iter)
fit_range = next(fit_range_iter)
nve_run_time_steps = next(nve_run_time_steps_iter)

pr.job_table()
id status chemicalformula job subjob projectpath project timestart timestop totalcputime computer hamilton hamversion parentid masterid
0 13 finished Fe4394 minimize_pos /minimize_pos /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:34.035105 2023-06-28 08:06:34.642708 0.0 pyiron@ljubi#12 Lammps 0.1 NaN None
1 14 finished Fe4394 minimize_vol /minimize_vol /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:34.860385 2023-06-28 08:06:35.503110 0.0 pyiron@ljubi#12 Lammps 0.1 NaN None
2 15 finished Fe4394 temp_heating_1000 /temp_heating_1000 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:36.991414 2023-06-28 08:06:38.981222 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
3 16 finished Fe4394 temp_heating_2000 /temp_heating_2000 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:40.014791 2023-06-28 08:06:41.996398 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
4 17 finished Fe4394 temp_heating_1500_0 /temp_heating_1500_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:43.021265 2023-06-28 08:06:45.078227 2.0 pyiron@ljubi#12 Lammps 0.1 NaN None
5 18 finished Fe4394 temp_heating_1750_0 /temp_heating_1750_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:46.112623 2023-06-28 08:06:48.069509 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
6 19 finished Fe4394 temp_heating_1625_0 /temp_heating_1625_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:49.070773 2023-06-28 08:06:51.689618 2.0 pyiron@ljubi#12 Lammps 0.1 NaN None
7 20 finished Fe4394 temp_heating_1687_5 /temp_heating_1687_5 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:52.706454 2023-06-28 08:06:54.354728 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
8 21 finished Fe4394 temp_heating_1718_75 /temp_heating_1718_75 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:55.346286 2023-06-28 08:06:57.026526 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
9 22 finished Fe4394 temp_heating_1703_125 /temp_heating_1703_125 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:58.037308 2023-06-28 08:06:59.772702 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
10 23 finished Fe4394 temp_heating_1710_9375 /temp_heating_1710_9375 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:07:00.772416 2023-06-28 08:07:02.410603 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
11 24 finished Fe8788 ham_npt_solid_1711 /ham_npt_solid_1711 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:07:02.848310 2023-06-28 08:09:09.527992 126.0 pyiron@ljubi#12 Lammps 0.1 NaN None
12 25 finished Fe8788 ham_npt_liquid_high_2711 /ham_npt_liquid_high_2711 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:09:09.808106 2023-06-28 08:11:10.547417 120.0 pyiron@ljubi#12 Lammps 0.1 NaN None
13 26 finished Fe8788 ham_npt_liquid_low_1711 /ham_npt_liquid_low_1711 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:11:10.825659 2023-06-28 08:13:15.999170 125.0 pyiron@ljubi#12 Lammps 0.1 NaN None
14 27 finished Fe8788 ham_nvt_0_95_1711_0 /ham_nvt_0_95_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:13:16.279980 2023-06-28 08:13:42.681254 26.0 pyiron@ljubi#12 Lammps 0.1 NaN None
15 28 finished Fe8788 ham_nvt_0_955_1711_0 /ham_nvt_0_955_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:13:42.887747 2023-06-28 08:14:09.175925 26.0 pyiron@ljubi#12 Lammps 0.1 NaN None
16 29 finished Fe8788 ham_nvt_0_96_1711_0 /ham_nvt_0_96_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:14:09.385022 2023-06-28 08:14:34.380578 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
17 30 finished Fe8788 ham_nvt_0_965_1711_0 /ham_nvt_0_965_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:14:34.599087 2023-06-28 08:15:06.914191 32.0 pyiron@ljubi#12 Lammps 0.1 NaN None
18 31 finished Fe8788 ham_nvt_0_97_1711_0 /ham_nvt_0_97_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:15:07.126417 2023-06-28 08:15:32.366415 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
19 32 finished Fe8788 ham_nvt_0_975_1711_0 /ham_nvt_0_975_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:15:32.563663 2023-06-28 08:15:57.692844 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
20 33 finished Fe8788 ham_nvt_0_98_1711_0 /ham_nvt_0_98_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:15:57.894091 2023-06-28 08:16:23.077959 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
21 34 finished Fe8788 ham_nvt_0_985_1711_0 /ham_nvt_0_985_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:16:23.291206 2023-06-28 08:16:48.428060 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
22 35 finished Fe8788 ham_nvt_0_99_1711_0 /ham_nvt_0_99_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:16:48.640048 2023-06-28 08:17:13.522797 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
23 36 finished Fe8788 ham_nvt_0_995_1711_0 /ham_nvt_0_995_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:17:13.730891 2023-06-28 08:17:38.734818 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
24 37 finished Fe8788 ham_nvt_1_0_1711_0 /ham_nvt_1_0_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:17:38.933913 2023-06-28 08:18:04.196862 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
25 38 finished Fe8788 ham_nvt_1_005_1711_0 /ham_nvt_1_005_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:18:04.393232 2023-06-28 08:18:30.370478 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
26 39 finished Fe8788 ham_nvt_1_01_1711_0 /ham_nvt_1_01_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:18:30.565682 2023-06-28 08:18:55.619961 25.0 pyiron@ljubi#12 Lammps 0.1 NaN None
27 40 finished Fe8788 ham_nvt_1_015_1711_0 /ham_nvt_1_015_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:18:55.830401 2023-06-28 08:19:20.577993 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
28 41 finished Fe8788 ham_nvt_1_02_1711_0 /ham_nvt_1_02_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:19:20.777607 2023-06-28 08:19:45.718787 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
29 42 finished Fe8788 ham_nvt_1_025_1711_0 /ham_nvt_1_025_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:19:45.925446 2023-06-28 08:20:10.728904 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
30 43 finished Fe8788 ham_nvt_1_03_1711_0 /ham_nvt_1_03_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:20:10.939244 2023-06-28 08:20:35.040981 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
31 44 finished Fe8788 ham_nvt_1_035_1711_0 /ham_nvt_1_035_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:20:35.243355 2023-06-28 08:20:59.824758 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
32 45 finished Fe8788 ham_nvt_1_04_1711_0 /ham_nvt_1_04_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:21:00.039033 2023-06-28 08:21:24.029624 23.0 pyiron@ljubi#12 Lammps 0.1 NaN None
33 46 finished Fe8788 ham_nvt_1_045_1711_0 /ham_nvt_1_045_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:21:24.241967 2023-06-28 08:21:48.397549 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
34 47 finished Fe8788 ham_nvt_1_05_1711_0 /ham_nvt_1_05_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:21:48.598147 2023-06-28 08:22:13.363861 24.0 pyiron@ljubi#12 Lammps 0.1 NaN None
35 48 finished Fe8788 ham_nve_0_95_1711_0 /ham_nve_0_95_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:22:13.929108 2023-06-28 08:23:16.849488 62.0 pyiron@ljubi#12 Lammps 0.1 27.0 None
36 49 finished Fe8788 ham_nve_0_955_1711_0 /ham_nve_0_955_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:23:17.429818 2023-06-28 08:24:18.951146 61.0 pyiron@ljubi#12 Lammps 0.1 28.0 None
37 50 finished Fe8788 ham_nve_0_96_1711_0 /ham_nve_0_96_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:24:19.502581 2023-06-28 08:25:20.805666 61.0 pyiron@ljubi#12 Lammps 0.1 29.0 None
38 51 aborted Fe8788 ham_nve_0_965_1711_0 /ham_nve_0_965_1711_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:25:21.386079 NaT NaN pyiron@ljubi#12 Lammps 0.1 30.0 None

Step 1: set up the solid sample and roughly estimate a melting point#

ham_minimize_pos= minimize_pos(
    structure=basis, 
    project_parameter=project_parameter
)

2023-06-28 08:26:37,446 - pyiron_log - WARNING - No HDF5 file found - remove database entry and create new job! minimize_pos

/scratch/janssen/pyiron_meltingpoint/.snakemake/conda/7bca5c81ea0c3c056fdd959f0c42fe56_/lib/python3.10/site-packages/pyiron_atomistics/lammps/interactive.py:360: UserWarning: e_tol is deprecated as of vers. 0.3.0. It is not guaranteed to be in service in vers. 0.4.0. Use ionic_energy_tolerance instead.
  warnings.warn(
/scratch/janssen/pyiron_meltingpoint/.snakemake/conda/7bca5c81ea0c3c056fdd959f0c42fe56_/lib/python3.10/site-packages/pyiron_atomistics/lammps/interactive.py:366: UserWarning: f_tol is deprecated as of vers. 0.3.0. It is not guaranteed to be in service in vers. 0.4.0. Use ionic_force_tolerance instead.
  warnings.warn(

The job minimize_pos was saved and received the ID: 52

ham_minimize_vol = minimize_vol(
    structure=ham_minimize_pos.get_structure(), 
    project_parameter=project_parameter
)

2023-06-28 08:26:38,214 - pyiron_log - WARNING - No HDF5 file found - remove database entry and create new job! minimize_vol

/scratch/janssen/pyiron_meltingpoint/.snakemake/conda/7bca5c81ea0c3c056fdd959f0c42fe56_/lib/python3.10/site-packages/pyiron_atomistics/lammps/interactive.py:360: UserWarning: e_tol is deprecated as of vers. 0.3.0. It is not guaranteed to be in service in vers. 0.4.0. Use ionic_energy_tolerance instead.
  warnings.warn(
/scratch/janssen/pyiron_meltingpoint/.snakemake/conda/7bca5c81ea0c3c056fdd959f0c42fe56_/lib/python3.10/site-packages/pyiron_atomistics/lammps/interactive.py:366: UserWarning: f_tol is deprecated as of vers. 0.3.0. It is not guaranteed to be in service in vers. 0.4.0. Use ionic_force_tolerance instead.
  warnings.warn(

The job minimize_vol was saved and received the ID: 53

temperature_next, structure_left = get_initial_melting_temperature_guess(
    project_parameter=project_parameter, 
    ham_minimize_vol=ham_minimize_vol, 
    temperature_next=temperature_next
)

2023-06-28 08:26:40,215 - pyiron_log - WARNING - No HDF5 file found - remove database entry and create new job! temp_heating_1000

The job temp_heating_1000 was saved and received the ID: 54

2023-06-28 08:26:42,826 - pyiron_log - WARNING - No HDF5 file found - remove database entry and create new job! temp_heating_2000

The job temp_heating_2000 was saved and received the ID: 55

2023-06-28 08:26:46,560 - pyiron_log - WARNING - No HDF5 file found - remove database entry and create new job! temp_heating_1500_0

The job temp_heating_1500_0 was saved and received the ID: 56

2023-06-28 08:27:05,407 - pyiron_log - WARNING - No HDF5 file found - remove database entry and create new job! temp_heating_1750_0

The job temp_heating_1750_0 was saved and received the ID: 57

The job temp_heating_1875_0 was saved and received the ID: 58

The job temp_heating_1812_5 was saved and received the ID: 59

The job temp_heating_1781_25 was saved and received the ID: 60

The job temp_heating_1765_625 was saved and received the ID: 61

The job temp_heating_1757_8125 was saved and received the ID: 62

temperature_next   # +/- 100K 

1758

if step_count in step_dict.keys():
    temperature_next = step_dict[step_count]['temperature_next']
else: 
    step_dict[step_count]= {'temperature_next': temperature_next}

step_dict

{0: {'temperature_next': 1758}}

Step 2: set up the interface structure#

temperature_next, temperature_mean, temperature_left, temperature_right, strain_result_lst, pressure_result_lst = calc_temp_iteration(
        basis=ham_minimize_vol.get_structure().repeat([1,1,2]), 
        temperature_next=temperature_next, 
        project_parameter=project_parameter,
        timestep = timestep,
        nve_run_time_steps=nve_run_time_steps, 
        fit_range=fit_range,  
        center=None,
        debug_plot=True)

The job ham_npt_solid_1758 was saved and received the ID: 63

The job ham_npt_liquid_high_2758 was saved and received the ID: 64

The job ham_npt_liquid_low_1758 was saved and received the ID: 65

2023-06-28 08:37:45,576 - pyiron_log - WARNING - Job 'ham_nve_0_95_1758_0' does not exist and cannot be loaded

The job ham_nvt_0_95_1758_0 was saved and received the ID: 66

2023-06-28 08:38:12,525 - pyiron_log - WARNING - Job 'ham_nve_0_955_1758_0' does not exist and cannot be loaded

The job ham_nvt_0_955_1758_0 was saved and received the ID: 67

2023-06-28 08:38:38,845 - pyiron_log - WARNING - Job 'ham_nve_0_96_1758_0' does not exist and cannot be loaded

The job ham_nvt_0_96_1758_0 was saved and received the ID: 68

2023-06-28 08:39:05,041 - pyiron_log - WARNING - Job 'ham_nve_0_965_1758_0' does not exist and cannot be loaded

The job ham_nvt_0_965_1758_0 was saved and received the ID: 69

2023-06-28 08:39:31,364 - pyiron_log - WARNING - Job 'ham_nve_0_97_1758_0' does not exist and cannot be loaded

The job ham_nvt_0_97_1758_0 was saved and received the ID: 70

2023-06-28 08:39:56,125 - pyiron_log - WARNING - Job 'ham_nve_0_975_1758_0' does not exist and cannot be loaded

The job ham_nvt_0_975_1758_0 was saved and received the ID: 71

2023-06-28 08:40:21,834 - pyiron_log - WARNING - Job 'ham_nve_0_98_1758_0' does not exist and cannot be loaded

The job ham_nvt_0_98_1758_0 was saved and received the ID: 72

2023-06-28 08:40:46,936 - pyiron_log - WARNING - Job 'ham_nve_0_985_1758_0' does not exist and cannot be loaded

The job ham_nvt_0_985_1758_0 was saved and received the ID: 73

2023-06-28 08:41:11,727 - pyiron_log - WARNING - Job 'ham_nve_0_99_1758_0' does not exist and cannot be loaded

The job ham_nvt_0_99_1758_0 was saved and received the ID: 74

2023-06-28 08:41:36,879 - pyiron_log - WARNING - Job 'ham_nve_0_995_1758_0' does not exist and cannot be loaded

The job ham_nvt_0_995_1758_0 was saved and received the ID: 75

2023-06-28 08:42:01,184 - pyiron_log - WARNING - Job 'ham_nve_1_0_1758_0' does not exist and cannot be loaded

The job ham_nvt_1_0_1758_0 was saved and received the ID: 76

2023-06-28 08:42:25,919 - pyiron_log - WARNING - Job 'ham_nve_1_005_1758_0' does not exist and cannot be loaded

The job ham_nvt_1_005_1758_0 was saved and received the ID: 77

2023-06-28 08:42:50,993 - pyiron_log - WARNING - Job 'ham_nve_1_01_1758_0' does not exist and cannot be loaded

The job ham_nvt_1_01_1758_0 was saved and received the ID: 78

2023-06-28 08:43:15,889 - pyiron_log - WARNING - Job 'ham_nve_1_015_1758_0' does not exist and cannot be loaded

The job ham_nvt_1_015_1758_0 was saved and received the ID: 79

2023-06-28 08:43:40,712 - pyiron_log - WARNING - Job 'ham_nve_1_02_1758_0' does not exist and cannot be loaded

The job ham_nvt_1_02_1758_0 was saved and received the ID: 80

2023-06-28 08:44:05,683 - pyiron_log - WARNING - Job 'ham_nve_1_025_1758_0' does not exist and cannot be loaded

The job ham_nvt_1_025_1758_0 was saved and received the ID: 81

2023-06-28 08:44:30,113 - pyiron_log - WARNING - Job 'ham_nve_1_03_1758_0' does not exist and cannot be loaded

The job ham_nvt_1_03_1758_0 was saved and received the ID: 82

2023-06-28 08:44:55,872 - pyiron_log - WARNING - Job 'ham_nve_1_035_1758_0' does not exist and cannot be loaded

The job ham_nvt_1_035_1758_0 was saved and received the ID: 83

2023-06-28 08:45:26,955 - pyiron_log - WARNING - Job 'ham_nve_1_04_1758_0' does not exist and cannot be loaded

The job ham_nvt_1_04_1758_0 was saved and received the ID: 84

2023-06-28 08:45:51,986 - pyiron_log - WARNING - Job 'ham_nve_1_045_1758_0' does not exist and cannot be loaded

The job ham_nvt_1_045_1758_0 was saved and received the ID: 85

2023-06-28 08:46:18,048 - pyiron_log - WARNING - Job 'ham_nve_1_05_1758_0' does not exist and cannot be loaded

The job ham_nvt_1_05_1758_0 was saved and received the ID: 86

The job ham_nve_0_95_1758_0 was saved and received the ID: 87

The job ham_nve_0_955_1758_0 was saved and received the ID: 88

The job ham_nve_0_96_1758_0 was saved and received the ID: 89

The job ham_nve_0_965_1758_0 was saved and received the ID: 90

The job ham_nve_0_97_1758_0 was saved and received the ID: 91

The job ham_nve_0_975_1758_0 was saved and received the ID: 92

The job ham_nve_0_98_1758_0 was saved and received the ID: 93

The job ham_nve_0_985_1758_0 was saved and received the ID: 94

The job ham_nve_0_99_1758_0 was saved and received the ID: 95

The job ham_nve_0_995_1758_0 was saved and received the ID: 96

The job ham_nve_1_0_1758_0 was saved and received the ID: 97

The job ham_nve_1_005_1758_0 was saved and received the ID: 98

The job ham_nve_1_01_1758_0 was saved and received the ID: 99

The job ham_nve_1_015_1758_0 was saved and received the ID: 100

The job ham_nve_1_02_1758_0 was saved and received the ID: 101

The job ham_nve_1_025_1758_0 was saved and received the ID: 102

The job ham_nve_1_03_1758_0 was saved and received the ID: 103

The job ham_nve_1_035_1758_0 was saved and received the ID: 104

The job ham_nve_1_04_1758_0 was saved and received the ID: 105

The job ham_nve_1_045_1758_0 was saved and received the ID: 106

The job ham_nve_1_05_1758_0 was saved and received the ID: 107

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../../_images/989f0d97875b91be0c57f22030e0bad23317f47984f48426b8f3050fb696a7cf.png 
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

findfont: Font family 'Times New Roman' not found.

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../../_images/68110266c5218a1565e7d0de79cfd3ace36d8f7f6666dce6d13051de09b738d4.png 
findfont: Font family 'Times New Roman' not found.

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../../_images/95255e384df4f2038c6e424c6928d20f204c3d92c6b99b4948f0d8ac82ef1a5d.png 
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

findfont: Font family 'Times New Roman' not found.

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../../_images/88d24070cd45c4cd3b65fcf7c316c4679b8023d9de1496196d351ea974de0c47.png 
findfont: Font family 'Times New Roman' not found.

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../../_images/385f0e2b9c05d6c577993ca852d9febc373f25fd6564f71267c496d9f7dfff05.png 
findfont: Font family 'Times New Roman' not found.

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../../_images/948d142ea32fd40d64bcebfc14f37d8ec7fc86737b705012d457819672228ddb.png 
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../../_images/aa9de559d5eca2f3ea29a5dcb7eb211430ae559d969f9bd5b002a9bd2f410ba5.png 
findfont: Font family 'Times New Roman' not found.

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../../_images/902edf27f746ff6e744c18c9ba9da3a5dc4eb474fce66932f74e96385bb3060d.png 
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

findfont: Font family 'Times New Roman' not found.

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../../_images/886ad96e2a7b922a5942356cc5343bdce7013e00cde2822098842ba211ab66dd.png 
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../../_images/51b1a23c928f901612b3aaa654df9e620a6e118e6446766018279f082cfe9c17.png 
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

findfont: Font family 'Times New Roman' not found.

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../../_images/9bcc72923c4b2165eab7fccfdfb9be3a3ac93e6b8f3de0461e820f05cc1fd8cf.png 
findfont: Font family 'Times New Roman' not found.

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../../_images/a50c09e52428a79054f58226017118774f1b6ddcd976fa3238c767dbf66d984c.png 
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1786.5000526428903 1786.0201698020035

temperature_next, temperature_mean, temperature_left, temperature_right

(1786.5000526428903,
 1747.1393089841051,
 1724.9798522717465,
 1769.2987656964638)

Step 3: run NVT and NVE MD#

output = validate_convergence(
    pr=pr,
    temperature_left=temperature_left,
    temperature_next=temperature_next,
    temperature_right=temperature_right,
    enable_iteration=enable_iteration,
    timestep_iter=timestep_iter,
    timestep_lst=project_parameter['timestep_lst'],
    timestep=timestep,
    fit_range_iter=fit_range_iter,
    fit_range_lst=project_parameter['fit_range_lst'],
    fit_range=fit_range,
    nve_run_time_steps_iter=nve_run_time_steps_iter,
    nve_run_time_steps_lst=project_parameter['nve_run_time_steps_lst'],
    nve_run_time_steps=nve_run_time_steps,
    strain_result_lst=strain_result_lst,
    pressure_result_lst=pressure_result_lst,
    step_count=step_count,
    step_dict=step_dict,
    boundary_value=project_parameter['boundary_value'],
    ratio_boundary=project_parameter['ratio_boundary'],
    convergence_goal=project_parameter['convergence_criterion'],
    output_file=output_file
)
convergence_goal_achieved, enable_iteration, step_count, step_dict, timestep, fit_range, nve_run_time_steps, boundary_value, ratio_boundary, temperature_next, center = output

step_dict[step_count]

{'timestep': 2,
 'fit_range': 0.05,
 'nve_run_time_steps': 25000,
 'boundary_value': 0.25,
 'ratio_boundary': 0.25,
 'temperature_next': 1786.5000526428903,
 'center': 0.96}

convergence_goal_achieved

False

Step 4: full cycle, predict the final melting point#

temperature_estimate_lst, temperature_calculated_lst = [], []
while len(temperature_calculated_lst) < 3 or not convergence_goal_achieved and len(temperature_calculated_lst) < 10:
    temperature_estimate_lst.append(temperature_next)
    temperature_next, temperature_mean, temperature_left, temperature_right, strain_result_lst, pressure_result_lst = calc_temp_iteration(
        basis=ham_minimize_vol.get_structure().repeat([1,1,2]), 
        temperature_next=temperature_next, 
        project_parameter=project_parameter,
        timestep=timestep,
        nve_run_time_steps=nve_run_time_steps, 
        fit_range=fit_range,  
        center=center,
        debug_plot=True)
    print(temperature_next, temperature_mean, temperature_left, temperature_right)
    output = validate_convergence(pr=pr,
                                  temperature_left=temperature_left, 
                                  temperature_next=temperature_next, 
                                  temperature_right=temperature_right, 
                                  enable_iteration=enable_iteration,
                                  timestep_iter=timestep_iter,
                                  timestep_lst=project_parameter['timestep_lst'],
                                  timestep=timestep,
                                  fit_range_iter=fit_range_iter, 
                                  fit_range_lst=project_parameter['fit_range_lst'], 
                                  fit_range=fit_range, 
                                  nve_run_time_steps_iter=nve_run_time_steps_iter, 
                                  nve_run_time_steps_lst=project_parameter['nve_run_time_steps_lst'], 
                                  nve_run_time_steps=nve_run_time_steps,
                                  strain_result_lst=strain_result_lst, 
                                  pressure_result_lst=pressure_result_lst, 
                                  step_count=step_count, 
                                  step_dict=step_dict, 
                                  boundary_value=project_parameter['boundary_value'], 
                                  ratio_boundary=project_parameter['ratio_boundary'],
                                  convergence_goal=project_parameter['convergence_criterion'],
                                  output_file=output_file)
    convergence_goal_achieved, enable_iteration, step_count, step_dict, timestep, fit_range, nve_run_time_steps, boundary_value, ratio_boundary, temperature_next, center = output
    print(step_dict[step_count])
    temperature_calculated_lst.append(temperature_next)

The job ham_npt_solid_1786_5 was saved and received the ID: 108

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The job ham_nve_0_98_1786_5_0 was saved and received the ID: 146

The job ham_nve_0_985_1786_5_0 was saved and received the ID: 147

The job ham_nve_0_99_1786_5_0 was saved and received the ID: 148

The job ham_nve_0_995_1786_5_0 was saved and received the ID: 149

The job ham_nve_1_0_1786_5_0 was saved and received the ID: 150

The job ham_nve_1_005_1786_5_0 was saved and received the ID: 151

The job ham_nve_1_01_1786_5_0 was saved and received the ID: 152

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findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.
../../_images/1e031f2cd1983cd981f8864219d8fd5e7d180a0612f8fd87228461b92146feed.png 
findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.

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findfont: Font family 'Times New Roman' not found.
../../_images/b1b990b89f293d45bd33f0e53a74ae92a4cd40f9042630b9f8da285a0a26859a.png 
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.

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findfont: Font family 'Times New Roman' not found.
../../_images/71776577efae28cc42d0050dceae83a4a4fc3611b85307d2e0b25ce68a209c6b.png 
findfont: Font family 'Times New Roman' not found.

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findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.
../../_images/33dbc5d4cae06b6cb125c6b960efe9c8c8248a17a2b7a624ca433cc328a026e7.png 
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.

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findfont: Font family 'Times New Roman' not found.
../../_images/64c3e66a7739877a223c935a86fa0169cb405d132def161b66b644fe0832adce.png 
findfont: Font family 'Times New Roman' not found.

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findfont: Font family 'Times New Roman' not found.
../../_images/f3de8b4e9b5f822671610910de08ad59a97c409aee5ef2e75f989a6fc89f0a9e.png 
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.

findfont: Font family 'Times New Roman' not found.

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findfont: Font family 'Times New Roman' not found.
../../_images/f702414ad991621b47989c2fa70f7195a0e90d05c90afe4d97879ba4b8999a2d.png 
findfont: Font family 'Times New Roman' not found.

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1796.740792448614 1797.1306127928783
1796.740792448614 1769.0648530124001 1746.3347241323463 1791.794981892454
{'timestep': 2, 'fit_range': 0.05, 'nve_run_time_steps': 25000, 'boundary_value': 0.25, 'ratio_boundary': 0.25, 'temperature_next': 1796.740792448614, 'center': 0.96}

The job ham_npt_solid_1796_74 was saved and received the ID: 153

The job ham_npt_liquid_high_2796_74 was saved and received the ID: 154

The job ham_npt_liquid_low_1796_74 was saved and received the ID: 155

2023-06-28 09:53:57,039 - pyiron_log - WARNING - Job 'ham_nve_0_91_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_91_1796_74_0 was saved and received the ID: 156

2023-06-28 09:54:25,271 - pyiron_log - WARNING - Job 'ham_nve_0_915_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_915_1796_74_0 was saved and received the ID: 157

2023-06-28 09:54:53,422 - pyiron_log - WARNING - Job 'ham_nve_0_92_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_92_1796_74_0 was saved and received the ID: 158

2023-06-28 09:55:21,308 - pyiron_log - WARNING - Job 'ham_nve_0_925_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_925_1796_74_0 was saved and received the ID: 159

2023-06-28 09:55:48,935 - pyiron_log - WARNING - Job 'ham_nve_0_93_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_93_1796_74_0 was saved and received the ID: 160

2023-06-28 09:56:17,193 - pyiron_log - WARNING - Job 'ham_nve_0_935_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_935_1796_74_0 was saved and received the ID: 161

2023-06-28 09:56:44,817 - pyiron_log - WARNING - Job 'ham_nve_0_94_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_94_1796_74_0 was saved and received the ID: 162

2023-06-28 09:57:12,371 - pyiron_log - WARNING - Job 'ham_nve_0_945_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_945_1796_74_0 was saved and received the ID: 163

2023-06-28 09:57:39,795 - pyiron_log - WARNING - Job 'ham_nve_0_95_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_95_1796_74_0 was saved and received the ID: 164

2023-06-28 09:58:06,801 - pyiron_log - WARNING - Job 'ham_nve_0_955_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_955_1796_74_0 was saved and received the ID: 165

2023-06-28 09:58:33,286 - pyiron_log - WARNING - Job 'ham_nve_0_96_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_96_1796_74_0 was saved and received the ID: 166

2023-06-28 09:58:59,972 - pyiron_log - WARNING - Job 'ham_nve_0_965_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_965_1796_74_0 was saved and received the ID: 167

2023-06-28 09:59:26,220 - pyiron_log - WARNING - Job 'ham_nve_0_97_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_97_1796_74_0 was saved and received the ID: 168

2023-06-28 09:59:52,767 - pyiron_log - WARNING - Job 'ham_nve_0_975_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_975_1796_74_0 was saved and received the ID: 169

2023-06-28 10:00:18,859 - pyiron_log - WARNING - Job 'ham_nve_0_98_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_98_1796_74_0 was saved and received the ID: 170

2023-06-28 10:00:45,142 - pyiron_log - WARNING - Job 'ham_nve_0_985_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_985_1796_74_0 was saved and received the ID: 171

2023-06-28 10:01:11,330 - pyiron_log - WARNING - Job 'ham_nve_0_99_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_99_1796_74_0 was saved and received the ID: 172

2023-06-28 10:01:37,345 - pyiron_log - WARNING - Job 'ham_nve_0_995_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_0_995_1796_74_0 was saved and received the ID: 173

2023-06-28 10:02:03,319 - pyiron_log - WARNING - Job 'ham_nve_1_0_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_1_0_1796_74_0 was saved and received the ID: 174

2023-06-28 10:02:29,748 - pyiron_log - WARNING - Job 'ham_nve_1_005_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_1_005_1796_74_0 was saved and received the ID: 175

2023-06-28 10:02:55,752 - pyiron_log - WARNING - Job 'ham_nve_1_01_1796_74_0' does not exist and cannot be loaded

The job ham_nvt_1_01_1796_74_0 was saved and received the ID: 176

The job ham_nve_0_91_1796_74_0 was saved and received the ID: 177

The job ham_nve_0_915_1796_74_0 was saved and received the ID: 178

The job ham_nve_0_92_1796_74_0 was saved and received the ID: 179

The job ham_nve_0_925_1796_74_0 was saved and received the ID: 180

The job ham_nve_0_93_1796_74_0 was saved and received the ID: 181

The job ham_nve_0_935_1796_74_0 was saved and received the ID: 182

The job ham_nve_0_94_1796_74_0 was saved and received the ID: 183

The job ham_nve_0_945_1796_74_0 was saved and received the ID: 184

The job ham_nve_0_95_1796_74_0 was saved and received the ID: 185

The job ham_nve_0_955_1796_74_0 was saved and received the ID: 186

The job ham_nve_0_96_1796_74_0 was saved and received the ID: 187

The job ham_nve_0_965_1796_74_0 was saved and received the ID: 188

The job ham_nve_0_97_1796_74_0 was saved and received the ID: 189

The job ham_nve_0_975_1796_74_0 was saved and received the ID: 190

The job ham_nve_0_98_1796_74_0 was saved and received the ID: 191

The job ham_nve_0_985_1796_74_0 was saved and received the ID: 192

The job ham_nve_0_99_1796_74_0 was saved and received the ID: 193

The job ham_nve_0_995_1796_74_0 was saved and received the ID: 194

The job ham_nve_1_0_1796_74_0 was saved and received the ID: 195

The job ham_nve_1_005_1796_74_0 was saved and received the ID: 196

The job ham_nve_1_01_1796_74_0 was saved and received the ID: 197

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../../_images/8b46f233a82cd98a837bf1d9bc89a3f091565eb009f31736a2edcc7a0e6d8622.png 
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../../_images/809a5138b33be2351e32d0ac5361f3daaf1a0b337156f6f26178dbad2e4f0f76.png 
No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.

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The job ham_npt_solid_1790_23 was saved and received the ID: 198

The job ham_npt_liquid_high_2790_23 was saved and received the ID: 199

The job ham_npt_liquid_low_1790_23 was saved and received the ID: 200

2023-06-28 10:33:05,779 - pyiron_log - WARNING - Job 'ham_nve_0_96_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_96_1790_23_1 was saved and received the ID: 201

2023-06-28 10:33:32,048 - pyiron_log - WARNING - Job 'ham_nve_0_961_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_961_1790_23_1 was saved and received the ID: 202

2023-06-28 10:33:57,379 - pyiron_log - WARNING - Job 'ham_nve_0_962_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_962_1790_23_1 was saved and received the ID: 203

2023-06-28 10:34:23,158 - pyiron_log - WARNING - Job 'ham_nve_0_963_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_963_1790_23_1 was saved and received the ID: 204

2023-06-28 10:34:48,863 - pyiron_log - WARNING - Job 'ham_nve_0_964_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_964_1790_23_1 was saved and received the ID: 205

2023-06-28 10:35:15,023 - pyiron_log - WARNING - Job 'ham_nve_0_965_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_965_1790_23_1 was saved and received the ID: 206

2023-06-28 10:35:40,286 - pyiron_log - WARNING - Job 'ham_nve_0_966_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_966_1790_23_1 was saved and received the ID: 207

2023-06-28 10:36:06,068 - pyiron_log - WARNING - Job 'ham_nve_0_967_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_967_1790_23_1 was saved and received the ID: 208

2023-06-28 10:36:31,317 - pyiron_log - WARNING - Job 'ham_nve_0_968_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_968_1790_23_1 was saved and received the ID: 209

2023-06-28 10:36:57,061 - pyiron_log - WARNING - Job 'ham_nve_0_969_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_969_1790_23_1 was saved and received the ID: 210

2023-06-28 10:37:22,191 - pyiron_log - WARNING - Job 'ham_nve_0_97_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_97_1790_23_1 was saved and received the ID: 211

2023-06-28 10:37:47,990 - pyiron_log - WARNING - Job 'ham_nve_0_971_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_971_1790_23_1 was saved and received the ID: 212

2023-06-28 10:38:12,792 - pyiron_log - WARNING - Job 'ham_nve_0_972_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_972_1790_23_1 was saved and received the ID: 213

2023-06-28 10:38:38,968 - pyiron_log - WARNING - Job 'ham_nve_0_973_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_973_1790_23_1 was saved and received the ID: 214

2023-06-28 10:39:03,757 - pyiron_log - WARNING - Job 'ham_nve_0_974_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_974_1790_23_1 was saved and received the ID: 215

2023-06-28 10:39:30,347 - pyiron_log - WARNING - Job 'ham_nve_0_975_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_975_1790_23_1 was saved and received the ID: 216

2023-06-28 10:39:55,531 - pyiron_log - WARNING - Job 'ham_nve_0_976_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_976_1790_23_1 was saved and received the ID: 217

2023-06-28 10:40:21,141 - pyiron_log - WARNING - Job 'ham_nve_0_977_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_977_1790_23_1 was saved and received the ID: 218

2023-06-28 10:40:46,098 - pyiron_log - WARNING - Job 'ham_nve_0_978_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_978_1790_23_1 was saved and received the ID: 219

2023-06-28 10:41:12,110 - pyiron_log - WARNING - Job 'ham_nve_0_979_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_979_1790_23_1 was saved and received the ID: 220

2023-06-28 10:41:37,205 - pyiron_log - WARNING - Job 'ham_nve_0_98_1790_23_1' does not exist and cannot be loaded

The job ham_nvt_0_98_1790_23_1 was saved and received the ID: 221

The job ham_nve_0_96_1790_23_1 was saved and received the ID: 222

The job ham_nve_0_961_1790_23_1 was saved and received the ID: 223

The job ham_nve_0_962_1790_23_1 was saved and received the ID: 224

The job ham_nve_0_963_1790_23_1 was saved and received the ID: 225

The job ham_nve_0_964_1790_23_1 was saved and received the ID: 226

The job ham_nve_0_965_1790_23_1 was saved and received the ID: 227

The job ham_nve_0_966_1790_23_1 was saved and received the ID: 228

The job ham_nve_0_967_1790_23_1 was saved and received the ID: 229

The job ham_nve_0_968_1790_23_1 was saved and received the ID: 230

The job ham_nve_0_969_1790_23_1 was saved and received the ID: 231

The job ham_nve_0_97_1790_23_1 was saved and received the ID: 232

The job ham_nve_0_971_1790_23_1 was saved and received the ID: 233

The job ham_nve_0_972_1790_23_1 was saved and received the ID: 234

The job ham_nve_0_973_1790_23_1 was saved and received the ID: 235

The job ham_nve_0_974_1790_23_1 was saved and received the ID: 236

The job ham_nve_0_975_1790_23_1 was saved and received the ID: 237

The job ham_nve_0_976_1790_23_1 was saved and received the ID: 238

The job ham_nve_0_977_1790_23_1 was saved and received the ID: 239

The job ham_nve_0_978_1790_23_1 was saved and received the ID: 240

The job ham_nve_0_979_1790_23_1 was saved and received the ID: 241

The job ham_nve_0_98_1790_23_1 was saved and received the ID: 242

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../../_images/1aab12fbe2aa748ef3c2a8240424f882a053a39f3f0337a119f5e5d93f388118.png 
1789.8057338582123 1791.1528275496164
1789.8057338582123 1782.1666151414001 1771.0030406217384 1793.330189661062
{'timestep': 1, 'fit_range': 0.01, 'nve_run_time_steps': 50000, 'boundary_value': 0.25, 'ratio_boundary': 0.25, 'temperature_next': 1789.8057338582123, 'center': 0.96}

if not os.path.exists(output_file):
    with open(output_file, 'w') as f:
        json.dump(step_dict, f)

step_dict

{0: {'temperature_next': 1758},
 1: {'timestep': 2,
  'fit_range': 0.05,
  'nve_run_time_steps': 25000,
  'boundary_value': 0.25,
  'ratio_boundary': 0.25,
  'temperature_next': 1786.5000526428903,
  'center': 0.96},
 2: {'timestep': 2,
  'fit_range': 0.05,
  'nve_run_time_steps': 25000,
  'boundary_value': 0.25,
  'ratio_boundary': 0.25,
  'temperature_next': 1796.740792448614,
  'center': 0.96},
 3: {'timestep': 2,
  'fit_range': 0.01,
  'nve_run_time_steps': 20000,
  'boundary_value': 0.25,
  'ratio_boundary': 0.25,
  'temperature_next': 1790.2279996028103,
  'center': 0.97},
 4: {'timestep': 1,
  'fit_range': 0.01,
  'nve_run_time_steps': 50000,
  'boundary_value': 0.25,
  'ratio_boundary': 0.25,
  'temperature_next': 1789.8057338582123,
  'center': 0.96}}

#plot the convergence of loop calculations
first_key = list(step_dict.keys())[-1]
second_key = 'temperature_next'
allt = [step_dict[key][second_key] for key in list(step_dict.keys())]
plt.plot(np.arange(1, len(allt)), allt[0:-1], 'ro-', label=r"$T^e$")
plt.plot(np.arange(1, len(allt)), allt[1:], 'bo-', label=r"$T^p$")
plt.legend(fontsize=14)
plt.tick_params(axis='both', labelsize=14)
plt.xlabel('Number of loops', fontsize=14)
plt.ylabel('Temperature (K)', fontsize=14)
plt.show()

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../../_images/fd99f313b838558b86000d4d82c57f41f295f0183b63bd937a2ea6d91a70e29f.png 
df = pr.job_table()
df
id status chemicalformula job subjob projectpath project timestart timestop totalcputime computer hamilton hamversion parentid masterid
0 19 finished Fe4394 temp_heating_1625_0 /temp_heating_1625_0 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:49.070773 2023-06-28 08:06:51.689618 2.0 pyiron@ljubi#12 Lammps 0.1 NaN None
1 20 finished Fe4394 temp_heating_1687_5 /temp_heating_1687_5 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:52.706454 2023-06-28 08:06:54.354728 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
2 21 finished Fe4394 temp_heating_1718_75 /temp_heating_1718_75 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:55.346286 2023-06-28 08:06:57.026526 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
3 22 finished Fe4394 temp_heating_1703_125 /temp_heating_1703_125 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:06:58.037308 2023-06-28 08:06:59.772702 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
4 23 finished Fe4394 temp_heating_1710_9375 /temp_heating_1710_9375 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 08:07:00.772416 2023-06-28 08:07:02.410603 1.0 pyiron@ljubi#12 Lammps 0.1 NaN None
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
219 238 finished Fe8788 ham_nve_0_976_1790_23_1 /ham_nve_0_976_1790_23_1 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 10:55:26.951436 2023-06-28 10:56:16.228221 49.0 pyiron@ljubi#12 Lammps 0.1 217.0 None
220 239 finished Fe8788 ham_nve_0_977_1790_23_1 /ham_nve_0_977_1790_23_1 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 10:56:16.780374 2023-06-28 10:57:05.512545 48.0 pyiron@ljubi#12 Lammps 0.1 218.0 None
221 240 finished Fe8788 ham_nve_0_978_1790_23_1 /ham_nve_0_978_1790_23_1 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 10:57:06.060397 2023-06-28 10:57:54.521730 48.0 pyiron@ljubi#12 Lammps 0.1 219.0 None
222 241 finished Fe8788 ham_nve_0_979_1790_23_1 /ham_nve_0_979_1790_23_1 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 10:57:55.063200 2023-06-28 10:58:43.314154 48.0 pyiron@ljubi#12 Lammps 0.1 220.0 None
223 242 finished Fe8788 ham_nve_0_98_1790_23_1 /ham_nve_0_98_1790_23_1 /scratch/janssen/pyiron_meltingpoint/ melting/ 2023-06-28 10:58:43.863336 2023-06-28 10:59:32.282572 48.0 pyiron@ljubi#12 Lammps 0.1 221.0 None

224 rows × 15 columns