======================================================================================================= Solid and Liquid in Ultra Small Coexistence with Hovering Interfaces (SLUSCHI) Developed and maintained by Qi-Jun Hong, with early research support from Axel van de Walle (2014-2020) ======================================================================================================= Generating solid with radius = 11 *** Generate a supercell from the current unitcell *** The supercell is: 5.6215036200000004 5.6215036200000004 -8.1328438399999996 5.6215036200000004 5.6215036200000004 8.1328438399999996 8.4322554300000014 -8.4322554300000014 0.0000000000000000 |a|,|b|,|c|,theta(bc),theta(ac),theta(ab): 11.373 11.373 11.925 90.000 90.000 91.303 In UNIT-cell, number of atoms: 1 1 total: 2 Inverse Matrix is: 4.4472087345200355E-002 4.4472087345200355E-002 5.9296116460267140E-002 4.4472087345200355E-002 4.4472087345200355E-002 -5.9296116460267140E-002 -6.1479109870625527E-002 6.1479109870625527E-002 0.0000000000000000 In SUPER-cell, number of atoms: 48 48 total: 96 POSCAR_STRCT atoms = 96 Accepted radius = 11 with 96 atoms ==================================================================================================== /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps ['Ti', 'Al'] elements: ['Ti', 'Al'] counts: [48, 48] Original Tm = 1000.0 New temp = 500 New temp_end = 2000 500, 2000, 1 Adaptive temp step = 500 500 Start running job (temp, id) 500 1000 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using closest available scale or default: 1.0 ============================== Iteration 1 Current scale = 1.0 Pressure = 2921.362279 Converged! Now running full trajectory... Completed! ============================== 1000 Start running job (temp, id) 1000 1000 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using closest available scale or default: 1.0 ============================== Iteration 1 Current scale = 1.0 Pressure = 20342.604000 New scale = 1.01 ============================== Iteration 2 Current scale = 1.01 Pressure = -9748.390100 Step reduced to 0.005 New scale = 1.0050000000000001 ============================== Iteration 3 Current scale = 1.0050000000000001 Pressure = 4589.468100 Converged! Now running full trajectory... Completed! ============================== 1500 Start running job (temp, id) 1500 1000 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using closest available scale or default: 1.0050000000000001 ============================== Iteration 1 Current scale = 1.0050000000000001 Pressure = 24184.216600 New scale = 1.0150000000000001 ============================== Iteration 2 Current scale = 1.0150000000000001 Pressure = -4597.310759 Converged! Now running full trajectory... Completed! ============================== 2000 Start running job (temp, id) 2000 1000 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using closest available scale or default: 1.0150000000000001 ============================== Iteration 1 Current scale = 1.0150000000000001 Pressure = 11736.100110 New scale = 1.0250000000000001 ============================== Iteration 2 Current scale = 1.0250000000000001 Pressure = -14045.098030 Step reduced to 0.005 New scale = 1.0200000000000002 ============================== Iteration 3 Current scale = 1.0200000000000002 Pressure = -890.674521 Converged! Now running full trajectory... Completed! ============================== 500, 500, 1 Adaptive temp step = 100 500 Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.csv Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.out Collected 4 folders Wrote phase_pred.csv Label counts: solid = 4 liquid = 0 Wrote jobs_results.out --------------------------------------------- Temp | Solid | Liquid | Total --------------------------------------------- 500 | 1 | 0 | 1 1000 | 1 | 0 | 1 1500 | 1 | 0 | 1 2000 | 1 | 0 | 1 --------------------------------------------- ==================================== Melting Point Fit (MPFit) ==================================== Tm = 2044.93 K Uncertainty = 6618.18 K ==================================== jobs_to_run.out Jobs completed === running MPFit === Melting temperature and std error: 2044.9288524999999 6627.5810213602099 500 1 0 1 1000 1 0 1 1500 1 0 1 2000 1 0 1 === Find next job to run === next job: 1 MD duplicate(s) at 2800.0 K 2800, 2800, 1 Adaptive temp step = 100 2800 Start running job (temp, id) 2800 1000 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using closest available scale or default: 1.0200000000000002 ============================== Iteration 1 Current scale = 1.0200000000000002 Pressure = 23057.138780 New scale = 1.0300000000000002 ============================== Iteration 2 Current scale = 1.0300000000000002 Pressure = 480.442790 Converged! Now running full trajectory... Completed! ============================== Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.csv Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.out Collected 5 folders Wrote phase_pred.csv Label counts: solid = 4 liquid = 1 Wrote jobs_results.out --------------------------------------------- Temp | Solid | Liquid | Total --------------------------------------------- 500 | 1 | 0 | 1 1000 | 1 | 0 | 1 1500 | 1 | 0 | 1 2000 | 1 | 0 | 1 2800 | 0 | 1 | 1 --------------------------------------------- ==================================== Melting Point Fit (MPFit) ==================================== Tm = 2050.41 K Uncertainty = 10800.29 K ==================================== jobs_to_run.out Jobs completed === running MPFit === Melting temperature and std error: 2050.4090095999995 10797.699252083026 500 1 0 1 1000 1 0 1 1500 1 0 1 2000 1 0 1 2800 0 1 1 === Find next job to run === next job: 1 MD duplicate(s) at 2400.0000000000000 K 2400, 2400, 1 Adaptive temp step = 100 2400 Start running job (temp, id) 2400 1000 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using closest available scale or default: 1.0200000000000002 ============================== Iteration 1 Current scale = 1.0200000000000002 Pressure = 11068.503090 New scale = 1.0300000000000002 ============================== Iteration 2 Current scale = 1.0300000000000002 Pressure = -12134.999550 Step reduced to 0.005 New scale = 1.0250000000000004 ============================== Iteration 3 Current scale = 1.0250000000000004 Pressure = -1254.770260 Converged! Now running full trajectory... Completed! ============================== Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.csv Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.out Collected 6 folders Wrote phase_pred.csv Label counts: solid = 5 liquid = 1 Wrote jobs_results.out --------------------------------------------- Temp | Solid | Liquid | Total --------------------------------------------- 500 | 1 | 0 | 1 1000 | 1 | 0 | 1 1500 | 1 | 0 | 1 2000 | 1 | 0 | 1 2400 | 1 | 0 | 1 2800 | 0 | 1 | 1 --------------------------------------------- ==================================== Melting Point Fit (MPFit) ==================================== Tm = 2452.14 K Uncertainty = 10422.00 K ==================================== jobs_to_run.out Jobs completed === running MPFit === Melting temperature and std error: 2452.1437833000000 10437.771139796680 500 1 0 1 1000 1 0 1 1500 1 0 1 2000 1 0 1 2400 1 0 1 2800 0 1 1 === Find next job to run === next job: 4 MD duplicate(s) at 2400.0000000000000 K next job: 4 MD duplicate(s) at 2800.0000000000000 K 2400, 2400, 4 Adaptive temp step = 100 2400 Start running job (temp, id) 2400 1100 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0250000000000004 ============================== Iteration 1 Current scale = 1.0250000000000004 Pressure = 1063.926949 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 2400 1200 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0250000000000004 ============================== Iteration 1 Current scale = 1.0250000000000004 Pressure = 806.079530 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 2400 1300 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0250000000000004 ============================== Iteration 1 Current scale = 1.0250000000000004 Pressure = -1911.434475 Converged! Now running full trajectory... Completed! ============================== 2800, 2800, 4 Adaptive temp step = 100 2800 Start running job (temp, id) 2800 1100 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0300000000000002 ============================== Iteration 1 Current scale = 1.0300000000000002 Pressure = 4949.990280 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 2800 1200 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0300000000000002 ============================== Iteration 1 Current scale = 1.0300000000000002 Pressure = 6021.620836 New scale = 1.0400000000000003 ============================== Iteration 2 Current scale = 1.0400000000000003 Pressure = -13016.964120 Step reduced to 0.005 New scale = 1.0350000000000004 ============================== Iteration 3 Current scale = 1.0350000000000004 Pressure = -4093.706010 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 2800 1300 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0350000000000004 ============================== Iteration 1 Current scale = 1.0350000000000004 Pressure = -2468.636430 Converged! Now running full trajectory... Completed! ============================== Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.csv Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.out Collected 12 folders Wrote phase_pred.csv Label counts: solid = 11 liquid = 1 Wrote jobs_results.out --------------------------------------------- Temp | Solid | Liquid | Total --------------------------------------------- 500 | 1 | 0 | 1 1000 | 1 | 0 | 1 1500 | 1 | 0 | 1 2000 | 1 | 0 | 1 2400 | 4 | 0 | 4 2800 | 3 | 1 | 4 --------------------------------------------- ==================================== Melting Point Fit (MPFit) ==================================== Tm = 2812.98 K Uncertainty = 6891.04 K ==================================== jobs_to_run.out Jobs completed === running MPFit === Melting temperature and std error: 2812.9785644606236 6890.4364683374160 500 1 0 1 1000 1 0 1 1500 1 0 1 2000 1 0 1 2400 4 0 4 2800 3 1 4 === Find next job to run === next job: 4 MD duplicate(s) at 2400.0000000000000 K next job: 4 MD duplicate(s) at 2800.0000000000000 K next job: 1 MD duplicate(s) at 3200.0000000000000 K 2400, 2400, 4 Adaptive temp step = 100 2400 2800, 2800, 4 Adaptive temp step = 100 2800 3200, 3200, 1 Adaptive temp step = 100 3200 Start running job (temp, id) 3200 1000 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using closest available scale or default: 1.0350000000000004 ============================== Iteration 1 Current scale = 1.0350000000000004 Pressure = 12642.345400 New scale = 1.0450000000000004 ============================== Iteration 2 Current scale = 1.0450000000000004 Pressure = -5242.540506 Step reduced to 0.005 New scale = 1.0400000000000005 ============================== Iteration 3 Current scale = 1.0400000000000005 Pressure = 2250.517989 Converged! Now running full trajectory... Completed! ============================== Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.csv Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.out Collected 13 folders Wrote phase_pred.csv Label counts: solid = 11 liquid = 2 Wrote jobs_results.out --------------------------------------------- Temp | Solid | Liquid | Total --------------------------------------------- 500 | 1 | 0 | 1 1000 | 1 | 0 | 1 1500 | 1 | 0 | 1 2000 | 1 | 0 | 1 2400 | 4 | 0 | 4 2800 | 3 | 1 | 4 3200 | 0 | 1 | 1 --------------------------------------------- ==================================== Melting Point Fit (MPFit) ==================================== Tm = 2828.02 K Uncertainty = 8957.55 K ==================================== jobs_to_run.out Jobs completed === running MPFit === Melting temperature and std error: 2828.0155034182785 8976.0163846574560 500 1 0 1 1000 1 0 1 1500 1 0 1 2000 1 0 1 2400 4 0 4 2800 3 1 4 3200 0 1 1 === Find next job to run === next job: 4 MD duplicate(s) at 2400.0000000000000 K next job: 4 MD duplicate(s) at 2800.0000000000000 K next job: 4 MD duplicate(s) at 2800.0000000000000 K next job: 4 MD duplicate(s) at 3200.0000000000000 K next job: 4 MD duplicate(s) at 2800.0000000000000 K next job: 4 MD duplicate(s) at 3200.0000000000000 K 2400, 2400, 4 Adaptive temp step = 100 2400 2800, 2800, 4 Adaptive temp step = 100 2800 2800, 2800, 4 Adaptive temp step = 100 2800 3200, 3200, 4 Adaptive temp step = 100 3200 Start running job (temp, id) 3200 1100 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0400000000000005 ============================== Iteration 1 Current scale = 1.0400000000000005 Pressure = 1687.368476 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 3200 1200 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0400000000000005 ============================== Iteration 1 Current scale = 1.0400000000000005 Pressure = 759.834020 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 3200 1300 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0400000000000005 ============================== Iteration 1 Current scale = 1.0400000000000005 Pressure = 4351.029097 Converged! Now running full trajectory... Completed! ============================== 2800, 2800, 4 Adaptive temp step = 100 2800 3200, 3200, 4 Adaptive temp step = 100 3200 Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.csv Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.out Collected 16 folders Wrote phase_pred.csv Label counts: solid = 11 liquid = 5 Wrote jobs_results.out --------------------------------------------- Temp | Solid | Liquid | Total --------------------------------------------- 500 | 1 | 0 | 1 1000 | 1 | 0 | 1 1500 | 1 | 0 | 1 2000 | 1 | 0 | 1 2400 | 4 | 0 | 4 2800 | 3 | 1 | 4 3200 | 0 | 4 | 4 --------------------------------------------- ==================================== Melting Point Fit (MPFit) ==================================== Tm = 2895.78 K Uncertainty = 157.98 K ==================================== jobs_to_run.out Jobs completed === running MPFit === Melting temperature and std error: 2895.8870365733992 159.42854321863445 500 1 0 1 1000 1 0 1 1500 1 0 1 2000 1 0 1 2400 4 0 4 2800 3 1 4 3200 0 4 4 current fit 1 2895.8870365733992 159.42854321863445 possibilities: current fit 0 2895.8870365733992 159.42854321863445 possibilities: === Find next job to run === next job: 4 MD duplicate(s) at 2400.0000000000000 K next job: 4 MD duplicate(s) at 2800.0000000000000 K next job: 4 MD duplicate(s) at 2800.0000000000000 K next job: 4 MD duplicate(s) at 3200.0000000000000 K next job: 4 MD duplicate(s) at 3000.0000000000000 K next job: 8 MD duplicate(s) at 2800.0000000000000 K 2400, 2400, 4 Adaptive temp step = 100 2400 2800, 2800, 4 Adaptive temp step = 100 2800 2800, 2800, 4 Adaptive temp step = 100 2800 3200, 3200, 4 Adaptive temp step = 100 3200 3000, 3000, 4 Adaptive temp step = 100 3000 Start running job (temp, id) 3000 1000 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using closest available scale or default: 1.0400000000000005 ============================== Iteration 1 Current scale = 1.0400000000000005 Pressure = -11514.731300 Step reduced to 0.005 New scale = 1.0350000000000006 ============================== Iteration 2 Current scale = 1.0350000000000006 Pressure = -3457.513785 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 3000 1100 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0350000000000006 ============================== Iteration 1 Current scale = 1.0350000000000006 Pressure = 2433.054468 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 3000 1200 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0350000000000006 ============================== Iteration 1 Current scale = 1.0350000000000006 Pressure = 8252.101977 New scale = 1.0450000000000006 ============================== Iteration 2 Current scale = 1.0450000000000006 Pressure = -10413.275950 Step reduced to 0.005 New scale = 1.0400000000000007 ============================== Iteration 3 Current scale = 1.0400000000000007 Pressure = -1934.944553 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 3000 1300 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0400000000000007 ============================== Iteration 1 Current scale = 1.0400000000000007 Pressure = 6833.243900 New scale = 1.0500000000000007 ============================== Iteration 2 Current scale = 1.0500000000000007 Pressure = -9752.358920 Step reduced to 0.005 New scale = 1.0450000000000008 ============================== Iteration 3 Current scale = 1.0450000000000008 Pressure = -1869.180150 Converged! Now running full trajectory... Completed! ============================== 2800, 2800, 8 Adaptive temp step = 100 2800 Start running job (temp, id) 2800 1400 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0350000000000004 ============================== Iteration 1 Current scale = 1.0350000000000004 Pressure = -11192.727260 Step reduced to 0.005 New scale = 1.0300000000000005 ============================== Iteration 2 Current scale = 1.0300000000000005 Pressure = -596.337914 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 2800 1500 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0300000000000005 ============================== Iteration 1 Current scale = 1.0300000000000005 Pressure = 1438.365943 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 2800 1600 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0300000000000005 ============================== Iteration 1 Current scale = 1.0300000000000005 Pressure = 1002.431480 Converged! Now running full trajectory... Completed! ============================== Start running job (temp, id) 2800 1700 ... DeepMD environment loaded CONDA_PREFIX=/home/qhong7/anaconda3/envs/deepmd_lmp_gpu LD_LIBRARY_PATH=/data/qhong7/qhong7/lammps/lammps-deepmd-plugin/build:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/deepmd/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/torch/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/tensorflow:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparse/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusolver/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/curand/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvjitlink/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufft/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_cupti/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_runtime/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nccl/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvtx/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cuda_nvrtc/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cufile/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cudnn/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cublas/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/nvshmem/lib:/home/qhong7/anaconda3/envs/deepmd_lmp_gpu/lib/python3.10/site-packages/nvidia/cusparselt/lib:/home/qhong7/data/lammps/lammps-mace/build:/home/qhong7/anaconda3/envs/keras2_fixed/lib:/packages/apps/nvhpc/26.3-cuda-13.1/Linux_x86_64/26.3/cuda/13.1/lib64 Using scale from current temperature folder: 1.0300000000000005 ============================== Iteration 1 Current scale = 1.0300000000000005 Pressure = 4543.621344 Converged! Now running full trajectory... Completed! ============================== Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.csv Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.out Collected 24 folders Wrote phase_pred.csv Label counts: solid = 15 liquid = 9 Wrote jobs_results.out --------------------------------------------- Temp | Solid | Liquid | Total --------------------------------------------- 500 | 1 | 0 | 1 1000 | 1 | 0 | 1 1500 | 1 | 0 | 1 2000 | 1 | 0 | 1 2400 | 4 | 0 | 4 2800 | 7 | 1 | 8 3000 | 0 | 4 | 4 3200 | 0 | 4 | 4 --------------------------------------------- ==================================== Melting Point Fit (MPFit) ==================================== Tm = 2859.00 K Uncertainty = 44.99 K ==================================== jobs_to_run.out Jobs completed === running MPFit === Melting temperature and std error: 2858.8137160890587 44.775788369445358 500 1 0 1 1000 1 0 1 1500 1 0 1 2000 1 0 1 2400 4 0 4 2800 7 1 8 3000 0 4 4 3200 0 4 4 current fit 1 2858.8137160890587 44.775788369445358 possibilities: current fit 0 2858.8137160890587 44.775788369445358 possibilities: MP accuracy achieved. Stopping code... summary.out ====================================================================================================================================================== folder poteng [eV/atom] kineng [eV/atom] temp [K] volume [Ang^3/atom] press [bar] energy_slope energy_dir diffusion [cm^2/s] spg ------ ---------------- ---------------- ----------- ------------------- ------------ ------------ ---------- ------------------ ------------ 1000/1 -6.059459 0.129968 1010.739510 16.685800 2211.508592 -0.00000043 down 1.590e-08 P4/mmm (123) 1500/1 -5.978442 0.190101 1478.382795 17.053793 873.859003 0.00000060 up 3.990e-08 P1 (1) 2000/1 -5.891715 0.255465 1986.714080 17.487189 -1533.096217 -0.00000027 down 3.150e-08 P1 (1) 2400/1 -5.813499 0.311617 2423.393820 17.913026 -4803.824705 0.00000120 up 1.100e-08 P1 (1) 2400/2 -5.815543 0.309957 2410.487380 17.902271 -4593.009120 0.00000132 up 6.390e-08 2400/3 -5.812308 0.309881 2409.893850 17.909975 -4174.877749 0.00000169 up 8.620e-08 P1 (1) 2400/4 -5.812706 0.311983 2426.244810 17.905724 -4119.893045 0.00000238 up 1.460e-07 P1 (1) 2800/1 -5.585827 0.339829 2642.794440 18.505512 15541.581510 0.00003396 up 1.540e-05 P1 (1) 2800/2 -5.700646 0.365034 2838.808395 18.450249 -4074.346860 0.00000578 up 3.750e-07 P1 (1) 2800/3 -5.711818 0.359587 2796.447965 18.346778 -2451.428872 0.00000164 up 6.990e-07 P1 (1) 2800/4 -5.708752 0.354542 2757.220285 18.315626 -273.028494 0.00000418 up 1.380e-07 P1 (1) 2800/5 -5.697093 0.360500 2803.552895 18.457656 -4177.942737 0.00000679 up 4.820e-08 P1 (1) 2800/6 -5.640506 0.352939 2744.751990 18.598029 717.872281 0.00001484 up 1.540e-06 P1 (1) 2800/7 -5.688115 0.354469 2756.648670 18.459321 -3171.671513 0.00000953 up 8.030e-08 P1 (1) 2800/8 -5.702087 0.365619 2843.362530 18.446528 -5313.777663 0.00000628 up 1.310e-07 P1 (1) 3000/1 -5.396871 0.378662 2944.797865 19.594396 11761.933210 0.00002884 up 1.030e-04 P1 (1) 3000/2 -5.428650 0.380471 2958.858735 19.185347 21623.177370 0.00004989 up 1.050e-04 P1 (1) 3000/3 -5.432636 0.383226 2980.286350 19.085012 22977.923350 0.00004471 up 1.040e-04 P1 (1) 3000/4 -5.374007 0.382263 2972.794835 20.198933 -3422.987831 0.00001027 up 1.420e-04 P1 (1) 3200/1 -5.348925 0.407714 3170.726140 20.217290 3610.703755 0.00001637 up 1.190e-04 P1 (1) 3200/2 -5.344254 0.411815 3202.616780 20.340366 -476.281171 0.00001600 up 1.770e-04 P1 (1) 3200/3 -5.342637 0.405101 3150.402710 20.291500 2341.334436 0.00001511 up 1.490e-04 P1 (1) 3200/4 -5.335014 0.407186 3166.623910 20.472824 -1900.606151 0.00001554 up 1.360e-04 P1 (1) 500/1 -6.127437 0.064013 497.815719 16.430546 -699.747049 -0.00000015 down 6.160e-09 P4/mmm (123) ====================================================================================================================================================== Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.csv Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/summary.out Collected 24 folders Wrote phase_pred.csv Label counts: solid = 15 liquid = 9 Wrote jobs_results.out --------------------------------------------- Temp | Solid | Liquid | Total --------------------------------------------- 500 | 1 | 0 | 1 1000 | 1 | 0 | 1 1500 | 1 | 0 | 1 2000 | 1 | 0 | 1 2400 | 4 | 0 | 4 2800 | 7 | 1 | 8 3000 | 0 | 4 | 4 3200 | 0 | 4 | 4 --------------------------------------------- ==================================== Melting Point Fit (MPFit) ==================================== Tm = 2858.75 K Uncertainty = 45.36 K ==================================== Wrote /data/qhong7/qhong7/sluschi_auto/a5120cdc-baac-4b70-a050-deae1288087e/TiAl/Dir_lammps/cost_table.out Collected 66 log files ==================================== Computational cost summary: Number of trajectories (temp/id) = 24 Total log files (incl. subruns) = 66 Total wall time = 19:00:46 Total seconds = 68446 Total GPU hours = 19.01 ==================================== === PBE correction === N rows with PBE energy = 12 MT_LMP = 2858.7517552702625 STD_LMP = 45.36321969921386 SOLID (PBE present only): lammps_poteng_eV_per_atom = -5.69205759 PBE_energy_eV_per_atom = -5.79314791 LIQUID (PBE present only): lammps_poteng_eV_per_atom = -5.42960927 PBE_energy_eV_per_atom = -5.55142303 DH_LMP_raw_PBE = 0.26244832 eV/atom DH_LMP_PBE = 0.21911470 eV/atom DH_PBE = 0.19839126 eV/atom Cp_solid_PBE = 1.80556751e-04 eV/atom/K Cp_liquid_PBE = 4.47397461e-04 eV/atom/K Cp_avg_PBE = 2.70835126e-04 eV/atom/K DeltaT_PBE = 160.00 K DH_raw_PBE = 0.24172488 eV/atom MT_PBE = 2588.37666505 K