| Method / sample set | ΔH | ΔS estimate |
|---|---|---|
| uMLIP (PBE sample set) |
— eV/atom
— kJ/mol of atoms
|
—
eV/(atom K)
— J/(mol of atoms K)
|
| PBE |
— eV/atom
— kJ/mol of atoms
|
—
eV/(atom K)
— J/(mol of atoms K)
|
| uMLIP (R2SCAN sample set) |
— eV/atom
— kJ/mol of atoms
|
—
eV/(atom K)
— J/(mol of atoms K)
|
| R2SCAN |
— eV/atom
— kJ/mol of atoms
|
—
eV/(atom K)
— J/(mol of atoms K)
|
ΔH is the liquid-minus-solid value reported by the existing correction workflow. Each uMLIP row uses the sample set matched to that DFT method. Uncertainties are standard errors; — means unavailable.
ΔS is estimated as ΔHuMLIP/Tm,uMLIP. Its propagated uncertainty assumes these two quantities are independent. The current PBE/R2SCAN correction inherits this entropy estimate; it is not an independently calculated DFT entropy.
| Sample set | Cp,solid | Cp,liquid |
|---|---|---|
| uMLIP (PBE sample set) |
— J/(mol of atoms K)
— eV/(atom K)
|
— J/(mol of atoms K)
— eV/(atom K)
|
| uMLIP (R2SCAN sample set) |
— J/(mol of atoms K)
— eV/(atom K)
|
— J/(mol of atoms K)
— eV/(atom K)
|
Values reported in SLUSCHI.out by the correction workflow. These are uMLIP potential-energy–temperature slopes for the PBE/R2SCAN sample sets, not full thermodynamic heat capacities or independent DFT heat capacities. The workflow may substitute the other phase's slope when one is unavailable. Uncertainties are not reported; — means unavailable.
| Vsolid [ų/atom] | Vliquid [ų/atom] | ΔV [ų/atom] |
|---|---|---|
| — | — | — |
=======================================================================================================
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:
0.0000000000000000 0.0000000000000000 -10.569342870000000
0.0000000000000000 10.569345869999999 0.0000000000000000
10.568803800000001 0.0000000000000000 0.0000000000000000
|a|,|b|,|c|,theta(bc),theta(ac),theta(ab):
10.569 10.569 10.569 90.000 90.000 90.000
In UNIT-cell, number of atoms: 1 3 total: 4
Inverse Matrix is:
0.0000000000000000 -0.0000000000000000 9.4618087242758733E-002
0.0000000000000000 9.4613234565291054E-002 -0.0000000000000000
-9.4613261420291125E-002 0.0000000000000000 0.0000000000000000
In SUPER-cell, number of atoms: 27 81 total: 108
POSCAR_STRCT atoms = 108
Accepted radius = 11 with 108 atoms
====================================================================================================
=== SLUSCHI fit-first-1-guard1; source: /data/qhong7/qhong7/sluschi_lammps/src/ ===
/data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/AlNi3/Dir_lammps
['Al', 'Ni']
elements: ['Al', 'Ni']
counts: [27, 81]
solid atom IDs: 1:108
liquid atom IDs: 109:216
Original Tm = 1000.0
New temp = 500
New temp_end = 2000
500, 2000, 1
Adaptive temp step = 500
500 K: 0/1 usable completed; 0 genuinely resolved; no replacement attempts
Starting NEW trajectory 500/1, step_param=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:/data/qhong7/qhong7/conda-envs/chgnet/lib:
Pressure trial 1: scale=1.0
Pressure = 13740.55901
Pressure trial 2: scale=1.01
Pressure = -30945.6118
Pressure trial 3: scale=1.0050000000000001
Pressure = -8947.13063
Pressure trial 4: scale=1.0000000000000002
Pressure = 13740.55332
Pressure trial 5: scale=1.0025000000000002
Pressure = 2407.367187
Production: at most 8 blocks of 10000 steps, including the first
Completed! Phase: solid
500 K: 1/1 usable completed; 1 genuinely resolved; no replacement attempts
1000 K: 0/1 usable completed; 0 genuinely resolved; no replacement attempts
Starting NEW trajectory 1000/1, step_param=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:/data/qhong7/qhong7/conda-envs/chgnet/lib:
Pressure trial 1: scale=1.0025000000000002
Pressure = 47334.484
Pressure trial 2: scale=1.0125000000000002
Pressure = 1390.460791
Production: at most 8 blocks of 10000 steps, including the first
Al1 Ni3 1.0 3.5229346000000001 0.0000000000000000 -0.0000000000000000 0.0000000000000000 3.5231152899999998 0.0000000000000000 0.0000000000000000 0.0000000000000000 3.5231142900000001 Al Ni 1 3 direct 0.0000000000000000 -0.0000000000000000 -0.0000000000000000 Al 0.0000000000000000 0.5000000000000000 0.5000000000000000 Ni 0.5000000000000000 0.0000000000000000 0.5000000000000000 Ni 0.5000000000000000 0.5000000000000000 0.0000000000000000 Ni
=======================================================================================================
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:
0.0000000000000000 0.0000000000000000 -10.569342870000000
0.0000000000000000 10.569345869999999 0.0000000000000000
10.568803800000001 0.0000000000000000 0.0000000000000000
|a|,|b|,|c|,theta(bc),theta(ac),theta(ab):
10.569 10.569 10.569 90.000 90.000 90.000
In UNIT-cell, number of atoms: 1 3 total: 4
Inverse Matrix is:
0.0000000000000000 -0.0000000000000000 9.4618087242758733E-002
0.0000000000000000 9.4613234565291054E-002 -0.0000000000000000
-9.4613261420291125E-002 0.0000000000000000 0.0000000000000000
In SUPER-cell, number of atoms: 27 81 total: 108
POSCAR_STRCT atoms = 108
Accepted radius = 11 with 108 atoms
====================================================================================================
=== SLUSCHI fit-first-1-guard1; source: /data/qhong7/qhong7/sluschi_lammps/src/ ===
/data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/AlNi3/Dir_lammps
['Al', 'Ni']
elements: ['Al', 'Ni']
counts: [27, 81]
solid atom IDs: 1:108
liquid atom IDs: 109:216
Original Tm = 1000.0
New temp = 500
New temp_end = 2000
500, 2000, 1
Adaptive temp step = 500
500 K: 0/1 usable completed; 0 genuinely resolved; no replacement attempts
Starting NEW trajectory 500/1, step_param=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:/data/qhong7/qhong7/conda-envs/chgnet/lib:
Pressure trial 1: scale=1.0
Pressure = 13740.55901
Pressure trial 2: scale=1.01
Pressure = -30945.6118
Pressure trial 3: scale=1.0050000000000001
Pressure = -8947.13063
Pressure trial 4: scale=1.0000000000000002
Pressure = 13740.55332
Pressure trial 5: scale=1.0025000000000002
Pressure = 2407.367187
Production: at most 8 blocks of 10000 steps, including the first
Completed! Phase: solid
500 K: 1/1 usable completed; 1 genuinely resolved; no replacement attempts
1000 K: 0/1 usable completed; 0 genuinely resolved; no replacement attempts
Starting NEW trajectory 1000/1, step_param=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:/data/qhong7/qhong7/conda-envs/chgnet/lib:
Pressure trial 1: scale=1.0025000000000002
Pressure = 47334.484
Pressure trial 2: scale=1.0125000000000002
Pressure = 1390.460791
Production: at most 8 blocks of 10000 steps, including the first
SLUSCHI_MLP=DPA-3.2-5M-OMat24 SLUSCHI_CONDA_ENV=chgnet Thu Oct 15 20:25:00 2026 +-----------------------------------------------------------------------------------------+ | NVIDIA-SMI 615.71.09 KMD Version: 615.71.09 CUDA UMD Version: 13.4 | +-----------------------------------------+------------------------+----------------------+ | GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |=========================================+========================+======================| | 0 NVIDIA A100-SXM4-80GB On | 00000000:01:00.0 Off | 0 | | N/A 48C P0 120W / 500W | 0MiB / 81920MiB | 0% Default | | | | Disabled | +-----------------------------------------+------------------------+----------------------+ +-----------------------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=========================================================================================| | No running processes found | +-----------------------------------------------------------------------------------------+ SLUSCHI_MLP=DPA-3.2-5M-OMat24 /data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/POSCAR POSCAR None /data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/POSCAR_AlNi3 POSCAR_AlNi3 <re.Match object; span=(0, 12), match='POSCAR_AlNi3'> /data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/job.json job.json None /data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/jobsub_gpu_sol jobsub_gpu_sol None /data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/slurm.65729330.err slurm.65729330.err None /data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/slurm.65729330.out slurm.65729330.out None /data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/submit_stderr.log submit_stderr.log None /data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/submit_stdout.log submit_stdout.log None Preparing /data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/AlNi3 from POSCAR_AlNi3 Selected MLP: DPA-3.2-5M-OMat24 Running: /data/qhong7/qhong7/sluschi_lammps/src/SLUSCHI_lammps Submitted successfully: /data/qhong7/qhong7/sluschi_auto/8fddbcae-aa63-44cb-9848-ff7f15b8b1e8/AlNi3 All jobs processed. launch_sluschi.py finished. Monitoring FlagStop.out...
sbatch: Default cpus_per_task applied: 1 sbatch: Default memory applied: 24000 MB per GPU
65729330