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5 changes: 5 additions & 0 deletions .pre-commit-config.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -21,5 +21,10 @@ repos:
rev: 22.12.0
hooks:
- id: black-jupyter
# Python inside docs
- repo: https://github.com/asottile/blacken-docs
rev: 1.13.0
hooks:
- id: blacken-docs
ci:
autoupdate_branch: devel
90 changes: 55 additions & 35 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -34,18 +34,18 @@ The typicall workflow of `dpdata` is

## Load data
```python
d_poscar = dpdata.System('POSCAR', fmt = 'vasp/poscar')
d_poscar = dpdata.System("POSCAR", fmt="vasp/poscar")
```
or let dpdata infer the format (`vasp/poscar`) of the file from the file name extension
```python
d_poscar = dpdata.System('my.POSCAR')
d_poscar = dpdata.System("my.POSCAR")
```
The number of atoms, atom types, coordinates are loaded from the `POSCAR` and stored to a data `System` called `d_poscar`.
A data `System` (a concept used by [deepmd-kit](https://github.com/deepmodeling/deepmd-kit)) contains frames that has the same number of atoms of the same type. The order of the atoms should be consistent among the frames in one `System`.
It is noted that `POSCAR` only contains one frame.
If the multiple frames stored in, for example, a `OUTCAR` is wanted,
```python
d_outcar = dpdata.LabeledSystem('OUTCAR')
d_outcar = dpdata.LabeledSystem("OUTCAR")
```
The labels provided in the `OUTCAR`, i.e. energies, forces and virials (if any), are loaded by `LabeledSystem`. It is noted that the forces of atoms are always assumed to exist. `LabeledSystem` is a derived class of `System`.

Expand Down Expand Up @@ -100,51 +100,58 @@ The following commands relating to `Class dpdata.MultiSystems` may be useful.
```python
# load data

xyz_multi_systems = dpdata.MultiSystems.from_file(file_name='tests/xyz/xyz_unittest.xyz',fmt='quip/gap/xyz')
vasp_multi_systems = dpdata.MultiSystems.from_dir(dir_name='./mgal_outcar', file_name='OUTCAR', fmt='vasp/outcar')
xyz_multi_systems = dpdata.MultiSystems.from_file(
file_name="tests/xyz/xyz_unittest.xyz", fmt="quip/gap/xyz"
)
vasp_multi_systems = dpdata.MultiSystems.from_dir(
dir_name="./mgal_outcar", file_name="OUTCAR", fmt="vasp/outcar"
)

# use wildcard
vasp_multi_systems = dpdata.MultiSystems.from_dir(dir_name='./mgal_outcar', file_name='*OUTCAR', fmt='vasp/outcar')
vasp_multi_systems = dpdata.MultiSystems.from_dir(
dir_name="./mgal_outcar", file_name="*OUTCAR", fmt="vasp/outcar"
)

# print the multi_system infomation
print(xyz_multi_systems)
print(xyz_multi_systems.systems) # return a dictionaries
print(xyz_multi_systems.systems) # return a dictionaries

# print the system infomation
print(xyz_multi_systems.systems['B1C9'].data)
print(xyz_multi_systems.systems["B1C9"].data)

# dump a system's data to ./my_work_dir/B1C9_raw folder
xyz_multi_systems.systems['B1C9'].to_deepmd_raw('./my_work_dir/B1C9_raw')
xyz_multi_systems.systems["B1C9"].to_deepmd_raw("./my_work_dir/B1C9_raw")

# dump all systems
xyz_multi_systems.to_deepmd_raw('./my_deepmd_data/')
xyz_multi_systems.to_deepmd_raw("./my_deepmd_data/")
```

You may also use the following code to parse muti-system:
```python
from dpdata import LabeledSystem,MultiSystems
from dpdata import LabeledSystem, MultiSystems
from glob import glob

"""
process multi systems
"""
fs=glob('./*/OUTCAR') # remeber to change here !!!
ms=MultiSystems()
fs = glob("./*/OUTCAR") # remeber to change here !!!
ms = MultiSystems()
for f in fs:
try:
ls=LabeledSystem(f)
ls = LabeledSystem(f)
except:
print(f)
if len(ls)>0:
if len(ls) > 0:
ms.append(ls)

ms.to_deepmd_raw('deepmd')
ms.to_deepmd_npy('deepmd')
ms.to_deepmd_raw("deepmd")
ms.to_deepmd_npy("deepmd")
```

## Access data
These properties stored in `System` and `LabeledSystem` can be accessed by operator `[]` with the key of the property supplied, for example
```python
coords = d_outcar['coords']
coords = d_outcar["coords"]
```
Available properties are (nframe: number of frames in the system, natoms: total number of atoms in the system)

Expand All @@ -163,61 +170,74 @@ Available properties are (nframe: number of frames in the system, natoms: total
## Dump data
The data stored in `System` or `LabeledSystem` can be dumped in 'lammps/lmp' or 'vasp/poscar' format, for example:
```python
d_outcar.to('lammps/lmp', 'conf.lmp', frame_idx=0)
d_outcar.to("lammps/lmp", "conf.lmp", frame_idx=0)
```
The first frames of `d_outcar` will be dumped to 'conf.lmp'
```python
d_outcar.to('vasp/poscar', 'POSCAR', frame_idx=-1)
d_outcar.to("vasp/poscar", "POSCAR", frame_idx=-1)
```
The last frames of `d_outcar` will be dumped to 'POSCAR'.

The data stored in `LabeledSystem` can be dumped to deepmd-kit raw format, for example
```python
d_outcar.to('deepmd/raw', 'dpmd_raw')
d_outcar.to("deepmd/raw", "dpmd_raw")
```
Or a simpler command:
```python
dpdata.LabeledSystem('OUTCAR').to('deepmd/raw', 'dpmd_raw')
dpdata.LabeledSystem("OUTCAR").to("deepmd/raw", "dpmd_raw")
```
Frame selection can be implemented by
```python
dpdata.LabeledSystem('OUTCAR').sub_system([0,-1]).to('deepmd/raw', 'dpmd_raw')
dpdata.LabeledSystem("OUTCAR").sub_system([0, -1]).to("deepmd/raw", "dpmd_raw")
```
by which only the first and last frames are dumped to `dpmd_raw`.


## replicate
dpdata will create a super cell of the current atom configuration.
```python
dpdata.System('./POSCAR').replicate((1,2,3,) )
dpdata.System("./POSCAR").replicate(
(
1,
2,
3,
)
)
```
tuple(1,2,3) means don't copy atom configuration in x direction, make 2 copys in y direction, make 3 copys in z direction.


## perturb
By the following example, each frame of the original system (`dpdata.System('./POSCAR')`) is perturbed to generate three new frames. For each frame, the cell is perturbed by 5% and the atom positions are perturbed by 0.6 Angstrom. `atom_pert_style` indicates that the perturbation to the atom positions is subject to normal distribution. Other available options to `atom_pert_style` are`uniform` (uniform in a ball), and `const` (uniform on a sphere).
```python
perturbed_system = dpdata.System('./POSCAR').perturb(pert_num=3,
perturbed_system = dpdata.System("./POSCAR").perturb(
pert_num=3,
cell_pert_fraction=0.05,
atom_pert_distance=0.6,
atom_pert_style='normal')
atom_pert_style="normal",
)
print(perturbed_system.data)
```

## replace
By the following example, Random 8 Hf atoms in the system will be replaced by Zr atoms with the atom postion unchanged.
```python
s=dpdata.System('tests/poscars/POSCAR.P42nmc',fmt='vasp/poscar')
s.replace('Hf', 'Zr', 8)
s.to_vasp_poscar('POSCAR.P42nmc.replace')
s = dpdata.System("tests/poscars/POSCAR.P42nmc", fmt="vasp/poscar")
s.replace("Hf", "Zr", 8)
s.to_vasp_poscar("POSCAR.P42nmc.replace")
```

# BondOrderSystem
A new class `BondOrderSystem` which inherits from class `System` is introduced in dpdata. This new class contains information of chemical bonds and formal charges (stored in `BondOrderSystem.data['bonds']`, `BondOrderSystem.data['formal_charges']`). Now BondOrderSystem can only read from .mol/.sdf formats, because of its dependency on rdkit (which means rdkit must be installed if you want to use this function). Other formats, such as pdb, must be converted to .mol/.sdf format (maybe with software like open babel).
```python
import dpdata
system_1 = dpdata.BondOrderSystem("tests/bond_order/CH3OH.mol", fmt="mol") # read from .mol file
system_2 = dpdata.BondOrderSystem("tests/bond_order/methane.sdf", fmt="sdf") # read from .sdf file

system_1 = dpdata.BondOrderSystem(
"tests/bond_order/CH3OH.mol", fmt="mol"
) # read from .mol file
system_2 = dpdata.BondOrderSystem(
"tests/bond_order/methane.sdf", fmt="sdf"
) # read from .sdf file
```
In sdf file, all molecules must be of the same topology (i.e. conformers of the same molecular configuration).
`BondOrderSystem` also supports initialize from a `rdkit.Chem.rdchem.Mol` object directly.
Expand All @@ -244,16 +264,16 @@ According to our test, our sanitization procedure can successfully read 4852 sma
import dpdata

for sdf_file in glob.glob("bond_order/refined-set-ligands/obabel/*sdf"):
syst = dpdata.BondOrderSystem(sdf_file, sanitize_level='high', verbose=False)
syst = dpdata.BondOrderSystem(sdf_file, sanitize_level="high", verbose=False)
```
## Formal Charge Assignment
BondOrderSystem implement a method to assign formal charge for each atom based on the 8-electron rule (see below). Note that it only supports common elements in bio-system: B,C,N,O,P,S,As
```python
import dpdata

syst = dpdata.BondOrderSystem("tests/bond_order/CH3NH3+.mol", fmt='mol')
print(syst.get_formal_charges()) # return the formal charge on each atom
print(syst.get_charge()) # return the total charge of the system
syst = dpdata.BondOrderSystem("tests/bond_order/CH3NH3+.mol", fmt="mol")
print(syst.get_formal_charges()) # return the formal charge on each atom
print(syst.get_charge()) # return the total charge of the system
```

If a valence of 3 is detected on carbon, the formal charge will be assigned to -1. Because for most cases (in alkynyl anion, isonitrile, cyclopentadienyl anion), the formal charge on 3-valence carbon is -1, and this is also consisent with the 8-electron rule.
Expand Down