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Description
Install necessary dependencies
!pip install ase
!pip install matplotlib
!pip install h5py
Upload the Py4Vasp ZIP file
from google.colab import files
uploaded = files.upload()
import zipfile
import os
Unzip the uploaded file
for filename in uploaded.keys():
if filename.endswith('.zip'):
with zipfile.ZipFile(filename, 'r') as zip_ref:
zip_ref.extractall(".")
Change directory to the unzipped folder
unzipped_folder = filename.replace('.zip', '')
os.chdir(unzipped_folder)
Install Py4Vasp
!pip install .
Upload VASP output files
uploaded = files.upload()
for filename in uploaded.keys():
if filename.endswith('.zip'):
with zipfile.ZipFile(filename, 'r') as zip_ref:
zip_ref.extractall(".")
Load and analyze VASP results
import py4vasp
import matplotlib.pyplot as plt
Specify the path to your VASP output files
output_path = "./your_vasp_output_directory" # Replace with the actual path
Load VASP calculation results from the specified directory
calc = py4vasp.Calculation.from_path(output_path)
Read and plot the band structure
band_structure = calc.band_structure.read()
band_structure.plot()
plt.title("Band Structure of Perovskite Solar Cell")
plt.xlabel("Wave Vector")
plt.ylabel("Energy (eV)")
plt.show()
Read and plot the density of states (DOS)
dos = calc.dos.read()
dos.plot()
plt.title("Density of States (DOS) of Perovskite Solar Cell")
plt.xlabel("Energy (eV)")
plt.ylabel("DOS (states/eV)")
plt.show()
Extract additional information if needed
projected_dos = calc.dos.project("O") # Example for projecting onto oxygen atoms
projected_dos.plot()
plt.title("Projected DOS on Oxygen Atoms")
plt.xlabel("Energy (eV)")
plt.ylabel("DOS (states/eV)")
plt.show()
Analyze other properties like total energy, forces, etc.
energy = calc.energy.read()
print(f"Total Energy: {energy} eV")
forces = calc.forces.read()
print(f"Forces on atoms:\n{forces}")
You can also visualize the structure
structure = calc.structure.read()
structure.plot()
plt.title("Perovskite Solar Cell Structure")
plt.show()