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9 changes: 9 additions & 0 deletions assets/applications/executables/espresso/pp.x.yml
Original file line number Diff line number Diff line change
Expand Up @@ -19,3 +19,12 @@ flavors:
- standard_output
applicationName: espresso
executableName: pp.x

pp_wfn:
input:
- name: pp_wfn.in
results: []
monitors:
- standard_output
applicationName: espresso
executableName: pp.x
25 changes: 25 additions & 0 deletions assets/applications/executables/python/python.yml
Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,7 @@ monitors:
results:
- file_content
- 'workflow:pyml_predict'
- potential_profile
flavors:
hello_world:
isDefault: true
Expand Down Expand Up @@ -34,6 +35,30 @@ flavors:
applicationName: python
executableName: python

extract_bands_fermi:
input:
- name: extract_bands_fermi.py
- name: requirements.txt
templateName: requirements_bands_fermi.txt
monitors:
- standard_output
applicationName: python
executableName: python

plot_wavefunction:
input:
- name: script.py
templateName: plot_wavefunction.py
- name: requirements.txt
templateName: requirements_plot_wavefunction.txt
results:
- potential_profile
- file_content
monitors:
- standard_output
applicationName: python
executableName: python

'generic:post_processing:plot:matplotlib':
input:
- name: plot.py
Expand Down
17 changes: 17 additions & 0 deletions assets/applications/input_files_templates/espresso/pp_wfn.j2.in
Original file line number Diff line number Diff line change
@@ -0,0 +1,17 @@
&INPUTPP
outdir = {% raw %}'{{ JOB_WORK_DIR }}/outdir'{% endraw %}
prefix = '__prefix__'
plot_num = 7,
kpoint = 1,
kband = {% raw %}{{ KBAND_VALUE }}{% endraw %},
lsign = .true.,
!spin_component = 1
/
&PLOT
iflag = 1, ! 1D line (not 2D plane)
fileout = 'wf_r.dat',
output_format = 0, ! gnuplot 1D
x0(1)=0.0, x0(2)=0.0, x0(3)=0.0, ! line origin (alat units)
e1(1)=0.0, e1(2)=0.0, e1(3)=1.0, ! direction along z (alat units)
nx = 200 ! samples along the line
/
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Check formatting for other pp files and match

Original file line number Diff line number Diff line change
@@ -0,0 +1,56 @@
# ---------------------------------------------------------------- #
# Extract band indices near Fermi energy from band_structure #
# This script expects fermi_energy and band_structure results #
# ---------------------------------------------------------------- #
import json

from munch import Munch
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Let's explain why this is needed and put a task to remove the use of it


# Data From Context
# -----------------
# fermi_energy: float (in eV) - from pw_scf result
# band_structure: Munch object with band energies - from pw_bands result

{% raw %}fermi_energy_value = {{ fermi_energy }}{% endraw %}
{% raw %}band_structure_data = {{ band_structure }}{% endraw %}

# Extract band energies at Gamma point (first k-point)
# band_structure format from QE parser:
# {
# "name": "band_structure",
# "xDataArray": [[kx, ky, kz], ...], # k-points
# "yDataSeries": [[e1_k1, e1_k2, ...], [e2_k1, e2_k2, ...], ...] # energies per band
# }
# yDataSeries[band_index][kpoint_index] = energy

# Get energies at first k-point (Gamma, index 0) for all bands
y_data = band_structure_data.get('yDataSeries', [])
band_energies = [band_data[0] for band_data in y_data] if y_data else []

# Find bands near Fermi energy (1-based indices as QE expects)
valence_bands = [(i + 1, e) for i, e in enumerate(band_energies) if e <= fermi_energy_value]
conduction_bands = [(i + 1, e) for i, e in enumerate(band_energies) if e > fermi_energy_value]

if valence_bands:
valence_index, valence_energy = max(valence_bands, key=lambda x: x[1])
else:
valence_index = 1
valence_energy = band_energies[0] if band_energies else 0.0

if conduction_bands:
conduction_index, conduction_energy = min(conduction_bands, key=lambda x: x[1])
else:
conduction_index = len(band_energies)
conduction_energy = band_energies[-1] if band_energies else 0.0

result = {
"band_below_fermi": valence_index,
"band_above_fermi": conduction_index,
"fermi_energy": fermi_energy_value,
"valence_energy": valence_energy,
"conduction_energy": conduction_energy,
"total_bands": len(band_energies)
}

# Print to STDOUT for subsequent assignment unit
print(json.dumps(result, indent=4))
Original file line number Diff line number Diff line change
@@ -0,0 +1,50 @@
# ---------------------------------------------------------------- #
# Generate wavefunction plot from pp.x output #
# Outputs potential_profile JSON to STDOUT for platform rendering #
# Also saves static PNG as fallback #
# ---------------------------------------------------------------- #

import json

import matplotlib
import numpy as np

matplotlib.use('Agg') # Non-interactive backend
import matplotlib.pyplot as plt

# Load wavefunction data from pp.x output
data = np.loadtxt('wf_r.dat')
z = data[:, 0]
psi_r = data[:, 1]

# Calculate wavefunction amplitude
psi_amplitude = np.abs(psi_r)

# Create static PNG plot
fig, ax = plt.subplots(figsize=(10, 6))
ax.plot(z, psi_amplitude, 'b-', linewidth=2)
ax.set_xlabel('Position z (Å)', fontsize=12)
ax.set_ylabel('Wavefunction amplitude |ψ| (a.u.)', fontsize=12)
ax.set_title('Wavefunction along z-axis', fontsize=14)
ax.grid(True, alpha=0.3)
plt.tight_layout()
plt.savefig('wf_r.png', dpi=150, bbox_inches='tight')
plt.close()

# Create potential_profile JSON for platform rendering
wavefunction_data = {
"name": "potential_profile",
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wavefunction_amplitude

"xAxis": {
"label": "Position",
"units": "angstrom"
},
"xDataArray": z.tolist(),
"yAxis": {
"label": "Wavefunction Amplitude",
"units": "a.u."
},
"yDataSeries": [psi_amplitude.tolist()]
}

# Print JSON to STDOUT (will be captured as potential_profile result)
print(json.dumps(wavefunction_data, indent=2))
Original file line number Diff line number Diff line change
@@ -0,0 +1,7 @@
# ------------------------------------------------------------------ #
# #
# Python package requirements for extract_bands_fermi unit #
# #
# ------------------------------------------------------------------ #

munch==2.5.0
Original file line number Diff line number Diff line change
@@ -0,0 +1,8 @@
# ------------------------------------------------------------------ #
# #
# Python package requirements for plot_wavefunction unit #
# #
# ------------------------------------------------------------------ #

numpy<2
matplotlib
6 changes: 6 additions & 0 deletions assets/applications/templates/espresso/pp.x.yml
Original file line number Diff line number Diff line change
Expand Up @@ -9,3 +9,9 @@
contextProviders: []
applicationName: espresso
executableName: pp.x

- content: !readFile 'input_files_templates/espresso/pp_wfn.j2.in'
name: pp_wfn.in
contextProviders: []
applicationName: espresso
executableName: pp.x
24 changes: 24 additions & 0 deletions assets/applications/templates/python/python.yml
Original file line number Diff line number Diff line change
Expand Up @@ -16,6 +16,12 @@
applicationName: python
executableName: python

- content: !readFile 'input_files_templates/python/espresso/requirements_bands_fermi.j2.txt'
name: requirements_bands_fermi.txt
contextProviders: []
applicationName: python
executableName: python

- content: !readFile 'input_files_templates/python/generic/post_processing:plot:matplotlib.pyi'
name: matplotlib_basic.py
contextProviders: []
Expand All @@ -28,6 +34,24 @@
applicationName: python
executableName: python

- content: !readFile 'input_files_templates/python/espresso/extract_bands_fermi.pyi'
name: extract_bands_fermi.py
contextProviders: []
applicationName: python
executableName: python

- content: !readFile 'input_files_templates/python/espresso/plot_wavefunction.pyi'
name: plot_wavefunction.py
contextProviders: []
applicationName: python
executableName: python

- content: !readFile 'input_files_templates/python/espresso/requirements_plot_wavefunction.j2.txt'
name: requirements_plot_wavefunction.txt
contextProviders: []
applicationName: python
executableName: python

- content: !readFile 'input_files_templates/python/espresso_extract_kpoints.pyi'
name: espresso_extract_kpoints.py
contextProviders: []
Expand Down
34 changes: 34 additions & 0 deletions assets/workflows/subworkflows/categories.yml
Original file line number Diff line number Diff line change
Expand Up @@ -30,6 +30,7 @@ categories:
- remove-all-results
- set-io-unit-filenames
- variable-cell_relaxation
- wfn_plot
application:
- espresso
- nwchem
Expand Down Expand Up @@ -198,6 +199,10 @@ entities:
categories:
- espresso
- python
- filename: espresso/extract_bands_fermi.json
categories:
- espresso
- python
- filename: espresso/fixed_cell_relaxation.json
categories:
- atomic_forces
Expand Down Expand Up @@ -292,10 +297,19 @@ entities:
- espresso
- phonon_dispersions
- phonon_dos
- filename: espresso/plot_wavefunction.json
categories:
- espresso
- file_content
- potential_profile
- python
- filename: espresso/post_processor.json
categories:
- espresso
- shell
- filename: espresso/pp_wfn.json
categories:
- espresso
- filename: espresso/pre_processor.json
categories:
- espresso
Expand Down Expand Up @@ -324,6 +338,18 @@ entities:
- total_energy
- total_energy_contributions
- total_force
- filename: espresso/total_energy_with_bands.json
categories:
- atomic_forces
- band_structure
- espresso
- fermi_energy
- pressure
- stress_tensor
- total_energy
- total_energy_contributions
- total_force
- wfn_plot
- filename: espresso/total_energy.json
categories:
- atomic_forces
Expand Down Expand Up @@ -367,6 +393,9 @@ entities:
- nwchem
- total_energy
- total_energy_contributions
- filename: python/extract_bands_fermi.json
categories:
- python
- filename: python/ml/classification_tail.json
categories:
- creates-predictions-csv-during-predict-phase
Expand All @@ -393,6 +422,11 @@ entities:
- pyml:workflow-type-setter
- python
- set-io-unit-filenames
- filename: python/plot_wavefunction.json
categories:
- file_content
- potential_profile
- python
- filename: python/python_script.json
categories:
- python
Expand Down
39 changes: 39 additions & 0 deletions assets/workflows/subworkflows/espresso/extract_bands_fermi.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,39 @@
# Note: This subworkflow extracts band indices near Fermi energy
# Expects fermi_energy and band_structure to be passed via unitConfigs
# Outputs: KBAND_VALUE_BELOW_EF, KBAND_VALUE_ABOVE_EF, and KBAND_VALUE (selected)
application:
name: python
version: 3.10.13
method:
name: UnknownMethod
model:
name: UnknownModel
name: Extract Bands Near Fermi
units:
- config:
execName: python
flavorName: extract_bands_fermi
name: extract_bands_fermi
flowchartId: extract-band-fermi
type: executionBuilder
- config:
name: Store Band Below EF
operand: KBAND_VALUE_BELOW_EF
value: "json.loads(STDOUT)['band_below_fermi']"
input:
- name: STDOUT
scope: extract-band-fermi
type: assignment
- config:
name: Store Band Above EF
operand: KBAND_VALUE_ABOVE_EF
value: "json.loads(STDOUT)['band_above_fermi']"
input:
- name: STDOUT
scope: extract-band-fermi
type: assignment
- config:
name: Select Band
operand: KBAND_VALUE
value: "KBAND_VALUE_BELOW_EF"
type: assignment
22 changes: 22 additions & 0 deletions assets/workflows/subworkflows/espresso/plot_wavefunction.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,22 @@
application:
name: python
version: 3.10.13
method:
name: UnknownMethod
model:
name: UnknownModel
name: Plot Wavefunction
properties:
- potential_profile
- file_content
units:
- config:
execName: python
flavorName: plot_wavefunction
name: plot WFN
results:
- name: potential_profile
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Remove

- name: file_content
basename: wf_r.png
filetype: image
type: executionBuilder
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