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Browse files- app.py +82 -0
- requirements.txt +4 -0
app.py
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import gradio as gr
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from pymatgen.ext.matproj import MPRester
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from pymatgen.analysis.phase_diagram import PhaseDiagram, PDPlotter
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from pymatgen.core.composition import Composition
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import plotly.graph_objs as go
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import os
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MATERIALS_PROJECT_API_KEY = os.getenv('MATERIALS_PROJECT_API_KEY')
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def create_phase_diagram(elements, max_e_above_hull, color_scheme, plot_style, functional, finite_temp):
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# Split elements and remove any whitespace
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element_list = [el.strip() for el in elements.split('-')]
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with MPRester(MATERIALS_PROJECT_API_KEY) as m:
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# Fetch all entries from the Materials Project database
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entries = m.get_entries_in_chemsys(element_list, compatible_only=True, inc_structure='final')
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# Fetch elemental entries (they are usually GGA calculations)
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elemental_entries = m.get_entries_in_chemsys(element_list, compatible_only=True, inc_structure='final')
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elemental_entries = [e for e in elemental_entries if e.composition.is_element]
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# Filter entries based on functional
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if functional == "GGA":
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entries = [e for e in entries if not e.parameters.get("run_type", "").startswith("GGA+U")]
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elif functional == "GGA+U":
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entries = [e for e in entries if e.parameters.get("run_type", "").startswith("GGA+U")]
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# Add elemental entries to ensure they are included
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entries.extend([e for e in elemental_entries if e not in entries])
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# Build the phase diagram
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try:
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phase_diagram = PhaseDiagram(entries)
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except ValueError as e:
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return go.Figure().add_annotation(text=str(e))
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# Generate plotly figure
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if plot_style == "2D":
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plotter = PDPlotter(phase_diagram, show_unstable=True, backend="plotly")
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fig = plotter.get_plot()
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else:
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# For 3D plots, limit to ternary systems
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if len(element_list) == 3:
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plotter = PDPlotter(phase_diagram, show_unstable=True, backend="plotly", ternary_style='3d')
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fig = plotter.get_plot()
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else:
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return go.Figure().add_annotation(text="3D plots are only available for ternary systems.")
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# Adjust the maximum energy above hull
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# (This is a placeholder as PDPlotter does not support direct filtering)
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# Return the figure
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return fig
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# Define Gradio interface components
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elements_input = gr.Textbox(label="Elements (e.g., 'Li-Fe-O')", placeholder="Enter elements separated by '-'",
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value="Li-Fe-O")
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max_e_above_hull_slider = gr.Slider(minimum=0, maximum=1, value=0.1, label="Maximum Energy Above Hull (eV)")
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color_scheme_dropdown = gr.Dropdown(choices=["Energy Above Hull", "Formation Energy"], label="Color Scheme")
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plot_style_dropdown = gr.Dropdown(choices=["2D", "3D"], label="Plot Style")
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functional_dropdown = gr.Dropdown(choices=["GGA", "GGA+U", "Both"], label="Functional")
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finite_temp_toggle = gr.Checkbox(label="Enable Finite Temperature Estimation")
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# Create Gradio interface
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iface = gr.Interface(
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fn=create_phase_diagram,
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inputs=[
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elements_input,
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max_e_above_hull_slider,
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color_scheme_dropdown,
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plot_style_dropdown,
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functional_dropdown,
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finite_temp_toggle
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],
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outputs=gr.Plot(label="Phase Diagram"),
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title="Materials Project Phase Diagram",
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description="Generate a phase diagram for a set of elements using Materials Project data."
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)
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# Launch the app
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iface.launch()
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requirements.txt
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@@ -0,0 +1,4 @@
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plotly
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pymatgen
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gradio
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datasets
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