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| from mp_api.client import MPRester | |
| import pymatgen.core as mp | |
| import gradio as gr | |
| from typing import Literal | |
| import os | |
| mpr = MPRester(os.getenv("MP_API_KEY")) | |
| available_fields = ['nsites', 'elements', 'nelements', 'composition', 'composition_reduced', 'formula_pretty', 'formula_anonymous', 'chemsys', 'volume', 'density', 'density_atomic', 'symmetry', 'property_name', 'material_id', 'structure', 'task_ids', 'uncorrected_energy_per_atom', 'energy_per_atom', 'formation_energy_per_atom', 'energy_above_hull', 'is_stable', 'equilibrium_reaction_energy_per_atom', 'decomposes_to', 'xas', 'grain_boundaries', 'band_gap', 'cbm', 'vbm', 'efermi', 'is_gap_direct', 'is_metal', 'bandstructure', 'dos', 'dos_energy_up', 'dos_energy_down', 'is_magnetic', 'ordering', 'total_magnetization', 'total_magnetization_normalized_vol', 'total_magnetization_normalized_formula_units', 'num_magnetic_sites', 'num_unique_magnetic_sites', 'types_of_magnetic_species', 'bulk_modulus', 'shear_modulus', 'universal_anisotropy', 'homogeneous_poisson', 'e_total', 'e_ionic', 'e_electronic', 'n', 'e_ij_max', 'weighted_surface_energy_EV_PER_ANG2', 'weighted_surface_energy', 'weighted_work_function', 'surface_anisotropy', 'shape_factor', 'has_reconstructed'] | |
| def material_property_search(formula:str=None, elements: list[str]=None, num_sites_min:int=None, num_sites_max:int=None, spacegroup_number:int=None, fields: list[available_fields] = available_fields): | |
| props = ['material_id','formula_pretty'] | |
| print(fields) | |
| search_params = {} | |
| if elements!="None": | |
| elements = elements.replace(',',' ').split(" ") | |
| search_params["elements"] = elements | |
| if formula!="None": | |
| search_params["formula"] = formula | |
| if spacegroup_number!=0: | |
| search_params["spacegroup_number"] = spacegroup_number | |
| if type(fields) == str: #list comprehension from string | |
| if fields[0] == '[' and fields[-1] == ']': | |
| fields = fields.strip('[]').replace(" ","").split("','") | |
| else: | |
| fields = [fields] | |
| props = list(dict.fromkeys(props+fields)) | |
| search_params["num_sites"] = (num_sites_min, num_sites_max) | |
| search_params["fields"] = props | |
| print(search_params) | |
| try: | |
| search=mpr.summary.search(**search_params) | |
| except: | |
| return "search failed" | |
| results = [] | |
| for i in search: | |
| a = i.__dict__ | |
| b = {} | |
| for j in props: | |
| b[j] = a[j] | |
| results.append(b) | |
| return results | |
| def structure_from_id(material_id): | |
| struc = mpr.get_structure_by_material_id(material_id) | |
| return print(struc) | |
| demo = gr.Interface( | |
| fn=material_property_search, | |
| inputs=[ | |
| gr.Textbox(label="Formula", value="None"), | |
| gr.Textbox(label="Elements", value="None"), | |
| gr.Number(label="Min Sites", value=0), | |
| gr.Number(label="Max Sites", value=100), | |
| gr.Number(label="Spacegroup Number", value=0), | |
| gr.CheckboxGroup(choices=list(available_fields), value=['material_id','formula_pretty','band_gap']) | |
| ], | |
| outputs=gr.JSON(), | |
| title="Materials Project Search", | |
| description="Search for materials by given parameters" | |
| ) | |
| if __name__ == "__main__": | |
| demo.launch(mcp_server=True, share=True) |