|
2 | 2 |
|
3 | 3 | from __future__ import annotations |
4 | 4 |
|
5 | | -from functools import cached_property |
6 | | -from typing import TYPE_CHECKING |
7 | | - |
8 | | -import numpy as np |
9 | 5 | from pydantic import ( |
10 | | - BaseModel, |
11 | 6 | Field, |
12 | 7 | field_validator, |
13 | 8 | ) |
14 | 9 | from pymatgen.analysis.elasticity import ElasticTensor |
15 | | -from pymatgen.core import Element, Structure |
16 | 10 |
|
17 | 11 | from emmet.core.elasticity import ( |
18 | 12 | BulkModulus, |
19 | 13 | ElasticityDoc, |
20 | 14 | ElasticTensorDoc, |
21 | 15 | ShearModulus, |
22 | 16 | ) |
23 | | -from emmet.core.math import Matrix3D, Vector3D, Vector6D, matrix_3x3_to_voigt |
24 | | -from emmet.core.structure import StructureMetadata |
25 | | -from emmet.core.tasks import TaskDoc |
26 | | -from emmet.core.types.pymatgen_types.composition_adapter import CompositionType |
27 | | -from emmet.core.types.pymatgen_types.element_adapter import ElementType |
28 | 17 | from emmet.core.types.pymatgen_types.structure_adapter import StructureType |
29 | | -from emmet.core.types.typing import IdentifierType |
30 | | -from emmet.core.vasp.calc_types import RunType as VaspRunType |
31 | | - |
32 | | -if TYPE_CHECKING: |
33 | | - |
34 | | - from typing_extensions import Self |
35 | 18 |
|
36 | 19 |
|
37 | 20 | class MLDoc(ElasticityDoc): |
@@ -134,347 +117,3 @@ def shear_vrh_no_suffix(cls, new_key, values): |
134 | 117 | """Map field shear_modulus_vrh to shear_modulus.""" |
135 | 118 | val = values.get("shear_modulus_vrh", new_key) |
136 | 119 | return ShearModulus(vrh=val) |
137 | | - |
138 | | - |
139 | | -class MLTrainDoc(StructureMetadata, extra="allow"): # type: ignore[call-arg] |
140 | | - """Generic schema for ML training data.""" |
141 | | - |
142 | | - cell: Matrix3D | None = Field( |
143 | | - None, |
144 | | - description="The 3x3 matrix of cell/lattice vectors, such that a is the first row, b the second, and c the third.", |
145 | | - ) |
146 | | - |
147 | | - atomic_numbers: list[int] | None = Field( |
148 | | - None, |
149 | | - description="The list of proton numbers at each site. Should be the same length as `cart_coords`", |
150 | | - ) |
151 | | - |
152 | | - cart_coords: list[Vector3D] | None = Field( |
153 | | - None, |
154 | | - description="The list of Cartesian coordinates of each atom. Should be the same length as `atomic_numbers`.", |
155 | | - ) |
156 | | - |
157 | | - magmoms: list[float] | None = Field( |
158 | | - None, description="The list of on-site magnetic moments." |
159 | | - ) |
160 | | - |
161 | | - energy: float | None = Field( |
162 | | - None, description="The total energy associated with this structure." |
163 | | - ) |
164 | | - |
165 | | - forces: list[Vector3D] | None = Field( |
166 | | - None, |
167 | | - description="The interatomic forces corresponding to each site in the structure.", |
168 | | - ) |
169 | | - |
170 | | - abs_forces: list[float] | None = Field( |
171 | | - None, description="The magnitude of the interatomic force on each site." |
172 | | - ) |
173 | | - |
174 | | - stress: Vector6D | None = Field( |
175 | | - None, |
176 | | - description="The components of the symmetric stress tensor in Voigt notation (xx, yy, zz, yz, xz, xy).", |
177 | | - ) |
178 | | - |
179 | | - stress_matrix: Matrix3D | None = Field( |
180 | | - None, |
181 | | - description="The 3x3 stress tensor. Use this if the tensor is unphysically non-symmetric.", |
182 | | - ) |
183 | | - |
184 | | - bandgap: float | None = Field(None, description="The final DFT bandgap.") |
185 | | - |
186 | | - elements: list[ElementType] | None = Field( |
187 | | - None, |
188 | | - description="List of unique elements in the material sorted alphabetically.", |
189 | | - ) |
190 | | - |
191 | | - composition: CompositionType | None = Field( |
192 | | - None, description="Full composition for the material." |
193 | | - ) |
194 | | - |
195 | | - composition_reduced: CompositionType | None = Field( |
196 | | - None, |
197 | | - title="Reduced Composition", |
198 | | - description="Simplified representation of the composition.", |
199 | | - ) |
200 | | - |
201 | | - functional: VaspRunType | None = Field( |
202 | | - None, description="The approximate functional used to generate this entry." |
203 | | - ) |
204 | | - |
205 | | - bader_charges: list[float] | None = Field( |
206 | | - None, description="Bader charges on each site of the structure." |
207 | | - ) |
208 | | - bader_magmoms: list[float] | None = Field( |
209 | | - None, |
210 | | - description="Bader on-site magnetic moments for each site of the structure.", |
211 | | - ) |
212 | | - |
213 | | - @cached_property |
214 | | - def structure(self) -> Structure: |
215 | | - """Get the structure associated with this entry.""" |
216 | | - site_props = {"magmom": self.magmoms} if self.magmoms else None |
217 | | - return Structure( |
218 | | - np.array(self.cell), |
219 | | - [Element.from_Z(z) for z in self.atomic_numbers], # type: ignore[union-attr] |
220 | | - self.cart_coords, # type: ignore[arg-type] |
221 | | - coords_are_cartesian=True, |
222 | | - site_properties=site_props, |
223 | | - ) |
224 | | - |
225 | | - @classmethod |
226 | | - def from_structure( |
227 | | - cls, |
228 | | - meta_structure: Structure, |
229 | | - fields: list[str] | None = None, |
230 | | - **kwargs, |
231 | | - ) -> Self: |
232 | | - """ |
233 | | - Create an ML training document from an ordered structure and fields. |
234 | | -
|
235 | | - This method mostly exists to ensure that the structure field is |
236 | | - set because `meta_structure` does not populate it automatically. |
237 | | -
|
238 | | - Parameters |
239 | | - ----------- |
240 | | - meta_structure : Structure |
241 | | - An ordered structure |
242 | | - fields : list of str or None |
243 | | - Additional fields in the document to populate |
244 | | - **kwargs |
245 | | - Any other fields / constructor kwargs |
246 | | - """ |
247 | | - if not meta_structure.is_ordered: |
248 | | - raise ValueError( |
249 | | - f"{cls.__name__} only supports ordered structures at this time." |
250 | | - ) |
251 | | - |
252 | | - if (forces := kwargs.get("forces")) is not None and kwargs.get( |
253 | | - "abs_forces" |
254 | | - ) is None: |
255 | | - kwargs["abs_forces"] = [np.linalg.norm(f) for f in forces] |
256 | | - |
257 | | - if magmoms := meta_structure.site_properties.get("magmom"): |
258 | | - kwargs["magmoms"] = magmoms |
259 | | - |
260 | | - return super().from_structure( |
261 | | - meta_structure=meta_structure, |
262 | | - fields=fields, |
263 | | - cell=meta_structure.lattice.matrix, |
264 | | - atomic_numbers=[site.specie.Z for site in meta_structure], |
265 | | - cart_coords=meta_structure.cart_coords, |
266 | | - **kwargs, |
267 | | - ) |
268 | | - |
269 | | - @classmethod |
270 | | - def from_task_doc( |
271 | | - cls, |
272 | | - task_doc: TaskDoc, |
273 | | - **kwargs, |
274 | | - ) -> list[Self]: |
275 | | - """Create a list of ML training documents from the ionic steps in a TaskDoc. |
276 | | -
|
277 | | - Parameters |
278 | | - ----------- |
279 | | - task_doc : TaskDoc |
280 | | - **kwargs |
281 | | - Any kwargs to pass to `from_structure`. |
282 | | - """ |
283 | | - entries = [] |
284 | | - |
285 | | - for cr in task_doc.calcs_reversed[::-1]: |
286 | | - nion = len(cr.output.ionic_steps) |
287 | | - |
288 | | - for iion, ionic_step in enumerate(cr.output.ionic_steps): |
289 | | - structure = Structure.from_dict(ionic_step.structure.as_dict()) |
290 | | - # these are fields that should only be set on the final frame of a calculation |
291 | | - # also patch in magmoms because of how Calculation works |
292 | | - last_step_kwargs = {} |
293 | | - if iion == nion - 1: |
294 | | - if magmom := cr.output.structure.site_properties.get("magmom"): |
295 | | - structure.add_site_property("magmom", magmom) |
296 | | - last_step_kwargs["bandgap"] = cr.output.bandgap |
297 | | - if bader_analysis := cr.bader: |
298 | | - for bk in ( |
299 | | - "charge", |
300 | | - "magmom", |
301 | | - ): |
302 | | - last_step_kwargs[f"bader_{bk}s"] = bader_analysis[bk] |
303 | | - |
304 | | - if (_st := ionic_step.stress) is not None: |
305 | | - st = np.array(_st) |
306 | | - if np.allclose(st, st.T, rtol=1e-8): |
307 | | - # Stress tensor is symmetric |
308 | | - last_step_kwargs["stress"] = matrix_3x3_to_voigt(_st) |
309 | | - else: |
310 | | - # Stress tensor is non-symmetric |
311 | | - last_step_kwargs["stress_matrix"] = _st |
312 | | - |
313 | | - entries.append( |
314 | | - cls.from_structure( |
315 | | - meta_structure=structure, |
316 | | - energy=ionic_step.e_0_energy, |
317 | | - forces=ionic_step.forces, |
318 | | - functional=cr.run_type, |
319 | | - **last_step_kwargs, |
320 | | - **kwargs, |
321 | | - ) |
322 | | - ) |
323 | | - return entries |
324 | | - |
325 | | - @cached_property |
326 | | - def to_ase_atoms(self): |
327 | | - """Vestigial functionality to convert to ASE atoms. |
328 | | -
|
329 | | - NB: pymatgen depends on ASE optionally so this |
330 | | - may...be...OK to include here? |
331 | | -
|
332 | | - Can cut this as needed. |
333 | | - """ |
334 | | - |
335 | | - try: |
336 | | - from ase.calculators.singlepoint import SinglePointCalculator |
337 | | - from ase import Atoms |
338 | | - except ImportError: |
339 | | - raise ImportError( |
340 | | - "You must `pip install ase` to use the atoms functionality here!" |
341 | | - ) |
342 | | - |
343 | | - atoms = Atoms( |
344 | | - positions=self.cart_coords, |
345 | | - numbers=self.atomic_numbers, |
346 | | - cell=self.cell, |
347 | | - ) |
348 | | - calc = SinglePointCalculator( |
349 | | - atoms, |
350 | | - **{ |
351 | | - k: getattr(self, k, None) |
352 | | - for k in {"energy", "forces", "stress", "magmoms"} |
353 | | - }, |
354 | | - ) |
355 | | - atoms.calc = calc |
356 | | - return atoms |
357 | | - |
358 | | - |
359 | | -class MatPESProvenanceDoc(BaseModel): |
360 | | - """Information regarding the origins of a MatPES structure.""" |
361 | | - |
362 | | - original_mp_id: IdentifierType | None = Field( |
363 | | - None, |
364 | | - description="MP identifier corresponding to the Materials Project structure from which this entry was sourced from.", |
365 | | - ) |
366 | | - materials_project_version: str | None = Field( |
367 | | - None, |
368 | | - description="The version of the Materials Project from which the struture was sourced.", |
369 | | - ) |
370 | | - md_ensemble: str | None = Field( |
371 | | - None, |
372 | | - description="The molecular dynamics ensemble used to generate this structure.", |
373 | | - ) |
374 | | - md_temperature: float | None = Field( |
375 | | - None, |
376 | | - description="If a float, the temperature in Kelvin at which MLMD was performed.", |
377 | | - ) |
378 | | - md_pressure: float | None = Field( |
379 | | - None, |
380 | | - description="If a float, the pressure in atmosphere at which MLMD was performed.", |
381 | | - ) |
382 | | - md_step: int | None = Field( |
383 | | - None, |
384 | | - description="The step in the MD simulation from which the structure was sampled.", |
385 | | - ) |
386 | | - mlip_name: str | None = Field( |
387 | | - None, description="The name of the ML potential used to perform MLMD." |
388 | | - ) |
389 | | - |
390 | | - |
391 | | -class MatPESTrainDoc(MLTrainDoc): |
392 | | - """ |
393 | | - Schema for VASP data in the Materials Potential Energy Surface (MatPES) effort. |
394 | | -
|
395 | | - This schema is used in the data entries for MatPES v2025.1, |
396 | | - which can be downloaded either: |
397 | | - - On [MPContribs](https://materialsproject-contribs.s3.amazonaws.com/index.html#MatPES_2025_1/) |
398 | | - - or on [the site] |
399 | | - """ |
400 | | - |
401 | | - matpes_id: str | None = Field(None, description="MatPES identifier.") |
402 | | - |
403 | | - formation_energy_per_atom: float | None = Field( |
404 | | - None, |
405 | | - description="The uncorrected formation enthalpy per atom at zero pressure and temperature.", |
406 | | - ) |
407 | | - cohesive_energy_per_atom: float | None = Field( |
408 | | - None, description="The uncorrected cohesive energy per atom." |
409 | | - ) |
410 | | - |
411 | | - provenance: MatPESProvenanceDoc | None = Field( |
412 | | - None, description="Information about the provenance of the structure." |
413 | | - ) |
414 | | - |
415 | | - @property |
416 | | - def pressure(self) -> float | None: |
417 | | - """Return the pressure from the DFT stress tensor.""" |
418 | | - return sum(self.stress[:3]) / 3.0 if self.stress else None |
419 | | - |
420 | | - |
421 | | -class MPtrjProvenance(BaseModel): |
422 | | - """Metadata for MPtrj entries.""" |
423 | | - |
424 | | - material_id: IdentifierType | None = Field( |
425 | | - None, description="The Materials Project (summary) ID for this material." |
426 | | - ) |
427 | | - task_id: IdentifierType | None = Field( |
428 | | - None, description="The Materials Project (summary) ID for this material." |
429 | | - ) |
430 | | - calcs_reversed_index: int | None = Field( |
431 | | - None, description="The index of the reversed calculations, if applicable." |
432 | | - ) |
433 | | - ionic_step_index: int | None = Field( |
434 | | - None, description="The index of the ionic step, if applicable." |
435 | | - ) |
436 | | - |
437 | | - |
438 | | -class MPtrjTrainDoc(MLTrainDoc): |
439 | | - """Schematize MPtrj data.""" |
440 | | - |
441 | | - energy: float | None = Field( |
442 | | - None, description="The total uncorrected energy associated with this structure." |
443 | | - ) |
444 | | - |
445 | | - cohesive_energy_per_atom: float | None = Field( |
446 | | - None, description="The uncorrected cohesive energy per atom of this material." |
447 | | - ) |
448 | | - |
449 | | - corrected_cohesive_energy_per_atom: float | None = Field( |
450 | | - None, |
451 | | - description=( |
452 | | - "The corrected cohesive energy per atom of this material, " |
453 | | - "using the Materials Project GGA / GGA+U mixing scheme." |
454 | | - ), |
455 | | - ) |
456 | | - |
457 | | - provenance: MPtrjProvenance | None = Field( |
458 | | - None, description="Metadata for this frame." |
459 | | - ) |
460 | | - |
461 | | - |
462 | | -class MPAloeTrainDoc(MatPESTrainDoc): |
463 | | - """Schematize MP-ALOE data.""" |
464 | | - |
465 | | - mp_aloe_id: str | None = Field( |
466 | | - None, description="The identifier of this entry in MP-ALOE." |
467 | | - ) |
468 | | - ionic_step_number: int | None = Field( |
469 | | - None, description="The ionic step index of this frame." |
470 | | - ) |
471 | | - prototype_number: int | None = Field( |
472 | | - None, description="The index of the prototype structure used in generation." |
473 | | - ) |
474 | | - is_charge_balanced: bool | None = Field( |
475 | | - None, description="Whether the structure is likely charge balanced." |
476 | | - ) |
477 | | - has_overlapping_pseudo_cores: bool | None = Field( |
478 | | - None, |
479 | | - description="Whether the pseudopotential cores overlap for at least one set of nearest neighbors.", |
480 | | - ) |
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