From 9a728db4e64f8d75445b4e8b92d7f88214b74af7 Mon Sep 17 00:00:00 2001 From: Jimmy Shen <14003693+jmmshn@users.noreply.github.com> Date: Thu, 22 Feb 2024 19:21:38 -0800 Subject: [PATCH] Sc back (#171) * working * working * working * working * working * pyrho * pyrho * data * pyrho * up_sample * up_sample * up_sample * up_sample * up_sample * update * update --- .github/workflows/testing.yml | 21 +- .pre-commit-config.yaml | 4 +- docs/source/content/defining-defects.ipynb | 13 +- pymatgen/analysis/defects/ccd.py | 13 +- .../analysis/defects/corrections/freysoldt.py | 4 +- pymatgen/analysis/defects/generators.py | 18 +- pymatgen/analysis/defects/plotting/optics.py | 12 +- pymatgen/analysis/defects/plotting/phases.py | 6 +- pymatgen/analysis/defects/supercells.py | 107 +- pymatgen/analysis/defects/thermo.py | 42 +- pymatgen/analysis/defects/utils.py | 2 +- pyproject.toml | 25 +- tests/test_files/LOCPOT_GaN_uc.gz | Bin 0 -> 2038863 bytes tests/test_files/Si-O_structs.json | 3680 +++++++++++++++++ tests/test_supercells.py | 30 + 15 files changed, 3906 insertions(+), 71 deletions(-) create mode 100644 tests/test_files/LOCPOT_GaN_uc.gz create mode 100644 tests/test_files/Si-O_structs.json diff --git a/.github/workflows/testing.yml b/.github/workflows/testing.yml index 279aa227..94dfc8f0 100644 --- a/.github/workflows/testing.yml +++ b/.github/workflows/testing.yml @@ -66,26 +66,6 @@ jobs: token: ${{ secrets.CODECOV_TOKEN }} file: ./coverage.xml - # figure out if it is possible to upload to testpypi - # deploy-test: - # runs-on: ubuntu-latest - # steps: - # - uses: actions/checkout@v3 - # - name: Set up Python - # uses: actions/setup-python@v4 - # with: - # python-version: '3.x' - # - name: Install dependencies - # run: | - # python -m pip install --upgrade pip - # pip install build - # - name: Build package - # run: python -m build - # - name: Publish package to TestPyPI - # uses: pypa/gh-action-pypi-publish@release/v1 - # with: - # password: ${{ secrets.TEST_PYPI_API_TOKEN }} - # repository-url: https://test.pypi.org/legacy/ docs: runs-on: ubuntu-latest @@ -107,6 +87,7 @@ jobs: - name: Install dependencies run: | + python -m pip install --upgrade pip pip install -e .[strict] pip install -e .[docs] - name: Build diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 26354f95..2c810b86 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -3,7 +3,7 @@ exclude: ^(tests) repos: - repo: https://github.com/astral-sh/ruff-pre-commit # Ruff version. - rev: v0.1.8 + rev: v0.2.2 hooks: # Run the linter. - id: ruff @@ -11,7 +11,7 @@ repos: # Run the formatter. - id: ruff-format - repo: https://github.com/pre-commit/mirrors-mypy - rev: v1.5.1 + rev: v1.8.0 hooks: - id: mypy files: ^pymatgen/ diff --git a/docs/source/content/defining-defects.ipynb b/docs/source/content/defining-defects.ipynb index d996c4c3..a5d1c297 100644 --- a/docs/source/content/defining-defects.ipynb +++ b/docs/source/content/defining-defects.ipynb @@ -222,8 +222,8 @@ "metadata": {}, "outputs": [], "source": [ - "#sc_struct_smaller = mg_ga_defect0.get_supercell_structure(max_atoms=100)\n", - "#sc_struct_smaller.num_sites" + "# sc_struct_smaller = mg_ga_defect0.get_supercell_structure(max_atoms=100)\n", + "# sc_struct_smaller.num_sites" ] }, { @@ -234,9 +234,9 @@ "\n", "Intersitial defects are usually hard to define due to a lack of reference points for the site.\n", "Extensive symmetry can be done to identifiy highly symmetric sites in the structure for interstitial insertion.\n", - "However, the recommended method to create interstitial defects is to use the `ChargeInterstitialGenerator` which analyzes the charge density to identify interstitial sites. The code snippet to generate the interstitial sites are given below.\n", + "However, the recommended method to create interstitial defects is to use the `ChargeInterstitialGenerator` which analyzes the charge density to identify interstitial sites. The code snippet to generate the interstitial sites is given below.\n", "\n", - "For more details, check out this [paper](https://www.nature.com/articles/s41524-020-00422-3)\n" + "For more details on how the intersitial site identification works, check out this [paper](https://www.nature.com/articles/s41524-020-00422-3)." ] }, { @@ -247,8 +247,11 @@ }, "outputs": [], "source": [ + "from pymatgen.analysis.defects.generators import (\n", + " ChargeInterstitialGenerator,\n", + " generate_all_native_defects,\n", + ")\n", "from pymatgen.io.vasp import Chgcar\n", - "from pymatgen.analysis.defects.generators import ChargeInterstitialGenerator, generate_all_native_defects\n", "\n", "chgcar = Chgcar.from_file(TEST_FILES / \"CHGCAR.Fe3O4.vasp\")\n", "cig = ChargeInterstitialGenerator()\n", diff --git a/pymatgen/analysis/defects/ccd.py b/pymatgen/analysis/defects/ccd.py index 01cc622e..9ffe926c 100644 --- a/pymatgen/analysis/defects/ccd.py +++ b/pymatgen/analysis/defects/ccd.py @@ -4,7 +4,7 @@ import logging from dataclasses import dataclass from itertools import groupby -from typing import TYPE_CHECKING, Optional, Sequence, Tuple +from typing import TYPE_CHECKING import numpy as np from monty.json import MSONable @@ -20,6 +20,7 @@ if TYPE_CHECKING: from ctypes import Structure from pathlib import Path + from typing import Optional, Sequence, Tuple import numpy.typing as npt from matplotlib.axes import Axes @@ -65,9 +66,9 @@ class HarmonicDefect(MSONable): charge_state: int ispin: int vrun: Optional[Vasprun] = None - distortions: Optional[list[float]] = None - structures: Optional[list[Structure]] = None - energies: Optional[list[float]] = None + distortions: Optional[Sequence[float]] = None + structures: Optional[Sequence[Structure]] = None + energies: Optional[Sequence[float]] = None defect_band: Optional[Sequence[tuple]] = None relaxed_index: Optional[int] = None relaxed_bandstructure: Optional[BandStructure] = None @@ -234,7 +235,7 @@ def _parse_vasprun(vasprun: Vasprun): omega=omega, charge_state=charge_state, ispin=ispin, - structures=structures, + structures=list(structures), distortions=distortions, energies=energies, defect_band=defect_band, @@ -313,7 +314,7 @@ def occupation(self, t: npt.ArrayLike | float) -> npt.ArrayLike: return 1.0 / (1 - np.exp(-self.omega_eV / KB * t)) def read_wswqs( - self, directory: Path, distortions: list[float] | None = None + self, directory: Path, distortions: Sequence[float] | None = None ) -> None: """Read the WSWQ files from a directory. diff --git a/pymatgen/analysis/defects/corrections/freysoldt.py b/pymatgen/analysis/defects/corrections/freysoldt.py index cb005d00..3cc43efb 100644 --- a/pymatgen/analysis/defects/corrections/freysoldt.py +++ b/pymatgen/analysis/defects/corrections/freysoldt.py @@ -412,8 +412,8 @@ def plot_plnr_avg(plot_data, title=None, saved=False, ax=None): ) ax.set_xlim(round(x[0]), round(x[-1])) - ymin = min(min(v_R), min(dft_diff), min(short_range)) - ymax = max(max(v_R), max(dft_diff), max(short_range)) + ymin = min(v_R + dft_diff + short_range) + ymax = max(v_R + dft_diff + short_range) ax.set_ylim(-0.2 + ymin, 0.2 + ymax) ax.set_xlabel(r"distance along axis ($\AA$)", fontsize=15) ax.set_ylabel("Potential (V)", fontsize=15) diff --git a/pymatgen/analysis/defects/generators.py b/pymatgen/analysis/defects/generators.py index faa702df..142c7160 100644 --- a/pymatgen/analysis/defects/generators.py +++ b/pymatgen/analysis/defects/generators.py @@ -21,6 +21,8 @@ from pymatgen.symmetry.analyzer import SpacegroupAnalyzer if TYPE_CHECKING: + from typing import Sequence + from pymatgen.analysis.defects.core import Defect from pymatgen.io.vasp import VolumetricData @@ -86,7 +88,10 @@ def __init__( self.angle_tolerance = angle_tolerance def generate( - self, structure: Structure, rm_species: list[str | Species] = None, **kwargs + self, + structure: Structure, + rm_species: list[str | Species] | None = None, + **kwargs, ) -> Generator[Vacancy, None, None]: """Generate a vacancy defects. @@ -254,9 +259,10 @@ def __init__(self, min_dist: float = 0.5) -> None: def generate( self, structure: Structure, - insertions: dict[str, list[list[float]]], - multiplicities: dict[str, list[int]] | None = None, - equivalent_positions: dict[str, list[list[list[float]]]] | None = None, + insertions: dict[str, Sequence[Sequence[float]]], + multiplicities: dict[str, Sequence[int]] | None = None, + equivalent_positions: dict[str, Sequence[Sequence[Sequence[float]]]] + | None = None, **kwargs, ) -> Generator[Interstitial, None, None]: """Generate interstitials. @@ -306,8 +312,8 @@ def generate( ) def _filter_colliding( - self, fcoords: list[list[float]], structure: Structure - ) -> Generator[tuple[int, list[float]], None, None]: + self, fcoords: Sequence[Sequence[float]], structure: Structure + ) -> Generator[tuple[int, Sequence[float]], None, None]: """Check the sites for collisions. Args: diff --git a/pymatgen/analysis/defects/plotting/optics.py b/pymatgen/analysis/defects/plotting/optics.py index 95fcc61f..683d2a93 100644 --- a/pymatgen/analysis/defects/plotting/optics.py +++ b/pymatgen/analysis/defects/plotting/optics.py @@ -27,9 +27,9 @@ def plot_optical_transitions( kpt_index: int = 0, band_window: int = 5, user_defect_band: tuple = tuple(), - other_defect_bands: list[int] = None, - ijdirs: list[tuple] = None, - shift_eig: dict[tuple, float] = None, + other_defect_bands: list[int] | None = None, + ijdirs: list[tuple] | None = None, + shift_eig: dict[tuple, float] | None = None, x0: float = 0, x_width: float = 2, ax=None, @@ -118,9 +118,9 @@ def get_bs_eigenvalues( defect: HarmonicDefect, kpt_index: int = 0, band_window: int = 5, - user_defect_band: tuple = None, - other_defect_bands: list[int] = None, - shift_eig: dict[tuple, float] = None, + user_defect_band: tuple | None = None, + other_defect_bands: list[int] | None = None, + shift_eig: dict[tuple, float] | None = None, ) -> dict[tuple, float]: """Read the eigenvalues from `HarmonicDefect.relaxed_bandstructure`. diff --git a/pymatgen/analysis/defects/plotting/phases.py b/pymatgen/analysis/defects/plotting/phases.py index a97c0664..94742fb6 100644 --- a/pymatgen/analysis/defects/plotting/phases.py +++ b/pymatgen/analysis/defects/plotting/phases.py @@ -90,8 +90,8 @@ def plot_chempot_2d( ) ax.add_patch(patch) - ax.set_xlabel(f"$\Delta\mu_{{{x_element}}}$ (eV)") - ax.set_ylabel(f"$\Delta\mu_{{{y_element}}}$ (eV)") + ax.set_xlabel(rf"$\Delta\mu_{{{x_element}}}$ (eV)") + ax.set_ylabel(rf"$\Delta\mu_{{{y_element}}}$ (eV)") ax.set_xlim(x_min - PLOT_PADDING, 0 + PLOT_PADDING) ax.set_ylim(y_min - PLOT_PADDING, 0 + PLOT_PADDING) if label_lines: @@ -102,7 +102,7 @@ def _convex_hull_2d( points: list[dict], x_element: Element, y_element: Element, - competing_phases: list = None, + competing_phases: list | None = None, ) -> list[dict]: """Compute the convex hull of a set of points in 2D. diff --git a/pymatgen/analysis/defects/supercells.py b/pymatgen/analysis/defects/supercells.py index 671ac855..d0bc4e93 100644 --- a/pymatgen/analysis/defects/supercells.py +++ b/pymatgen/analysis/defects/supercells.py @@ -6,14 +6,21 @@ import math from typing import TYPE_CHECKING +import numpy as np +from monty.dev import deprecated from pymatgen.analysis.structure_matcher import ElementComparator, StructureMatcher +from pymatgen.core import Lattice +from pymatgen.util.coord_cython import is_coord_subset_pbc, pbc_shortest_vectors +from pyrho.charge_density import ChargeDensity # from ase.build import find_optimal_cell_shape, get_deviation_from_optimal_cell_shape # from pymatgen.io.ase import AseAtomsAdaptor if TYPE_CHECKING: + import numpy.typing as npt from numpy.typing import ArrayLike, NDArray from pymatgen.core import Structure + from pymatgen.io.vasp.outputs import VolumetricData __author__ = "Jimmy-Xuan Shen" __copyright__ = "Copyright 2022, The Materials Project" @@ -58,12 +65,13 @@ def get_sc_fromstruct( return sc_mat -def get_matched_structure_mapping( +def get_matched_structure_mapping_old( uc_struct: Structure, sc_struct: Structure, sm: StructureMatcher | None = None ): """Get the mapping of the supercell to the unit cell. - Get the mapping from the supercell defect structure onto the base structure, + Get the mapping from the supercell structure onto the base structure, + Note: this only works for structures that are exactly matched. Args: uc_struct: host structure, smaller cell @@ -86,6 +94,38 @@ def get_matched_structure_mapping( return sc_m, total_t +@deprecated(message="This function was reworked in Feb 2024") +def get_matched_structure_mapping( + uc_struct: Structure, sc_struct: Structure, sm: StructureMatcher | None = None +): + """Get the mapping of the supercell to the unit cell. + + Get the mapping from the supercell structure onto the base structure, + Note: this only works for structures that are exactly matched. + + Args: + uc_struct: host structure, smaller cell + sc_struct: bigger cell + sm: StructureMatcher instance + Returns: + sc_m : supercell matrix to apply to s1 to get s2 + total_t : translation to apply on s1 * sc_m to get s2 + """ + if sm is None: + sm = StructureMatcher( + primitive_cell=False, comparator=ElementComparator(), attempt_supercell=True + ) + s1, s2 = sm._process_species([sc_struct.copy(), uc_struct.copy()]) + trans = sm.get_transformation(s1, s2) + if trans is None: + return None + sc, t, mapping = trans + temp = s2.copy().make_supercell(sc) + ii, jj = 0, mapping[0] + vec = np.round(sc_struct[ii].frac_coords - temp[jj].frac_coords) + return sc, t + vec + + def _cubic_cell( base_struct: Structure, min_atoms: int = 80, @@ -159,3 +199,66 @@ def _ase_cubic(base_structure, min_atoms: int = 80, max_atoms: int = 240): if min_dev[1] is None: raise RuntimeError("Could not find a cubic supercell") return min_dev[1] + + +def _avg_lat(l1, l2): + """Get the average lattice from two lattices.""" + params = (np.array(l1.parameters) + np.array(l2.parameters)) / 2 + return Lattice.from_parameters(*params) + + +def _lowest_dist(struct, ref_struct): + """For each site, return the lowest distance to any site in the reference structure.""" + avg_lat = _avg_lat(struct.lattice, ref_struct.lattice) + _, d_2 = pbc_shortest_vectors( + avg_lat, struct.frac_coords, ref_struct.frac_coords, return_d2=True + ) + return np.min(d_2, axis=1) + + +def get_closest_sc_mat( + uc_struct: Structure, + sc_struct: Structure, + sm: StructureMatcher | None = None, + debug: bool = False, +): + """Get the best guess for the supercell matrix that created this defect cell. + + Args: + uc_struct: unit cell structure, should be the host structure + sc_struct: supercell structure, should be the defect structure + sm: StructureMatcher instance, if None, one will be created with default settings + debug: bool, if True, return the full list of (distances, lattice, sc_mat) will + be returned + + Returns: + sc_mat: supercell matrix to apply to s1 to get s2 + dist: mean distance between the two structures + """ + if sm is None: + sm = StructureMatcher(primitive_cell=False, comparator=ElementComparator()) + + fu = int(np.round(sc_struct.lattice.volume / uc_struct.lattice.volume)) + candidate_lattices = tuple( + sm._get_lattices(sc_struct.lattice, uc_struct, supercell_size=fu) + ) + + def _get_mean_dist(lattice, sc_mat): + if ( + np.dot(np.cross(lattice.matrix[0], lattice.matrix[1]), lattice.matrix[2]) + < 0 + ): + return float("inf") + sc2 = uc_struct * sc_mat + return np.mean(_lowest_dist(sc2, sc_struct)) + + _, best_sc_mat = min(candidate_lattices, key=lambda x: _get_mean_dist(x[0], x[1])) + if debug: + return sorted( + [ + (_get_mean_dist(lat_, smat_), lat_, smat_) + for lat_, smat_ in candidate_lattices + ], + key=lambda x: x[0], + ) + return best_sc_mat diff --git a/pymatgen/analysis/defects/thermo.py b/pymatgen/analysis/defects/thermo.py index cf8cd898..4cf70a02 100644 --- a/pymatgen/analysis/defects/thermo.py +++ b/pymatgen/analysis/defects/thermo.py @@ -15,6 +15,7 @@ from pymatgen.analysis.defects.core import Defect, NamedDefect from pymatgen.analysis.defects.corrections.freysoldt import get_freysoldt_correction from pymatgen.analysis.defects.finder import DefectSiteFinder +from pymatgen.analysis.defects.supercells import get_closest_sc_mat from pymatgen.analysis.defects.utils import get_zfile, group_docs from pymatgen.analysis.phase_diagram import PhaseDiagram from pymatgen.analysis.structure_matcher import ElementComparator, StructureMatcher @@ -22,6 +23,7 @@ from pymatgen.electronic_structure.dos import FermiDos from pymatgen.entries.computed_entries import ComputedEntry from pymatgen.io.vasp import Locpot, Vasprun +from pyrho.charge_density import get_volumetric_like_sc from scipy.constants import value as _cd from scipy.optimize import bisect from scipy.spatial import ConvexHull @@ -877,10 +879,44 @@ def ensure_stable_bulk( stable_entry = ComputedEntry( entry.composition, pd.get_hull_energy(entry.composition) - threshold ) - pd = PhaseDiagram(pd.all_entries + [stable_entry]) + pd = PhaseDiagram([*pd.all_entries, stable_entry]) return pd +def get_sc_locpot( + uc_locpot: Locpot, + defect_locpot: Locpot, + up_sample: int = 2, + sm: StructureMatcher = None, +): + """Transform a unit cell locpot to be like a supercell locpot. + + This is useful in situations where the supercell bulk locpot is not available. + In these cases, we will have a bulk supercell structure that is most closely + related to the defect cell. + + Args: + uc_locpot: Locpot object for the unit cell. + defect_locpot: Locpot object for the defect supercell. + up_sample: upsample factor for the supercell locpot + sm: StructureMatcher to use for finding the transformation for UC to SC. + + Returns: + Locpot: Locpot object for the unit cell transformed to be like the supercell. + """ + sc_mat = get_closest_sc_mat(uc_locpot.structure, defect_locpot.structure) + bulk_sc = uc_locpot.structure * sc_mat + sc_locpot = get_volumetric_like_sc( + uc_locpot, + bulk_sc, + grid_out=defect_locpot.dim, + up_sample=up_sample, + sm=sm, + normalization=None, + ) + return sc_locpot + + def get_transitions( lines: list[tuple[float, float]], x_min: float, x_max: float ) -> list[tuple[float, float]]: @@ -1164,8 +1200,8 @@ def plot_formation_energy_diagrams( ) ) trans_y = trans[:, 1] - ymin = min(ymin, min(trans_y)) - ymax = max(ymax, max(trans_y)) + ymin = min(ymin, *trans_y) + ymax = max(ymax, *trans_y) dfct: Defect = single_fed.defect_entries[0].defect latexname = dfct.latex_name diff --git a/pymatgen/analysis/defects/utils.py b/pymatgen/analysis/defects/utils.py index 43e34cd3..524d96d0 100644 --- a/pymatgen/analysis/defects/utils.py +++ b/pymatgen/analysis/defects/utils.py @@ -904,7 +904,7 @@ def get_localized_states( def sort_positive_definite( list_in: list, ref1: Any, ref2: Any, dist: Callable -) -> tuple[list, list[float]]: +) -> tuple[tuple, tuple[float]]: """Sort a list where we can only compute a positive-definite distance. Sometimes, we can only compute a positive-definite distance between two objects. diff --git a/pyproject.toml b/pyproject.toml index 313561ce..96151e46 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,7 @@ [build-system] build-backend = "setuptools.build_meta" -requires = ["setuptools >= 42", "versioningit ~= 1.0", "wheel"] +requires = ["setuptools >= 60", "setuptools-scm>=8.0", "wheel"] + [project] authors = [{ name = "Jimmy-Xuan Shen", email = "jmmshn@gmail.com" }] @@ -18,7 +19,8 @@ classifiers = [ dependencies = [ "pymatgen", "scikit-image>=0.19.3", - "numpy" + "numpy", + "mp-pyrho>=0.4.4", ] description = "Pymatgen extension for defects analysis" dynamic = ["version"] @@ -37,9 +39,10 @@ docs = [ optional = ["pydefect>=0.6.2", "dscribe>=2.0.0", "numba"] strict = [ - "pymatgen==2023.10.11", + "pymatgen==2024.2.20", "dscribe==2.1.0", "scikit-image==0.22.0", + "mp-pyrho==0.4.4", ] tests = ["pytest==7.4.4", "pytest-cov==4.1.0", "nbmake==1.4.6"] @@ -57,10 +60,6 @@ repository = "https://github.com/materialsproject/pymatgen-analysis-defects" exclude = ["tests"] where = ["./"] -[tool.versioningit.vcs] -default-tag = "0.0.1" -method = "git" - [tool.mypy] ignore_missing_imports = true no_strict_optional = true @@ -103,6 +102,9 @@ line-length = 88 indent-width = 4 + +[tool.ruff.lint] +# Enable Pyflakes (`F`) and a subset of the pycodestyle (`E`). # By default, ruff only uses all "E" (pycodestyle) and "F" (pyflakes) rules. # Here we append to the defaults. select = [ @@ -130,9 +132,6 @@ select = [ # (ruff-specific) Enable all ruff-specific checks (i.e. not ports of # functionality from an existing linter). "RUF", - # (private member access) Flag access to `_`-prefixed symbols. By default the various special - # methods on `NamedTuple` are ignored (e.g. `_replace`). - "SLF001", # (flake8-type-checking) Auto-sort imports into TYPE_CHECKING blocks depending on whether # they are runtime or type-only imports. "TCH", @@ -145,14 +144,10 @@ select = [ # (invalid escape sequence) flag errant backslashes "W605", ] - -[tool.ruff.lint] -# Enable Pyflakes (`F`) and a subset of the pycodestyle (`E`). -select = ["E4", "E7", "E9", "F", "D", "I001", "TCH"] ignore = ["E203", "E501", "F401"] # Allow fix for all enabled rules (when `--fix`) is provided. -fixable = ["ALL", "TCH"] +fixable = ["ALL"] unfixable = [] # Allow unused variables when underscore-prefixed. diff --git a/tests/test_files/LOCPOT_GaN_uc.gz b/tests/test_files/LOCPOT_GaN_uc.gz new file mode 100644 index 0000000000000000000000000000000000000000..793f09586fba042b4bec4ec881b6eea19a3a592a GIT binary patch literal 2038863 zcmV)jK%u`MiwFoG(6VI!|4dIqP)}3O0S}_=ob>>|^)(|NZLU{Coa)|0~b2 z>*iPg>A%>2{pauD<^1=r|M=hj*FXK&fBnT@4gNFvU)BG^|7v@!oqqkis2^_q>woL7 z*Bm+j`+r@(f6W{9asO+NU-s{Enl;zCYF+>M4=JB3dG=CwFS^oNPOHutS8A~jp1X|i z%I>Z1G1|_}t|V?fckgZ4i+BDk*_EF2UU}9w+IJ=AW{v6t<$w7JqA-<54Y z-?evp%X8~Lf8{=VZey-;-ssO?rL4KyNIi}3N=<3l?^2%kH+5HgR#|D@-?VOj)#q$} 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