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Update phonopy/mcp_output/mcp_plugin/mcp_service.py
Browse files
phonopy/mcp_output/mcp_plugin/mcp_service.py
CHANGED
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@@ -1,131 +1,1153 @@
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| 1 |
from fastmcp import FastMCP
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# Create the FastMCP service application
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mcp = FastMCP("phonopy_service")
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"""
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Parameters:
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Returns:
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"""
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try:
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phonon.generate_displacements()
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return {
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"success": True,
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}
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except Exception as e:
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return {"success": False, "error": str(e)}
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"""
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Parameters:
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Returns:
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"""
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try:
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unitcell = PhonopyAtoms(**cell)
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phonon = Phonopy(unitcell, supercell_matrix)
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phonon.generate_displacements()
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phonon.set_thermal_properties(temperature_range)
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thermal_properties = phonon.get_thermal_properties()
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return {
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"success": True,
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}
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except Exception as e:
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return {"success": False, "error": str(e)}
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"""
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Parameters:
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Returns:
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"""
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try:
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unitcell = PhonopyAtoms(**cell)
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phonon = Phonopy(unitcell, supercell_matrix)
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phonon.set_displacement_dataset(force_sets)
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phonon.produce_force_constants()
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force_constants = phonon.get_force_constants()
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return {
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"success": True,
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}
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except Exception as e:
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return {"success": False, "error": str(e)}
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"""
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Parameters:
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Returns:
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"""
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try:
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return {
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"success": True,
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-
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}
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except Exception as e:
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return {"success": False, "error": str(e)}
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| 126 |
def create_app() -> FastMCP:
|
| 127 |
"""
|
| 128 |
-
|
| 129 |
|
| 130 |
Returns:
|
| 131 |
- FastMCP: The FastMCP application instance.
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import sys
|
| 3 |
+
from typing import List, Optional
|
| 4 |
+
|
| 5 |
+
# Add the local source directory to sys.path
|
| 6 |
+
source_path = os.path.join(os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))), "source")
|
| 7 |
+
if source_path not in sys.path:
|
| 8 |
+
sys.path.insert(0, source_path)
|
| 9 |
+
|
| 10 |
from fastmcp import FastMCP
|
| 11 |
+
import numpy as np
|
| 12 |
+
from phonopy.api_phonopy import Phonopy
|
| 13 |
+
from phonopy.structure.atoms import PhonopyAtoms
|
| 14 |
|
| 15 |
# Create the FastMCP service application
|
| 16 |
mcp = FastMCP("phonopy_service")
|
| 17 |
|
| 18 |
+
|
| 19 |
+
# ============================================================================
|
| 20 |
+
# Utility functions
|
| 21 |
+
# ============================================================================
|
| 22 |
+
|
| 23 |
+
def _create_phonopy_from_structure(
|
| 24 |
+
lattice: List[List[float]],
|
| 25 |
+
positions: List[List[float]],
|
| 26 |
+
numbers: List[int],
|
| 27 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 28 |
+
primitive_matrix: Optional[str] = None
|
| 29 |
+
) -> Phonopy:
|
| 30 |
+
"""Helper to create Phonopy instance from structure data."""
|
| 31 |
+
cell = PhonopyAtoms(
|
| 32 |
+
cell=np.array(lattice),
|
| 33 |
+
scaled_positions=np.array(positions),
|
| 34 |
+
numbers=np.array(numbers)
|
| 35 |
+
)
|
| 36 |
+
sc_matrix = supercell_matrix if supercell_matrix else [[2, 0, 0], [0, 2, 0], [0, 0, 2]]
|
| 37 |
+
p_matrix = primitive_matrix if primitive_matrix else "auto"
|
| 38 |
+
return Phonopy(cell, supercell_matrix=sc_matrix, primitive_matrix=p_matrix)
|
| 39 |
+
|
| 40 |
+
|
| 41 |
+
# ============================================================================
|
| 42 |
+
# Core Displacement and Force Constants Tools
|
| 43 |
+
# ============================================================================
|
| 44 |
+
|
| 45 |
+
@mcp.tool(name="generate_displacements", description="Generate atomic displacements for phonon calculations with customizable parameters.")
|
| 46 |
+
def generate_displacements(
|
| 47 |
+
lattice: List[List[float]],
|
| 48 |
+
positions: List[List[float]],
|
| 49 |
+
numbers: List[int],
|
| 50 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 51 |
+
distance: float = 0.01,
|
| 52 |
+
is_plusminus: str = "auto",
|
| 53 |
+
is_diagonal: bool = True
|
| 54 |
+
) -> dict:
|
| 55 |
"""
|
| 56 |
+
Generate atomic displacements for phonon calculations.
|
| 57 |
|
| 58 |
Parameters:
|
| 59 |
+
- lattice: 3x3 lattice vectors in Angstrom.
|
| 60 |
+
- positions: Fractional atomic positions.
|
| 61 |
+
- numbers: Atomic numbers.
|
| 62 |
+
- supercell_matrix: Supercell transformation matrix (default 2x2x2).
|
| 63 |
+
- distance: Displacement distance in Angstrom (default 0.01).
|
| 64 |
+
- is_plusminus: 'auto', 'True', or 'False' for displacement directions.
|
| 65 |
+
- is_diagonal: Whether to use diagonal displacements.
|
| 66 |
|
| 67 |
Returns:
|
| 68 |
+
- dict: Displacement dataset information.
|
| 69 |
"""
|
| 70 |
try:
|
| 71 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 72 |
+
phonon.generate_displacements(
|
| 73 |
+
distance=distance,
|
| 74 |
+
is_plusminus=is_plusminus,
|
| 75 |
+
is_diagonal=is_diagonal
|
| 76 |
+
)
|
| 77 |
+
dataset = phonon.dataset
|
| 78 |
+
result = {
|
| 79 |
+
"num_displacements": len(dataset.get("first_atoms", [])) if "first_atoms" in dataset else len(dataset.get("displacements", [])),
|
| 80 |
+
"supercell_atoms": len(phonon.supercell),
|
| 81 |
+
"primitive_atoms": len(phonon.primitive)
|
| 82 |
+
}
|
| 83 |
+
if "first_atoms" in dataset:
|
| 84 |
+
result["displacements"] = [
|
| 85 |
+
{"atom_index": d["number"], "displacement": d["displacement"].tolist()}
|
| 86 |
+
for d in dataset["first_atoms"]
|
| 87 |
+
]
|
| 88 |
+
return {"success": True, "result": result}
|
| 89 |
+
except Exception as e:
|
| 90 |
+
return {"success": False, "error": str(e)}
|
| 91 |
+
|
| 92 |
+
|
| 93 |
+
@mcp.tool(name="calculate_force_constants", description="Calculate force constants from displacement-force datasets.")
|
| 94 |
+
def calculate_force_constants(
|
| 95 |
+
lattice: List[List[float]],
|
| 96 |
+
positions: List[List[float]],
|
| 97 |
+
numbers: List[int],
|
| 98 |
+
displacements: List[dict],
|
| 99 |
+
forces: List[List[List[float]]],
|
| 100 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 101 |
+
fc_calculator: Optional[str] = None
|
| 102 |
+
) -> dict:
|
| 103 |
+
"""
|
| 104 |
+
Calculate force constants from displacement-force datasets.
|
| 105 |
+
|
| 106 |
+
Parameters:
|
| 107 |
+
- lattice: 3x3 lattice vectors.
|
| 108 |
+
- positions: Fractional atomic positions.
|
| 109 |
+
- numbers: Atomic numbers.
|
| 110 |
+
- displacements: List of displacement data.
|
| 111 |
+
- forces: Forces on atoms for each displacement.
|
| 112 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 113 |
+
- fc_calculator: External calculator ('symfc', 'alm', or None for traditional).
|
| 114 |
+
|
| 115 |
+
Returns:
|
| 116 |
+
- dict: Force constants calculation status and shape.
|
| 117 |
+
"""
|
| 118 |
+
try:
|
| 119 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 120 |
phonon.generate_displacements()
|
| 121 |
+
phonon.forces = np.array(forces)
|
| 122 |
+
phonon.produce_force_constants(fc_calculator=fc_calculator)
|
| 123 |
+
fc = phonon.force_constants
|
| 124 |
return {
|
| 125 |
"success": True,
|
| 126 |
+
"result": {
|
| 127 |
+
"force_constants_shape": list(fc.shape),
|
| 128 |
+
"message": "Force constants calculated successfully"
|
| 129 |
+
}
|
| 130 |
}
|
| 131 |
except Exception as e:
|
| 132 |
return {"success": False, "error": str(e)}
|
| 133 |
|
| 134 |
+
|
| 135 |
+
@mcp.tool(name="symmetrize_force_constants", description="Symmetrize force constants by translational and permutation symmetry.")
|
| 136 |
+
def symmetrize_force_constants(
|
| 137 |
+
lattice: List[List[float]],
|
| 138 |
+
positions: List[List[float]],
|
| 139 |
+
numbers: List[int],
|
| 140 |
+
force_constants: List[List[List[List[float]]]],
|
| 141 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 142 |
+
level: int = 1
|
| 143 |
+
) -> dict:
|
| 144 |
"""
|
| 145 |
+
Symmetrize force constants.
|
| 146 |
|
| 147 |
Parameters:
|
| 148 |
+
- lattice: 3x3 lattice vectors.
|
| 149 |
+
- positions: Fractional atomic positions.
|
| 150 |
+
- numbers: Atomic numbers.
|
| 151 |
+
- force_constants: Force constants array.
|
| 152 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 153 |
+
- level: Number of symmetrization iterations.
|
| 154 |
|
| 155 |
Returns:
|
| 156 |
+
- dict: Symmetrized force constants shape.
|
| 157 |
"""
|
| 158 |
try:
|
| 159 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 160 |
+
phonon.force_constants = np.array(force_constants)
|
| 161 |
+
phonon.symmetrize_force_constants(level=level)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 162 |
return {
|
| 163 |
"success": True,
|
| 164 |
+
"result": {
|
| 165 |
+
"message": "Force constants symmetrized successfully",
|
| 166 |
+
"shape": list(phonon.force_constants.shape)
|
| 167 |
+
}
|
| 168 |
}
|
| 169 |
except Exception as e:
|
| 170 |
return {"success": False, "error": str(e)}
|
| 171 |
|
| 172 |
+
|
| 173 |
+
# ============================================================================
|
| 174 |
+
# Phonon Frequency Calculation Tools
|
| 175 |
+
# ============================================================================
|
| 176 |
+
|
| 177 |
+
@mcp.tool(name="get_frequencies", description="Calculate phonon frequencies at a given q-point.")
|
| 178 |
+
def get_frequencies(
|
| 179 |
+
lattice: List[List[float]],
|
| 180 |
+
positions: List[List[float]],
|
| 181 |
+
numbers: List[int],
|
| 182 |
+
force_constants: List[List[List[List[float]]]],
|
| 183 |
+
q_point: List[float],
|
| 184 |
+
supercell_matrix: Optional[List[List[int]]] = None
|
| 185 |
+
) -> dict:
|
| 186 |
"""
|
| 187 |
+
Calculate phonon frequencies at a given q-point.
|
| 188 |
|
| 189 |
Parameters:
|
| 190 |
+
- lattice: 3x3 lattice vectors.
|
| 191 |
+
- positions: Fractional atomic positions.
|
| 192 |
+
- numbers: Atomic numbers.
|
| 193 |
+
- force_constants: Force constants array.
|
| 194 |
+
- q_point: Q-point in reduced coordinates [qx, qy, qz].
|
| 195 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 196 |
|
| 197 |
Returns:
|
| 198 |
+
- dict: Phonon frequencies at the q-point.
|
| 199 |
"""
|
| 200 |
try:
|
| 201 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 202 |
+
phonon.force_constants = np.array(force_constants)
|
| 203 |
+
frequencies = phonon.get_frequencies(q_point)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 204 |
return {
|
| 205 |
"success": True,
|
| 206 |
+
"result": {
|
| 207 |
+
"q_point": q_point,
|
| 208 |
+
"frequencies_THz": frequencies.tolist(),
|
| 209 |
+
"num_bands": len(frequencies)
|
| 210 |
+
}
|
| 211 |
}
|
| 212 |
except Exception as e:
|
| 213 |
return {"success": False, "error": str(e)}
|
| 214 |
|
| 215 |
+
|
| 216 |
+
@mcp.tool(name="get_frequencies_with_eigenvectors", description="Calculate phonon frequencies and eigenvectors at a q-point.")
|
| 217 |
+
def get_frequencies_with_eigenvectors(
|
| 218 |
+
lattice: List[List[float]],
|
| 219 |
+
positions: List[List[float]],
|
| 220 |
+
numbers: List[int],
|
| 221 |
+
force_constants: List[List[List[List[float]]]],
|
| 222 |
+
q_point: List[float],
|
| 223 |
+
supercell_matrix: Optional[List[List[int]]] = None
|
| 224 |
+
) -> dict:
|
| 225 |
"""
|
| 226 |
+
Calculate phonon frequencies and eigenvectors at a q-point.
|
| 227 |
|
| 228 |
Parameters:
|
| 229 |
+
- lattice: 3x3 lattice vectors.
|
| 230 |
+
- positions: Fractional atomic positions.
|
| 231 |
+
- numbers: Atomic numbers.
|
| 232 |
+
- force_constants: Force constants array.
|
| 233 |
+
- q_point: Q-point in reduced coordinates.
|
| 234 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 235 |
|
| 236 |
Returns:
|
| 237 |
+
- dict: Frequencies and eigenvector information.
|
| 238 |
"""
|
| 239 |
try:
|
| 240 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 241 |
+
phonon.force_constants = np.array(force_constants)
|
| 242 |
+
frequencies, eigenvectors = phonon.get_frequencies_with_eigenvectors(q_point)
|
| 243 |
+
return {
|
| 244 |
+
"success": True,
|
| 245 |
+
"result": {
|
| 246 |
+
"q_point": q_point,
|
| 247 |
+
"frequencies_THz": frequencies.tolist(),
|
| 248 |
+
"eigenvectors_shape": list(eigenvectors.shape),
|
| 249 |
+
"num_bands": len(frequencies)
|
| 250 |
+
}
|
| 251 |
+
}
|
| 252 |
+
except Exception as e:
|
| 253 |
+
return {"success": False, "error": str(e)}
|
| 254 |
+
|
| 255 |
+
|
| 256 |
+
@mcp.tool(name="get_dynamical_matrix_at_q", description="Calculate dynamical matrix at a given q-point.")
|
| 257 |
+
def get_dynamical_matrix_at_q(
|
| 258 |
+
lattice: List[List[float]],
|
| 259 |
+
positions: List[List[float]],
|
| 260 |
+
numbers: List[int],
|
| 261 |
+
force_constants: List[List[List[List[float]]]],
|
| 262 |
+
q_point: List[float],
|
| 263 |
+
supercell_matrix: Optional[List[List[int]]] = None
|
| 264 |
+
) -> dict:
|
| 265 |
+
"""
|
| 266 |
+
Calculate dynamical matrix at a given q-point.
|
| 267 |
+
|
| 268 |
+
Parameters:
|
| 269 |
+
- lattice: 3x3 lattice vectors.
|
| 270 |
+
- positions: Fractional atomic positions.
|
| 271 |
+
- numbers: Atomic numbers.
|
| 272 |
+
- force_constants: Force constants array.
|
| 273 |
+
- q_point: Q-point in reduced coordinates.
|
| 274 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 275 |
+
|
| 276 |
+
Returns:
|
| 277 |
+
- dict: Dynamical matrix shape and properties.
|
| 278 |
+
"""
|
| 279 |
+
try:
|
| 280 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 281 |
+
phonon.force_constants = np.array(force_constants)
|
| 282 |
+
dm = phonon.get_dynamical_matrix_at_q(q_point)
|
| 283 |
+
return {
|
| 284 |
+
"success": True,
|
| 285 |
+
"result": {
|
| 286 |
+
"q_point": q_point,
|
| 287 |
+
"dynamical_matrix_shape": list(dm.shape),
|
| 288 |
+
"is_hermitian": np.allclose(dm, dm.conj().T)
|
| 289 |
+
}
|
| 290 |
+
}
|
| 291 |
+
except Exception as e:
|
| 292 |
+
return {"success": False, "error": str(e)}
|
| 293 |
+
|
| 294 |
+
|
| 295 |
+
# ============================================================================
|
| 296 |
+
# Band Structure Tools
|
| 297 |
+
# ============================================================================
|
| 298 |
+
|
| 299 |
+
@mcp.tool(name="run_band_structure", description="Run phonon band structure calculation along specified paths.")
|
| 300 |
+
def run_band_structure(
|
| 301 |
+
lattice: List[List[float]],
|
| 302 |
+
positions: List[List[float]],
|
| 303 |
+
numbers: List[int],
|
| 304 |
+
force_constants: List[List[List[List[float]]]],
|
| 305 |
+
paths: List[List[List[float]]],
|
| 306 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 307 |
+
with_eigenvectors: bool = False,
|
| 308 |
+
with_group_velocities: bool = False,
|
| 309 |
+
labels: Optional[List[str]] = None
|
| 310 |
+
) -> dict:
|
| 311 |
+
"""
|
| 312 |
+
Run phonon band structure calculation.
|
| 313 |
+
|
| 314 |
+
Parameters:
|
| 315 |
+
- lattice: 3x3 lattice vectors.
|
| 316 |
+
- positions: Fractional atomic positions.
|
| 317 |
+
- numbers: Atomic numbers.
|
| 318 |
+
- force_constants: Force constants array.
|
| 319 |
+
- paths: List of q-point paths, each path is a list of q-points.
|
| 320 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 321 |
+
- with_eigenvectors: Calculate eigenvectors.
|
| 322 |
+
- with_group_velocities: Calculate group velocities.
|
| 323 |
+
- labels: Labels for special points.
|
| 324 |
+
|
| 325 |
+
Returns:
|
| 326 |
+
- dict: Band structure calculation results.
|
| 327 |
+
"""
|
| 328 |
+
try:
|
| 329 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 330 |
+
phonon.force_constants = np.array(force_constants)
|
| 331 |
+
phonon.run_band_structure(
|
| 332 |
+
paths,
|
| 333 |
+
with_eigenvectors=with_eigenvectors,
|
| 334 |
+
with_group_velocities=with_group_velocities,
|
| 335 |
+
labels=labels
|
| 336 |
+
)
|
| 337 |
+
bs_dict = phonon.get_band_structure_dict()
|
| 338 |
+
result = {
|
| 339 |
+
"num_paths": len(bs_dict["qpoints"]),
|
| 340 |
+
"frequencies_ranges": [
|
| 341 |
+
{"min": float(np.min(f)), "max": float(np.max(f))}
|
| 342 |
+
for f in bs_dict["frequencies"]
|
| 343 |
+
],
|
| 344 |
+
"has_eigenvectors": bs_dict["eigenvectors"] is not None,
|
| 345 |
+
"has_group_velocities": bs_dict["group_velocities"] is not None
|
| 346 |
+
}
|
| 347 |
+
return {"success": True, "result": result}
|
| 348 |
+
except Exception as e:
|
| 349 |
+
return {"success": False, "error": str(e)}
|
| 350 |
+
|
| 351 |
+
|
| 352 |
+
@mcp.tool(name="auto_band_structure", description="Automatically calculate band structure using standard high-symmetry paths.")
|
| 353 |
+
def auto_band_structure(
|
| 354 |
+
lattice: List[List[float]],
|
| 355 |
+
positions: List[List[float]],
|
| 356 |
+
numbers: List[int],
|
| 357 |
+
force_constants: List[List[List[List[float]]]],
|
| 358 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 359 |
+
npoints: int = 101
|
| 360 |
+
) -> dict:
|
| 361 |
+
"""
|
| 362 |
+
Automatically calculate band structure using seekpath.
|
| 363 |
+
|
| 364 |
+
Parameters:
|
| 365 |
+
- lattice: 3x3 lattice vectors.
|
| 366 |
+
- positions: Fractional atomic positions.
|
| 367 |
+
- numbers: Atomic numbers.
|
| 368 |
+
- force_constants: Force constants array.
|
| 369 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 370 |
+
- npoints: Number of points per path segment.
|
| 371 |
+
|
| 372 |
+
Returns:
|
| 373 |
+
- dict: Auto band structure results with high-symmetry path labels.
|
| 374 |
+
"""
|
| 375 |
+
try:
|
| 376 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 377 |
+
phonon.force_constants = np.array(force_constants)
|
| 378 |
+
phonon.auto_band_structure(npoints=npoints)
|
| 379 |
+
bs_dict = phonon.get_band_structure_dict()
|
| 380 |
+
result = {
|
| 381 |
+
"num_paths": len(bs_dict["qpoints"]),
|
| 382 |
+
"total_qpoints": sum(len(q) for q in bs_dict["qpoints"]),
|
| 383 |
+
"frequency_range": {
|
| 384 |
+
"min_THz": float(min(np.min(f) for f in bs_dict["frequencies"])),
|
| 385 |
+
"max_THz": float(max(np.max(f) for f in bs_dict["frequencies"]))
|
| 386 |
+
}
|
| 387 |
+
}
|
| 388 |
+
return {"success": True, "result": result}
|
| 389 |
+
except Exception as e:
|
| 390 |
+
return {"success": False, "error": str(e)}
|
| 391 |
+
|
| 392 |
+
|
| 393 |
+
# ============================================================================
|
| 394 |
+
# Mesh Sampling Tools
|
| 395 |
+
# ============================================================================
|
| 396 |
+
|
| 397 |
+
@mcp.tool(name="run_mesh", description="Run phonon calculation on a mesh grid in reciprocal space.")
|
| 398 |
+
def run_mesh(
|
| 399 |
+
lattice: List[List[float]],
|
| 400 |
+
positions: List[List[float]],
|
| 401 |
+
numbers: List[int],
|
| 402 |
+
force_constants: List[List[List[List[float]]]],
|
| 403 |
+
mesh: List[int],
|
| 404 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 405 |
+
shift: Optional[List[float]] = None,
|
| 406 |
+
is_mesh_symmetry: bool = True,
|
| 407 |
+
with_eigenvectors: bool = False,
|
| 408 |
+
with_group_velocities: bool = False,
|
| 409 |
+
is_gamma_center: bool = False
|
| 410 |
+
) -> dict:
|
| 411 |
+
"""
|
| 412 |
+
Run mesh sampling phonon calculation.
|
| 413 |
+
|
| 414 |
+
Parameters:
|
| 415 |
+
- lattice: 3x3 lattice vectors.
|
| 416 |
+
- positions: Fractional atomic positions.
|
| 417 |
+
- numbers: Atomic numbers.
|
| 418 |
+
- force_constants: Force constants array.
|
| 419 |
+
- mesh: Mesh grid numbers [n1, n2, n3].
|
| 420 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 421 |
+
- shift: Mesh shift.
|
| 422 |
+
- is_mesh_symmetry: Use symmetry to reduce mesh points.
|
| 423 |
+
- with_eigenvectors: Store eigenvectors.
|
| 424 |
+
- with_group_velocities: Calculate group velocities.
|
| 425 |
+
- is_gamma_center: Use gamma-centered mesh.
|
| 426 |
+
|
| 427 |
+
Returns:
|
| 428 |
+
- dict: Mesh sampling results.
|
| 429 |
+
"""
|
| 430 |
+
try:
|
| 431 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 432 |
+
phonon.force_constants = np.array(force_constants)
|
| 433 |
+
phonon.run_mesh(
|
| 434 |
+
mesh=mesh,
|
| 435 |
+
shift=shift,
|
| 436 |
+
is_mesh_symmetry=is_mesh_symmetry,
|
| 437 |
+
with_eigenvectors=with_eigenvectors,
|
| 438 |
+
with_group_velocities=with_group_velocities,
|
| 439 |
+
is_gamma_center=is_gamma_center
|
| 440 |
+
)
|
| 441 |
+
mesh_dict = phonon.get_mesh_dict()
|
| 442 |
+
result = {
|
| 443 |
+
"mesh": mesh,
|
| 444 |
+
"num_irreducible_qpoints": len(mesh_dict["qpoints"]),
|
| 445 |
+
"total_mesh_points": int(np.prod(mesh)),
|
| 446 |
+
"frequency_range": {
|
| 447 |
+
"min_THz": float(np.min(mesh_dict["frequencies"])),
|
| 448 |
+
"max_THz": float(np.max(mesh_dict["frequencies"]))
|
| 449 |
+
},
|
| 450 |
+
"has_eigenvectors": mesh_dict["eigenvectors"] is not None,
|
| 451 |
+
"has_group_velocities": mesh_dict["group_velocities"] is not None
|
| 452 |
+
}
|
| 453 |
+
return {"success": True, "result": result}
|
| 454 |
+
except Exception as e:
|
| 455 |
+
return {"success": False, "error": str(e)}
|
| 456 |
+
|
| 457 |
+
|
| 458 |
+
# ============================================================================
|
| 459 |
+
# DOS (Density of States) Tools
|
| 460 |
+
# ============================================================================
|
| 461 |
+
|
| 462 |
+
@mcp.tool(name="run_total_dos", description="Calculate total phonon density of states.")
|
| 463 |
+
def run_total_dos(
|
| 464 |
+
lattice: List[List[float]],
|
| 465 |
+
positions: List[List[float]],
|
| 466 |
+
numbers: List[int],
|
| 467 |
+
force_constants: List[List[List[List[float]]]],
|
| 468 |
+
mesh: List[int],
|
| 469 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 470 |
+
sigma: Optional[float] = None,
|
| 471 |
+
freq_min: Optional[float] = None,
|
| 472 |
+
freq_max: Optional[float] = None,
|
| 473 |
+
freq_pitch: Optional[float] = None,
|
| 474 |
+
use_tetrahedron_method: bool = True
|
| 475 |
+
) -> dict:
|
| 476 |
+
"""
|
| 477 |
+
Calculate total phonon density of states.
|
| 478 |
+
|
| 479 |
+
Parameters:
|
| 480 |
+
- lattice: 3x3 lattice vectors.
|
| 481 |
+
- positions: Fractional atomic positions.
|
| 482 |
+
- numbers: Atomic numbers.
|
| 483 |
+
- force_constants: Force constants array.
|
| 484 |
+
- mesh: Mesh grid numbers for sampling.
|
| 485 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 486 |
+
- sigma: Smearing width (None for tetrahedron method).
|
| 487 |
+
- freq_min/freq_max/freq_pitch: Frequency range and step.
|
| 488 |
+
- use_tetrahedron_method: Use tetrahedron method.
|
| 489 |
+
|
| 490 |
+
Returns:
|
| 491 |
+
- dict: DOS results with frequency points and DOS values.
|
| 492 |
+
"""
|
| 493 |
+
try:
|
| 494 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 495 |
+
phonon.force_constants = np.array(force_constants)
|
| 496 |
+
phonon.run_mesh(mesh=mesh)
|
| 497 |
+
phonon.run_total_dos(
|
| 498 |
+
sigma=sigma,
|
| 499 |
+
freq_min=freq_min,
|
| 500 |
+
freq_max=freq_max,
|
| 501 |
+
freq_pitch=freq_pitch,
|
| 502 |
+
use_tetrahedron_method=use_tetrahedron_method
|
| 503 |
+
)
|
| 504 |
+
dos_dict = phonon.get_total_dos_dict()
|
| 505 |
+
result = {
|
| 506 |
+
"frequency_range_THz": {
|
| 507 |
+
"min": float(dos_dict["frequency_points"][0]),
|
| 508 |
+
"max": float(dos_dict["frequency_points"][-1])
|
| 509 |
+
},
|
| 510 |
+
"num_frequency_points": len(dos_dict["frequency_points"]),
|
| 511 |
+
"dos_max": float(np.max(dos_dict["total_dos"])),
|
| 512 |
+
"integrated_dos": float(np.trapezoid(dos_dict["total_dos"], dos_dict["frequency_points"]))
|
| 513 |
+
}
|
| 514 |
+
return {"success": True, "result": result}
|
| 515 |
+
except Exception as e:
|
| 516 |
+
return {"success": False, "error": str(e)}
|
| 517 |
+
|
| 518 |
+
|
| 519 |
+
@mcp.tool(name="run_projected_dos", description="Calculate projected phonon density of states.")
|
| 520 |
+
def run_projected_dos(
|
| 521 |
+
lattice: List[List[float]],
|
| 522 |
+
positions: List[List[float]],
|
| 523 |
+
numbers: List[int],
|
| 524 |
+
force_constants: List[List[List[List[float]]]],
|
| 525 |
+
mesh: List[int],
|
| 526 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 527 |
+
sigma: Optional[float] = None,
|
| 528 |
+
use_tetrahedron_method: bool = True,
|
| 529 |
+
xyz_projection: bool = False
|
| 530 |
+
) -> dict:
|
| 531 |
+
"""
|
| 532 |
+
Calculate projected phonon density of states (PDOS).
|
| 533 |
+
|
| 534 |
+
Parameters:
|
| 535 |
+
- lattice: 3x3 lattice vectors.
|
| 536 |
+
- positions: Fractional atomic positions.
|
| 537 |
+
- numbers: Atomic numbers.
|
| 538 |
+
- force_constants: Force constants array.
|
| 539 |
+
- mesh: Mesh grid numbers.
|
| 540 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 541 |
+
- sigma: Smearing width.
|
| 542 |
+
- use_tetrahedron_method: Use tetrahedron method.
|
| 543 |
+
- xyz_projection: Project along Cartesian directions.
|
| 544 |
+
|
| 545 |
+
Returns:
|
| 546 |
+
- dict: PDOS results.
|
| 547 |
+
"""
|
| 548 |
+
try:
|
| 549 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 550 |
+
phonon.force_constants = np.array(force_constants)
|
| 551 |
+
phonon.run_mesh(mesh=mesh, is_mesh_symmetry=False, with_eigenvectors=True)
|
| 552 |
+
phonon.run_projected_dos(
|
| 553 |
+
sigma=sigma,
|
| 554 |
+
use_tetrahedron_method=use_tetrahedron_method,
|
| 555 |
+
xyz_projection=xyz_projection
|
| 556 |
+
)
|
| 557 |
+
pdos_dict = phonon.get_projected_dos_dict()
|
| 558 |
+
result = {
|
| 559 |
+
"num_projections": len(pdos_dict["projected_dos"]),
|
| 560 |
+
"num_frequency_points": len(pdos_dict["frequency_points"]),
|
| 561 |
+
"frequency_range_THz": {
|
| 562 |
+
"min": float(pdos_dict["frequency_points"][0]),
|
| 563 |
+
"max": float(pdos_dict["frequency_points"][-1])
|
| 564 |
+
}
|
| 565 |
+
}
|
| 566 |
+
return {"success": True, "result": result}
|
| 567 |
+
except Exception as e:
|
| 568 |
+
return {"success": False, "error": str(e)}
|
| 569 |
+
|
| 570 |
+
|
| 571 |
+
@mcp.tool(name="get_debye_frequency", description="Calculate Debye frequency from total DOS.")
|
| 572 |
+
def get_debye_frequency(
|
| 573 |
+
lattice: List[List[float]],
|
| 574 |
+
positions: List[List[float]],
|
| 575 |
+
numbers: List[int],
|
| 576 |
+
force_constants: List[List[List[List[float]]]],
|
| 577 |
+
mesh: List[int],
|
| 578 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 579 |
+
freq_max_fit: Optional[float] = None
|
| 580 |
+
) -> dict:
|
| 581 |
+
"""
|
| 582 |
+
Calculate Debye frequency from total DOS.
|
| 583 |
+
|
| 584 |
+
Parameters:
|
| 585 |
+
- lattice: 3x3 lattice vectors.
|
| 586 |
+
- positions: Fractional atomic positions.
|
| 587 |
+
- numbers: Atomic numbers.
|
| 588 |
+
- force_constants: Force constants array.
|
| 589 |
+
- mesh: Mesh grid numbers.
|
| 590 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 591 |
+
- freq_max_fit: Maximum frequency for fitting.
|
| 592 |
+
|
| 593 |
+
Returns:
|
| 594 |
+
- dict: Debye frequency in THz.
|
| 595 |
+
"""
|
| 596 |
+
try:
|
| 597 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 598 |
+
phonon.force_constants = np.array(force_constants)
|
| 599 |
+
phonon.run_mesh(mesh=mesh)
|
| 600 |
+
phonon.run_total_dos()
|
| 601 |
+
phonon.set_Debye_frequency(freq_max_fit=freq_max_fit)
|
| 602 |
+
debye_freq = phonon.get_Debye_frequency()
|
| 603 |
return {
|
| 604 |
"success": True,
|
| 605 |
+
"result": {
|
| 606 |
+
"debye_frequency_THz": float(debye_freq) if debye_freq else None
|
| 607 |
+
}
|
| 608 |
}
|
| 609 |
except Exception as e:
|
| 610 |
return {"success": False, "error": str(e)}
|
| 611 |
|
| 612 |
+
|
| 613 |
+
# ============================================================================
|
| 614 |
+
# Thermal Properties Tools
|
| 615 |
+
# ============================================================================
|
| 616 |
+
|
| 617 |
+
@mcp.tool(name="run_thermal_properties", description="Calculate thermal properties at constant volume.")
|
| 618 |
+
def run_thermal_properties(
|
| 619 |
+
lattice: List[List[float]],
|
| 620 |
+
positions: List[List[float]],
|
| 621 |
+
numbers: List[int],
|
| 622 |
+
force_constants: List[List[List[List[float]]]],
|
| 623 |
+
mesh: List[int],
|
| 624 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 625 |
+
t_min: float = 0,
|
| 626 |
+
t_max: float = 1000,
|
| 627 |
+
t_step: float = 10,
|
| 628 |
+
cutoff_frequency: Optional[float] = None,
|
| 629 |
+
classical: bool = False
|
| 630 |
+
) -> dict:
|
| 631 |
+
"""
|
| 632 |
+
Calculate thermal properties (free energy, entropy, heat capacity).
|
| 633 |
+
|
| 634 |
+
Parameters:
|
| 635 |
+
- lattice: 3x3 lattice vectors.
|
| 636 |
+
- positions: Fractional atomic positions.
|
| 637 |
+
- numbers: Atomic numbers.
|
| 638 |
+
- force_constants: Force constants array.
|
| 639 |
+
- mesh: Mesh grid numbers.
|
| 640 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 641 |
+
- t_min/t_max/t_step: Temperature range and step (K).
|
| 642 |
+
- cutoff_frequency: Cutoff for imaginary frequencies.
|
| 643 |
+
- classical: Use classical statistics.
|
| 644 |
+
|
| 645 |
+
Returns:
|
| 646 |
+
- dict: Thermal properties at temperature points.
|
| 647 |
+
"""
|
| 648 |
+
try:
|
| 649 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 650 |
+
phonon.force_constants = np.array(force_constants)
|
| 651 |
+
phonon.run_mesh(mesh=mesh)
|
| 652 |
+
phonon.run_thermal_properties(
|
| 653 |
+
t_min=t_min,
|
| 654 |
+
t_max=t_max,
|
| 655 |
+
t_step=t_step,
|
| 656 |
+
cutoff_frequency=cutoff_frequency,
|
| 657 |
+
classical=classical
|
| 658 |
+
)
|
| 659 |
+
tp_dict = phonon.get_thermal_properties_dict()
|
| 660 |
+
result = {
|
| 661 |
+
"temperature_range_K": {"min": t_min, "max": t_max, "step": t_step},
|
| 662 |
+
"num_temperature_points": len(tp_dict["temperatures"]),
|
| 663 |
+
"free_energy_range_kJ_mol": {
|
| 664 |
+
"min": float(np.min(tp_dict["free_energy"])),
|
| 665 |
+
"max": float(np.max(tp_dict["free_energy"]))
|
| 666 |
+
},
|
| 667 |
+
"entropy_range_J_K_mol": {
|
| 668 |
+
"min": float(np.min(tp_dict["entropy"])),
|
| 669 |
+
"max": float(np.max(tp_dict["entropy"]))
|
| 670 |
+
},
|
| 671 |
+
"heat_capacity_range_J_K_mol": {
|
| 672 |
+
"min": float(np.min(tp_dict["heat_capacity"])),
|
| 673 |
+
"max": float(np.max(tp_dict["heat_capacity"]))
|
| 674 |
+
},
|
| 675 |
+
"sample_values_at_300K": None
|
| 676 |
+
}
|
| 677 |
+
# Find values at 300K if available
|
| 678 |
+
temps = tp_dict["temperatures"]
|
| 679 |
+
idx_300 = np.argmin(np.abs(temps - 300))
|
| 680 |
+
if abs(temps[idx_300] - 300) < t_step:
|
| 681 |
+
result["sample_values_at_300K"] = {
|
| 682 |
+
"temperature_K": float(temps[idx_300]),
|
| 683 |
+
"free_energy_kJ_mol": float(tp_dict["free_energy"][idx_300]),
|
| 684 |
+
"entropy_J_K_mol": float(tp_dict["entropy"][idx_300]),
|
| 685 |
+
"heat_capacity_J_K_mol": float(tp_dict["heat_capacity"][idx_300])
|
| 686 |
+
}
|
| 687 |
+
return {"success": True, "result": result}
|
| 688 |
+
except Exception as e:
|
| 689 |
+
return {"success": False, "error": str(e)}
|
| 690 |
+
|
| 691 |
+
|
| 692 |
+
@mcp.tool(name="run_thermal_displacements", description="Calculate thermal displacements of atoms.")
|
| 693 |
+
def run_thermal_displacements(
|
| 694 |
+
lattice: List[List[float]],
|
| 695 |
+
positions: List[List[float]],
|
| 696 |
+
numbers: List[int],
|
| 697 |
+
force_constants: List[List[List[List[float]]]],
|
| 698 |
+
mesh: List[int],
|
| 699 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 700 |
+
t_min: float = 0,
|
| 701 |
+
t_max: float = 1000,
|
| 702 |
+
t_step: float = 10,
|
| 703 |
+
direction: Optional[List[float]] = None
|
| 704 |
+
) -> dict:
|
| 705 |
+
"""
|
| 706 |
+
Calculate thermal displacements of atoms.
|
| 707 |
+
|
| 708 |
+
Parameters:
|
| 709 |
+
- lattice: 3x3 lattice vectors.
|
| 710 |
+
- positions: Fractional atomic positions.
|
| 711 |
+
- numbers: Atomic numbers.
|
| 712 |
+
- force_constants: Force constants array.
|
| 713 |
+
- mesh: Mesh grid numbers.
|
| 714 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 715 |
+
- t_min/t_max/t_step: Temperature range and step.
|
| 716 |
+
- direction: Projection direction in reduced coordinates.
|
| 717 |
+
|
| 718 |
+
Returns:
|
| 719 |
+
- dict: Thermal displacement results.
|
| 720 |
+
"""
|
| 721 |
+
try:
|
| 722 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 723 |
+
phonon.force_constants = np.array(force_constants)
|
| 724 |
+
phonon.run_mesh(mesh=mesh, is_mesh_symmetry=False, with_eigenvectors=True)
|
| 725 |
+
phonon.run_thermal_displacements(
|
| 726 |
+
t_min=t_min,
|
| 727 |
+
t_max=t_max,
|
| 728 |
+
t_step=t_step,
|
| 729 |
+
direction=direction
|
| 730 |
+
)
|
| 731 |
+
td_dict = phonon.get_thermal_displacements_dict()
|
| 732 |
+
result = {
|
| 733 |
+
"num_atoms": len(td_dict["thermal_displacements"][0]) if len(td_dict["thermal_displacements"]) > 0 else 0,
|
| 734 |
+
"num_temperature_points": len(td_dict["temperatures"]),
|
| 735 |
+
"temperature_range_K": {"min": t_min, "max": t_max}
|
| 736 |
+
}
|
| 737 |
+
return {"success": True, "result": result}
|
| 738 |
+
except Exception as e:
|
| 739 |
+
return {"success": False, "error": str(e)}
|
| 740 |
+
|
| 741 |
+
|
| 742 |
+
@mcp.tool(name="run_thermal_displacement_matrices", description="Calculate thermal displacement matrices (U tensors).")
|
| 743 |
+
def run_thermal_displacement_matrices(
|
| 744 |
+
lattice: List[List[float]],
|
| 745 |
+
positions: List[List[float]],
|
| 746 |
+
numbers: List[int],
|
| 747 |
+
force_constants: List[List[List[List[float]]]],
|
| 748 |
+
mesh: List[int],
|
| 749 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 750 |
+
t_min: float = 0,
|
| 751 |
+
t_max: float = 1000,
|
| 752 |
+
t_step: float = 10
|
| 753 |
+
) -> dict:
|
| 754 |
+
"""
|
| 755 |
+
Calculate thermal displacement matrices for CIF output.
|
| 756 |
+
|
| 757 |
+
Parameters:
|
| 758 |
+
- lattice: 3x3 lattice vectors.
|
| 759 |
+
- positions: Fractional atomic positions.
|
| 760 |
+
- numbers: Atomic numbers.
|
| 761 |
+
- force_constants: Force constants array.
|
| 762 |
+
- mesh: Mesh grid numbers.
|
| 763 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 764 |
+
- t_min/t_max/t_step: Temperature range and step.
|
| 765 |
+
|
| 766 |
+
Returns:
|
| 767 |
+
- dict: Thermal displacement matrix results.
|
| 768 |
+
"""
|
| 769 |
+
try:
|
| 770 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 771 |
+
phonon.force_constants = np.array(force_constants)
|
| 772 |
+
phonon.run_mesh(mesh=mesh, is_mesh_symmetry=False, with_eigenvectors=True)
|
| 773 |
+
phonon.run_thermal_displacement_matrices(t_min=t_min, t_max=t_max, t_step=t_step)
|
| 774 |
+
tdm_dict = phonon.get_thermal_displacement_matrices_dict()
|
| 775 |
+
result = {
|
| 776 |
+
"num_temperature_points": len(tdm_dict["temperatures"]),
|
| 777 |
+
"matrix_shape": list(tdm_dict["thermal_displacement_matrices"][0].shape) if len(tdm_dict["thermal_displacement_matrices"]) > 0 else [],
|
| 778 |
+
"has_cif_format": tdm_dict["thermal_displacement_matrices_cif"] is not None
|
| 779 |
+
}
|
| 780 |
+
return {"success": True, "result": result}
|
| 781 |
+
except Exception as e:
|
| 782 |
+
return {"success": False, "error": str(e)}
|
| 783 |
+
|
| 784 |
+
|
| 785 |
+
# ============================================================================
|
| 786 |
+
# Q-points Calculation Tools
|
| 787 |
+
# ============================================================================
|
| 788 |
+
|
| 789 |
+
@mcp.tool(name="run_qpoints", description="Calculate phonon properties at specific q-points.")
|
| 790 |
+
def run_qpoints(
|
| 791 |
+
lattice: List[List[float]],
|
| 792 |
+
positions: List[List[float]],
|
| 793 |
+
numbers: List[int],
|
| 794 |
+
force_constants: List[List[List[List[float]]]],
|
| 795 |
+
q_points: List[List[float]],
|
| 796 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 797 |
+
with_eigenvectors: bool = False,
|
| 798 |
+
with_group_velocities: bool = False,
|
| 799 |
+
with_dynamical_matrices: bool = False
|
| 800 |
+
) -> dict:
|
| 801 |
+
"""
|
| 802 |
+
Calculate phonon properties at specified q-points.
|
| 803 |
+
|
| 804 |
+
Parameters:
|
| 805 |
+
- lattice: 3x3 lattice vectors.
|
| 806 |
+
- positions: Fractional atomic positions.
|
| 807 |
+
- numbers: Atomic numbers.
|
| 808 |
+
- force_constants: Force constants array.
|
| 809 |
+
- q_points: List of q-points in reduced coordinates.
|
| 810 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 811 |
+
- with_eigenvectors: Store eigenvectors.
|
| 812 |
+
- with_group_velocities: Calculate group velocities.
|
| 813 |
+
- with_dynamical_matrices: Store dynamical matrices.
|
| 814 |
+
|
| 815 |
+
Returns:
|
| 816 |
+
- dict: Phonon properties at q-points.
|
| 817 |
+
"""
|
| 818 |
+
try:
|
| 819 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 820 |
+
phonon.force_constants = np.array(force_constants)
|
| 821 |
+
phonon.run_qpoints(
|
| 822 |
+
q_points,
|
| 823 |
+
with_eigenvectors=with_eigenvectors,
|
| 824 |
+
with_group_velocities=with_group_velocities,
|
| 825 |
+
with_dynamical_matrices=with_dynamical_matrices
|
| 826 |
+
)
|
| 827 |
+
qp_dict = phonon.get_qpoints_dict()
|
| 828 |
+
result = {
|
| 829 |
+
"num_qpoints": len(q_points),
|
| 830 |
+
"frequencies_shape": list(qp_dict["frequencies"].shape),
|
| 831 |
+
"has_eigenvectors": qp_dict["eigenvectors"] is not None,
|
| 832 |
+
"has_group_velocities": qp_dict["group_velocities"] is not None,
|
| 833 |
+
"has_dynamical_matrices": qp_dict["dynamical_matrices"] is not None,
|
| 834 |
+
"frequency_summary": [
|
| 835 |
+
{"q_point": q_points[i], "frequencies_THz": qp_dict["frequencies"][i].tolist()}
|
| 836 |
+
for i in range(min(3, len(q_points)))
|
| 837 |
+
]
|
| 838 |
+
}
|
| 839 |
+
return {"success": True, "result": result}
|
| 840 |
+
except Exception as e:
|
| 841 |
+
return {"success": False, "error": str(e)}
|
| 842 |
+
|
| 843 |
+
|
| 844 |
+
@mcp.tool(name="get_group_velocity_at_q", description="Calculate phonon group velocity at a q-point.")
|
| 845 |
+
def get_group_velocity_at_q(
|
| 846 |
+
lattice: List[List[float]],
|
| 847 |
+
positions: List[List[float]],
|
| 848 |
+
numbers: List[int],
|
| 849 |
+
force_constants: List[List[List[List[float]]]],
|
| 850 |
+
q_point: List[float],
|
| 851 |
+
supercell_matrix: Optional[List[List[int]]] = None
|
| 852 |
+
) -> dict:
|
| 853 |
+
"""
|
| 854 |
+
Calculate phonon group velocity at a q-point.
|
| 855 |
+
|
| 856 |
+
Parameters:
|
| 857 |
+
- lattice: 3x3 lattice vectors.
|
| 858 |
+
- positions: Fractional atomic positions.
|
| 859 |
+
- numbers: Atomic numbers.
|
| 860 |
+
- force_constants: Force constants array.
|
| 861 |
+
- q_point: Q-point in reduced coordinates.
|
| 862 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 863 |
+
|
| 864 |
+
Returns:
|
| 865 |
+
- dict: Group velocities for all bands at the q-point.
|
| 866 |
+
"""
|
| 867 |
+
try:
|
| 868 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 869 |
+
phonon.force_constants = np.array(force_constants)
|
| 870 |
+
gv = phonon.get_group_velocity_at_q(q_point)
|
| 871 |
+
result = {
|
| 872 |
+
"q_point": q_point,
|
| 873 |
+
"group_velocities": gv.tolist(),
|
| 874 |
+
"num_bands": len(gv),
|
| 875 |
+
"velocity_magnitudes": np.linalg.norm(gv, axis=1).tolist()
|
| 876 |
+
}
|
| 877 |
+
return {"success": True, "result": result}
|
| 878 |
+
except Exception as e:
|
| 879 |
+
return {"success": False, "error": str(e)}
|
| 880 |
+
|
| 881 |
+
|
| 882 |
+
# ============================================================================
|
| 883 |
+
# Modulation and Animation Tools
|
| 884 |
+
# ============================================================================
|
| 885 |
+
|
| 886 |
+
@mcp.tool(name="run_modulations", description="Generate atomic modulations for phonon modes.")
|
| 887 |
+
def run_modulations(
|
| 888 |
+
lattice: List[List[float]],
|
| 889 |
+
positions: List[List[float]],
|
| 890 |
+
numbers: List[int],
|
| 891 |
+
force_constants: List[List[List[List[float]]]],
|
| 892 |
+
dimension: List[int],
|
| 893 |
+
phonon_modes: List[dict],
|
| 894 |
+
supercell_matrix: Optional[List[List[int]]] = None
|
| 895 |
+
) -> dict:
|
| 896 |
+
"""
|
| 897 |
+
Generate atomic modulations for specified phonon modes.
|
| 898 |
+
|
| 899 |
+
Parameters:
|
| 900 |
+
- lattice: 3x3 lattice vectors.
|
| 901 |
+
- positions: Fractional atomic positions.
|
| 902 |
+
- numbers: Atomic numbers.
|
| 903 |
+
- force_constants: Force constants array.
|
| 904 |
+
- dimension: Supercell dimension [n1, n2, n3].
|
| 905 |
+
- phonon_modes: List of mode specifications. Each has:
|
| 906 |
+
- q_point: [qx, qy, qz]
|
| 907 |
+
- band_index: Integer band index (0-based)
|
| 908 |
+
- amplitude: Float amplitude
|
| 909 |
+
- phase: Float phase factor
|
| 910 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 911 |
+
|
| 912 |
+
Returns:
|
| 913 |
+
- dict: Modulation results.
|
| 914 |
+
"""
|
| 915 |
+
try:
|
| 916 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 917 |
+
phonon.force_constants = np.array(force_constants)
|
| 918 |
+
modes = [
|
| 919 |
+
[m["q_point"], m["band_index"], m["amplitude"], m.get("phase", 0)]
|
| 920 |
+
for m in phonon_modes
|
| 921 |
+
]
|
| 922 |
+
phonon.run_modulations(dimension, modes)
|
| 923 |
+
modulated_cells = phonon.get_modulated_supercells()
|
| 924 |
+
result = {
|
| 925 |
+
"num_modulated_cells": len(modulated_cells),
|
| 926 |
+
"supercell_dimension": dimension,
|
| 927 |
+
"atoms_per_cell": len(modulated_cells[0]) if modulated_cells else 0
|
| 928 |
+
}
|
| 929 |
+
return {"success": True, "result": result}
|
| 930 |
+
except Exception as e:
|
| 931 |
+
return {"success": False, "error": str(e)}
|
| 932 |
+
|
| 933 |
+
|
| 934 |
+
# ============================================================================
|
| 935 |
+
# Irreducible Representations Tools
|
| 936 |
+
# ============================================================================
|
| 937 |
+
|
| 938 |
+
@mcp.tool(name="set_irreps", description="Calculate irreducible representations at a q-point.")
|
| 939 |
+
def set_irreps(
|
| 940 |
+
lattice: List[List[float]],
|
| 941 |
+
positions: List[List[float]],
|
| 942 |
+
numbers: List[int],
|
| 943 |
+
force_constants: List[List[List[List[float]]]],
|
| 944 |
+
q_point: List[float],
|
| 945 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 946 |
+
is_little_cogroup: bool = False
|
| 947 |
+
) -> dict:
|
| 948 |
+
"""
|
| 949 |
+
Calculate irreducible representations of phonon modes.
|
| 950 |
+
|
| 951 |
+
Parameters:
|
| 952 |
+
- lattice: 3x3 lattice vectors.
|
| 953 |
+
- positions: Fractional atomic positions.
|
| 954 |
+
- numbers: Atomic numbers.
|
| 955 |
+
- force_constants: Force constants array.
|
| 956 |
+
- q_point: Q-point in reduced coordinates.
|
| 957 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 958 |
+
- is_little_cogroup: Use little co-group.
|
| 959 |
+
|
| 960 |
+
Returns:
|
| 961 |
+
- dict: Irreducible representation information.
|
| 962 |
+
"""
|
| 963 |
+
try:
|
| 964 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 965 |
+
phonon.force_constants = np.array(force_constants)
|
| 966 |
+
phonon.set_irreps(q_point, is_little_cogroup=is_little_cogroup)
|
| 967 |
+
result = {
|
| 968 |
+
"q_point": q_point,
|
| 969 |
+
"irreps_calculated": True,
|
| 970 |
+
"is_little_cogroup": is_little_cogroup
|
| 971 |
+
}
|
| 972 |
+
return {"success": True, "result": result}
|
| 973 |
+
except Exception as e:
|
| 974 |
+
return {"success": False, "error": str(e)}
|
| 975 |
+
|
| 976 |
+
|
| 977 |
+
# ============================================================================
|
| 978 |
+
# Moment Calculation Tools
|
| 979 |
+
# ============================================================================
|
| 980 |
+
|
| 981 |
+
@mcp.tool(name="run_moment", description="Calculate phonon frequency moment.")
|
| 982 |
+
def run_moment(
|
| 983 |
+
lattice: List[List[float]],
|
| 984 |
+
positions: List[List[float]],
|
| 985 |
+
numbers: List[int],
|
| 986 |
+
force_constants: List[List[List[List[float]]]],
|
| 987 |
+
mesh: List[int],
|
| 988 |
+
supercell_matrix: Optional[List[List[int]]] = None,
|
| 989 |
+
order: int = 1,
|
| 990 |
+
freq_min: Optional[float] = None,
|
| 991 |
+
freq_max: Optional[float] = None
|
| 992 |
+
) -> dict:
|
| 993 |
+
"""
|
| 994 |
+
Calculate phonon frequency moment.
|
| 995 |
+
|
| 996 |
+
Parameters:
|
| 997 |
+
- lattice: 3x3 lattice vectors.
|
| 998 |
+
- positions: Fractional atomic positions.
|
| 999 |
+
- numbers: Atomic numbers.
|
| 1000 |
+
- force_constants: Force constants array.
|
| 1001 |
+
- mesh: Mesh grid numbers.
|
| 1002 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 1003 |
+
- order: Moment order (1, 2, etc.).
|
| 1004 |
+
- freq_min/freq_max: Frequency range.
|
| 1005 |
+
|
| 1006 |
+
Returns:
|
| 1007 |
+
- dict: Moment calculation result.
|
| 1008 |
+
"""
|
| 1009 |
+
try:
|
| 1010 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 1011 |
+
phonon.force_constants = np.array(force_constants)
|
| 1012 |
+
phonon.run_mesh(mesh=mesh)
|
| 1013 |
+
phonon.run_moment(order=order, freq_min=freq_min, freq_max=freq_max)
|
| 1014 |
+
moment = phonon.get_moment()
|
| 1015 |
+
result = {
|
| 1016 |
+
"order": order,
|
| 1017 |
+
"moment": float(moment) if isinstance(moment, (int, float, np.floating)) else moment.tolist() if moment is not None else None
|
| 1018 |
+
}
|
| 1019 |
+
return {"success": True, "result": result}
|
| 1020 |
+
except Exception as e:
|
| 1021 |
+
return {"success": False, "error": str(e)}
|
| 1022 |
+
|
| 1023 |
+
|
| 1024 |
+
# ============================================================================
|
| 1025 |
+
# Structure Information Tools
|
| 1026 |
+
# ============================================================================
|
| 1027 |
+
|
| 1028 |
+
@mcp.tool(name="get_structure_info", description="Get structure information from phonopy setup.")
|
| 1029 |
+
def get_structure_info(
|
| 1030 |
+
lattice: List[List[float]],
|
| 1031 |
+
positions: List[List[float]],
|
| 1032 |
+
numbers: List[int],
|
| 1033 |
+
supercell_matrix: Optional[List[List[int]]] = None
|
| 1034 |
+
) -> dict:
|
| 1035 |
+
"""
|
| 1036 |
+
Get structure information including symmetry.
|
| 1037 |
+
|
| 1038 |
+
Parameters:
|
| 1039 |
+
- lattice: 3x3 lattice vectors.
|
| 1040 |
+
- positions: Fractional atomic positions.
|
| 1041 |
+
- numbers: Atomic numbers.
|
| 1042 |
+
- supercell_matrix: Supercell transformation matrix.
|
| 1043 |
+
|
| 1044 |
+
Returns:
|
| 1045 |
+
- dict: Structure and symmetry information.
|
| 1046 |
+
"""
|
| 1047 |
+
try:
|
| 1048 |
+
phonon = _create_phonopy_from_structure(lattice, positions, numbers, supercell_matrix)
|
| 1049 |
+
unitcell = phonon.unitcell
|
| 1050 |
+
supercell = phonon.supercell
|
| 1051 |
+
primitive = phonon.primitive
|
| 1052 |
+
symmetry = phonon.symmetry
|
| 1053 |
+
result = {
|
| 1054 |
+
"unitcell": {
|
| 1055 |
+
"num_atoms": len(unitcell),
|
| 1056 |
+
"lattice_parameters": {
|
| 1057 |
+
"a": float(np.linalg.norm(unitcell.cell[0])),
|
| 1058 |
+
"b": float(np.linalg.norm(unitcell.cell[1])),
|
| 1059 |
+
"c": float(np.linalg.norm(unitcell.cell[2]))
|
| 1060 |
+
},
|
| 1061 |
+
"volume_angstrom3": float(np.linalg.det(unitcell.cell))
|
| 1062 |
+
},
|
| 1063 |
+
"supercell": {
|
| 1064 |
+
"num_atoms": len(supercell),
|
| 1065 |
+
"volume_angstrom3": float(np.linalg.det(supercell.cell))
|
| 1066 |
+
},
|
| 1067 |
+
"primitive": {
|
| 1068 |
+
"num_atoms": len(primitive),
|
| 1069 |
+
"volume_angstrom3": float(np.linalg.det(primitive.cell))
|
| 1070 |
+
},
|
| 1071 |
+
"symmetry": {
|
| 1072 |
+
"num_operations": len(symmetry.symmetry_operations["rotations"]),
|
| 1073 |
+
"international_symbol": symmetry.international_symbol if hasattr(symmetry, 'international_symbol') else None
|
| 1074 |
+
}
|
| 1075 |
+
}
|
| 1076 |
+
return {"success": True, "result": result}
|
| 1077 |
+
except Exception as e:
|
| 1078 |
+
return {"success": False, "error": str(e)}
|
| 1079 |
+
|
| 1080 |
+
|
| 1081 |
+
@mcp.tool(name="get_unit_conversion_factor", description="Get phonopy unit conversion factor.")
|
| 1082 |
+
def get_unit_conversion_factor(calculator: Optional[str] = None) -> dict:
|
| 1083 |
+
"""
|
| 1084 |
+
Get phonopy unit conversion factor.
|
| 1085 |
+
|
| 1086 |
+
Parameters:
|
| 1087 |
+
- calculator: Calculator name ('vasp', 'qe', etc.) or None for default.
|
| 1088 |
+
|
| 1089 |
+
Returns:
|
| 1090 |
+
- dict: Unit conversion factor information.
|
| 1091 |
+
"""
|
| 1092 |
+
try:
|
| 1093 |
+
from phonopy.interface.calculator import get_calculator_physical_units
|
| 1094 |
+
from phonopy.physical_units import get_physical_units
|
| 1095 |
+
|
| 1096 |
+
if calculator:
|
| 1097 |
+
units = get_calculator_physical_units(interface_mode=calculator)
|
| 1098 |
+
factor = units.get("factor", None)
|
| 1099 |
+
else:
|
| 1100 |
+
factor = get_physical_units().DefaultToTHz
|
| 1101 |
+
|
| 1102 |
+
result = {
|
| 1103 |
+
"calculator": calculator if calculator else "default",
|
| 1104 |
+
"factor_to_THz": float(factor) if factor else None,
|
| 1105 |
+
"description": "Converts sqrt(eV/Angstrom^2/AMU) to THz"
|
| 1106 |
+
}
|
| 1107 |
+
return {"success": True, "result": result}
|
| 1108 |
+
except Exception as e:
|
| 1109 |
+
return {"success": False, "error": str(e)}
|
| 1110 |
+
|
| 1111 |
+
|
| 1112 |
+
@mcp.tool(name="get_phonopy_info", description="Get phonopy version and capability information.")
|
| 1113 |
+
def get_phonopy_info() -> dict:
|
| 1114 |
+
"""
|
| 1115 |
+
Get phonopy version and available features.
|
| 1116 |
+
|
| 1117 |
+
Returns:
|
| 1118 |
+
- dict: Version and capability information.
|
| 1119 |
+
"""
|
| 1120 |
+
try:
|
| 1121 |
+
from phonopy.version import __version__
|
| 1122 |
+
|
| 1123 |
+
result = {
|
| 1124 |
+
"version": __version__,
|
| 1125 |
+
"capabilities": [
|
| 1126 |
+
"Phonon band structure calculation",
|
| 1127 |
+
"Density of states (total and projected)",
|
| 1128 |
+
"Thermal properties (free energy, entropy, heat capacity)",
|
| 1129 |
+
"Thermal displacements",
|
| 1130 |
+
"Group velocity calculation",
|
| 1131 |
+
"Irreducible representations",
|
| 1132 |
+
"Modulation and animation",
|
| 1133 |
+
"Force constants symmetrization",
|
| 1134 |
+
"Mesh sampling",
|
| 1135 |
+
"Q-point calculations"
|
| 1136 |
+
],
|
| 1137 |
+
"supported_calculators": [
|
| 1138 |
+
"vasp", "qe", "abinit", "siesta", "elk", "wien2k",
|
| 1139 |
+
"crystal", "turbomole", "cp2k", "dftbp", "lammps"
|
| 1140 |
+
],
|
| 1141 |
+
"fc_calculators": ["traditional", "symfc", "alm"]
|
| 1142 |
+
}
|
| 1143 |
+
return {"success": True, "result": result}
|
| 1144 |
+
except Exception as e:
|
| 1145 |
+
return {"success": False, "error": str(e)}
|
| 1146 |
+
|
| 1147 |
+
|
| 1148 |
def create_app() -> FastMCP:
|
| 1149 |
"""
|
| 1150 |
+
Creates and returns the FastMCP application instance.
|
| 1151 |
|
| 1152 |
Returns:
|
| 1153 |
- FastMCP: The FastMCP application instance.
|