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-rw-r--r--ml_exp/__main__.py11
-rw-r--r--ml_exp/compound.py6
-rw-r--r--ml_exp/representations.py29
3 files changed, 26 insertions, 20 deletions
diff --git a/ml_exp/__main__.py b/ml_exp/__main__.py
index 17119623e..124ce8cd9 100644
--- a/ml_exp/__main__.py
+++ b/ml_exp/__main__.py
@@ -25,6 +25,11 @@ from ml_exp.compound import Compound
if __name__ == '__main__':
print('Initialize test')
- test = []
- for i in range(1, 10):
- test.append(Compound(f'/home/luevano/py/ml_exp/data/qm7/000{i}.xyz'))
+ mol_name = '/home/luevano/py/ml_exp/data/qm7/0004.xyz'
+ mol = Compound(mol_name)
+ mol.gen_cm(size=1, as_eig=False)
+ mol.gen_ljm(size=1, as_eig=False)
+ mol.gen_am(size=1)
+
+ print(mol.n, mol.atoms, mol.atoms_nc)
+ print(mol.am)
diff --git a/ml_exp/compound.py b/ml_exp/compound.py
index d4dc9b7c0..d499e6b83 100644
--- a/ml_exp/compound.py
+++ b/ml_exp/compound.py
@@ -39,7 +39,8 @@ class Compound:
self.atoms = None
self.atoms_nc = None
self.coordinates = None
- self.energy = None
+ self.pbe0 = None
+ self.delta = None
self.cm = None
self.ljm = None
@@ -91,8 +92,8 @@ class Compound:
bohr_ru=bohr_ru)
def gen_am(self,
- use_forces=False,
size=23,
+ use_forces=False,
bohr_ru=False):
"""
Generate the Adjacency Matrix for the compund.
@@ -104,6 +105,7 @@ class Compound:
fnm, bonds, forces = first_neighbor_matrix(self.coordinates,
self.atoms_nc,
self.atoms,
+ size=size,
use_forces=use_forces,
bohr_ru=bohr_ru)
diff --git a/ml_exp/representations.py b/ml_exp/representations.py
index 796d15f98..11c30dfd2 100644
--- a/ml_exp/representations.py
+++ b/ml_exp/representations.py
@@ -39,7 +39,7 @@ def coulomb_matrix(coords,
if bohr_ru:
cr = 0.52917721067
else:
- cr = 1
+ cr = 1.0
n = coords.shape[0]
@@ -106,7 +106,7 @@ def lennard_jones_matrix(coords,
if bohr_ru:
cr = 0.52917721067
else:
- cr = 1
+ cr = 1.0
n = coords.shape[0]
@@ -168,6 +168,7 @@ def lennard_jones_matrix(coords,
def first_neighbor_matrix(coords,
nc,
atoms,
+ size=23,
use_forces=False,
bohr_ru=False):
"""
@@ -179,7 +180,7 @@ def first_neighbor_matrix(coords,
bohr_ru: if radius units should be in bohr's radius units.
NOTE: Bond distance of carbon to other elements
are (for atoms present in the qm7 dataset):
- C: 1.20 - 1.53 A
+ C: 1.20 - 1.54 A (Edited to 1.19 - 1.54 A)
H: 1.06 - 1.12 A
O: 1.43 - 2.15 A
N: 1.47 - 2.10 A
@@ -188,7 +189,7 @@ def first_neighbor_matrix(coords,
if bohr_ru:
cr = 0.52917721067
else:
- cr = 1
+ cr = 1.0
n = coords.shape[0]
@@ -196,6 +197,11 @@ def first_neighbor_matrix(coords,
raise ValueError('Compound size is different than the nuclear charge\
size. Arrays are not of the right shape.')
+ if size < n:
+ print('Error. Compound size (n) is greater han (size). Using (n)',
+ 'instead of (size).')
+ size = n
+
# Possible bonds.
cc_bond = sorted(['C', 'C'])
ch_bond = sorted(['C', 'H'])
@@ -203,16 +209,12 @@ def first_neighbor_matrix(coords,
cn_bond = sorted(['C', 'N'])
cs_bond = sorted(['C', 'S'])
- if use_forces:
- fnm = np.zeros((n, n), dtype=float)
- else:
- fnm = np.zeros((n, n), dtype=int)
+ fnm = np.zeros((size, size), dtype=float)
bonds = []
forces = []
for i, xyz_i in enumerate(coords):
for j, xyz_j in enumerate(coords):
-
# Ignore the diagonal.
if i != j:
bond = sorted([atoms[i], atoms[j]])
@@ -220,7 +222,7 @@ def first_neighbor_matrix(coords,
r = np.linalg.norm(rv)/cr
# Check for each type of bond.
- if (cc_bond == bond) and (r >= 1.20 and r <= 1.53):
+ if (cc_bond == bond) and (r >= 1.19 and r <= 1.54):
fnm[i, j] = 1.0
if j > i:
bonds.append((i, j))
@@ -257,7 +259,7 @@ def first_neighbor_matrix(coords,
def adjacency_matrix(fnm,
bonds,
forces,
- size=23):
+ size=22):
"""
Calculates the adjacency matrix given the bond list.
fnm: first neighbour matrix.
@@ -272,10 +274,7 @@ def adjacency_matrix(fnm,
instead of (size).')
size = n
- if forces:
- am = np.zeros((size, size), dtype=float)
- else:
- am = np.zeros((size, size), dtype=int)
+ am = np.zeros((size, size), dtype=float)
for i, bond_i in enumerate(bonds):
for j, bond_j in enumerate(bonds):