From 624038283c421a43a0d98e0e6db36f8d1c6bf6b4 Mon Sep 17 00:00:00 2001 From: ejricketts Date: Thu, 26 Jun 2025 15:41:58 +0100 Subject: [PATCH 1/9] Enhance PGS functionality with decision tree integration and add example scripts for 2D and 3D simulations --- examples/11_plurigaussian/07_tree_pgs.py | 66 +++++++++ .../11_plurigaussian/08_multi_field_pgs.py | 81 +++++++++++ examples/11_plurigaussian/09_3d_tree_pgs.py | 69 ++++++++++ src/gstools/field/pgs.py | 127 ++++++++++++++++-- 4 files changed, 329 insertions(+), 14 deletions(-) create mode 100644 examples/11_plurigaussian/07_tree_pgs.py create mode 100644 examples/11_plurigaussian/08_multi_field_pgs.py create mode 100644 examples/11_plurigaussian/09_3d_tree_pgs.py diff --git a/examples/11_plurigaussian/07_tree_pgs.py b/examples/11_plurigaussian/07_tree_pgs.py new file mode 100644 index 00000000..7f5861db --- /dev/null +++ b/examples/11_plurigaussian/07_tree_pgs.py @@ -0,0 +1,66 @@ +""" +PGS through decision trees +-------------------------- + +In +""" + +import matplotlib.pyplot as plt +import numpy as np + +import gstools as gs + +dim = 2 + +N = [200,100] + +x = np.arange(N[0]) +y = np.arange(N[1]) + +model = gs.Gaussian(dim=dim, var=1, len_scale=15) +srf = gs.SRF(model) +field1 = srf.structured([x, y], seed=201519) +field2 = srf.structured([x, y], seed=199221) + +from gstools.field.pgs import ellipse + +config = { + 'root': { + 'type': 'decision', + 'func': ellipse, + 'args': { + 'key1': 'Z1', + 'key2': 'Z2', + 'c1': 0, + 'c2': 0, + 's1': 2.3, + 's2': 0.3, + 'angle': 30 + }, + 'yes_branch': 'phase1', + 'no_branch': 'phase0' + }, + 'phase1': { + 'type': 'leaf', + 'action': 1 + }, + 'phase0': { + 'type': 'leaf', + 'action': 0 + }, +} + +pgs = gs.PGS(dim, [field1, field2]) + +L, P = pgs(tree=config) + +fig, axs = plt.subplots(1, 2, figsize=(10, 5)) + +im0 = axs[0].imshow(L, cmap="copper", origin="lower") +axs[0].set_title("L") +im1 = axs[1].imshow(P, cmap="copper", origin="lower") +axs[1].set_title("P") + +plt.tight_layout() + +plt.show() \ No newline at end of file diff --git a/examples/11_plurigaussian/08_multi_field_pgs.py b/examples/11_plurigaussian/08_multi_field_pgs.py new file mode 100644 index 00000000..9f08d984 --- /dev/null +++ b/examples/11_plurigaussian/08_multi_field_pgs.py @@ -0,0 +1,81 @@ +""" +From bigaussian to plurigaussian simulation +-------------------------------------------------- + +In +""" + +import matplotlib.pyplot as plt +import numpy as np + +import gstools as gs + +dim = 2 + +N = [200,200] + +x = np.arange(N[0]) +y = np.arange(N[1]) + +model = gs.Gaussian(dim=dim, var=1, len_scale=15) +srf = gs.SRF(model) +field1 = srf.structured([x, y], seed=201519) +field2 = srf.structured([x, y], seed=199221) +model = gs.Gaussian(dim=dim, var=1, len_scale=3) +srf = gs.SRF(model) +field3 = srf.structured([x, y], seed=1345134) +field4 = srf.structured([x, y], seed=1351455) + +from gstools.field.pgs import ellipse + +config = { + 'root': { + 'type': 'decision', + 'func': ellipse, + 'args': { + 'key1': 'Z1', + 'key2': 'Z2', + 'c1': 0.7, + 'c2': 0.7, + 's1': 1.3, + 's2': 1.3, + }, + 'yes_branch': 'phase1', + 'no_branch': 'node1' + }, + 'node1': { + 'type': 'decision', + 'func': ellipse, + 'args': { + 'key1': 'Z3', + 'key2': 'Z4', + 'c1': -0.7, + 'c2': -0.7, + 's1': 1.3, + 's2': 1.3, + 'angle': 30 + }, + 'yes_branch': 'phase2', + 'no_branch': 'phase0' + }, + 'phase2': { + 'type': 'leaf', + 'action': 2 + }, + 'phase1': { + 'type': 'leaf', + 'action': 1 + }, + 'phase0': { + 'type': 'leaf', + 'action': 0 + }, +} + +pgs = gs.PGS(dim, [field1, field2, field3, field4]) + +_, P = pgs(tree=config) + +plt.imshow(P, cmap="copper", origin="lower") +plt.tight_layout() +plt.show() \ No newline at end of file diff --git a/examples/11_plurigaussian/09_3d_tree_pgs.py b/examples/11_plurigaussian/09_3d_tree_pgs.py new file mode 100644 index 00000000..918a6663 --- /dev/null +++ b/examples/11_plurigaussian/09_3d_tree_pgs.py @@ -0,0 +1,69 @@ +""" +Three dimensional PGS through decision trees +-------------------------------------------- + +In +""" + +import matplotlib.pyplot as plt +import numpy as np + +import gstools as gs + +dim = 3 +# no. of cells in all dimensions +N = [60] * dim + +x = np.arange(N[0]) +y = np.arange(N[1]) +z = np.arange(N[2]) + +model1 = gs.Gaussian(dim=dim, var=1, len_scale=[20, 10, 15]) +srf1 = gs.SRF(model1) +field1 = srf1.structured([x, y, z], seed=20170519) +model2 = gs.Exponential(dim=dim, var=1, len_scale=[5, 5, 5]) +srf2 = gs.SRF(model2) +field2 = srf2.structured([x, y, z], seed=19970221) +model3 = gs.Gaussian(dim=dim, var=1, len_scale=[7, 12, 18]) +srf3 = gs.SRF(model3) +field3 = srf3.structured([x, y, z], seed=20011012) + +pgs = gs.PGS(dim, [field1, field2, field3]) + +from gstools.field.pgs import ellipsoid + +config = { + 'root': { + 'type': 'decision', + 'func': ellipsoid, + 'args': { + 'key1': 'Z1', + 'key2': 'Z2', + 'key3': 'Z4', + 'c1': 0, + 'c2': 0, + 'c3': 0, + 's1': 3, + 's2': 1, + 's3': 0.4 + }, + 'yes_branch': 'phase1', + 'no_branch': 'phase0' + }, + 'phase0': { + 'type': 'leaf', + 'action': 0 + }, + 'phase1': { + 'type': 'leaf', + 'action': 1 + }, +} + +L, P = pgs(tree=config) + +import pyvista as pv + +grid = pv.ImageData(dimensions=N) +grid.point_data["PGS"] = P.reshape(-1) +grid.contour(isosurfaces=8).plot() \ No newline at end of file diff --git a/src/gstools/field/pgs.py b/src/gstools/field/pgs.py index 2ab7b226..b25f6894 100644 --- a/src/gstools/field/pgs.py +++ b/src/gstools/field/pgs.py @@ -56,10 +56,11 @@ class PGS: def __init__(self, dim, fields): # hard to test for 1d case if dim > 1: - if dim != len(fields): - raise ValueError( - "PGS: Mismatch between dim. and no. of fields." - ) + # if dim != len(fields): + # raise ValueError( + # "PGS: Mismatch between dim. and no. of fields." + # ) + pass for d in range(1, dim): if not fields[0].shape == fields[d].shape: raise ValueError("PGS: Not all fields have the same shape.") @@ -67,6 +68,8 @@ def __init__(self, dim, fields): self._fields = np.array(fields) self._lithotypes = None self._pos_lith = None + self._tree = None + self._field_names = [f"Z{i+1}" for i in range(len(self._fields))] try: self._mapping = np.stack(self._fields, axis=1) except np.AxisError: @@ -78,7 +81,7 @@ def __init__(self, dim, fields): else: raise - def __call__(self, lithotypes): + def __call__(self, lithotypes=None, tree=None): """Generate the plurigaussian field. Parameters @@ -92,17 +95,53 @@ def __call__(self, lithotypes): pgs : :class:`numpy.ndarray` the plurigaussian field """ - self._lithotypes = np.array(lithotypes) - if len(self._lithotypes.shape) != self._dim: - raise ValueError("PGS: Mismatch between dim. and facies shape.") - self._pos_lith = self.calc_lithotype_axes(self._lithotypes.shape) + if lithotypes is not None or tree is not None: + if lithotypes is not None: + self._lithotypes = np.array(lithotypes) + if len(self._lithotypes.shape) != self._dim: + raise ValueError("PGS: Mismatch between dim. and facies shape.") + self._pos_lith = self.calc_lithotype_axes(self._lithotypes.shape) - P_dig = [] - for d in range(self._dim): - P_dig.append(np.digitize(self._mapping[:, d], self._pos_lith[d])) + P_dig = [] + for d in range(self._dim): + P_dig.append(np.digitize(self._mapping[:, d], self._pos_lith[d])) + + # once Py3.11 has reached its EOL, we can drop the 1-tuple :-) + return self._lithotypes[(*P_dig,)] + + elif tree is not None: + self._tree = self.DecisionTree(tree) + self._tree = self._tree.build_tree() + + grid_shape = self._fields.shape[1:] + + if self._dim == len(self._fields): + axes = [np.linspace(-3, 3, self._fields[0].shape[0]) for _ in self._fields.shape[1:]] # works 2D 2 Fields + mesh = np.meshgrid(*axes, indexing='ij') + coords_L = np.stack([m.ravel() for m in mesh], axis=1) + labels_L = np.array([ + self._tree.decide(dict(zip(self._field_names, pt))) + for pt in coords_L + ]) + L_shape = tuple([self._fields.shape[1]] * len(self._fields.shape[1:])) + L = labels_L.reshape(L_shape) + else: + L = np.zeros(grid_shape, dtype=int) + + coords_P = np.stack( + [self._fields[d].ravel() for d in range(len(self._fields))], + axis=1 + ) + labels_P = np.array([ + self._tree.decide(dict(zip(self._field_names, pt))) + for pt in coords_P + ]) + P = labels_P.reshape(grid_shape) - # once Py3.11 has reached its EOL, we can drop the 1-tuple :-) - return self._lithotypes[(*P_dig,)] + return L, P + + else: + raise ValueError("Must provide exactly one of `lithotypes` or `tree_config`") def calc_lithotype_axes(self, lithotypes_shape): """Calculate the axes on which the lithorypes are defined. @@ -171,3 +210,63 @@ def transform_coords(self, lithotypes_shape, pos): ) ) return pos_trans + + class DecisionTree: + def __init__(self, config): + self._config = config + + def build_tree(self): + nodes = {} + for node_id, details in self._config.items(): + if details['type'] == 'decision': + nodes[node_id] = self.DecisionNode( + func=details['func'], + args=details['args'] + ) + elif details['type'] == 'leaf': + nodes[node_id] = self.LeafNode(details['action']) + for node_id, details in self._config.items(): + if details['type'] == 'decision': + nodes[node_id].yes_branch = nodes.get(details.get('yes_branch')) + nodes[node_id].no_branch = nodes.get(details.get('no_branch')) + + return nodes['root'] + + def decide(self, data): + if self._tree: + return self._tree.decide(data) + else: + raise ValueError("The decision tree has not been built yet.") + + class DecisionNode: + def __init__(self, func, args, yes_branch=None, no_branch=None): + self.func = func + self.args = args + self.yes_branch = yes_branch + self.no_branch = no_branch + + def decide(self, data): + if self.func(data, **self.args): + return self.yes_branch.decide(data) if self.yes_branch else None + else: + return self.no_branch.decide(data) if self.no_branch else None + + class LeafNode: + def __init__(self, action): + self.action = action + + def decide(self, data): + return self.action + +def ellipse(data, key1, key2, c1, c2, s1, s2, angle=0): + x, y = data[key1] - c1, data[key2] - c2 + + if angle: + theta = np.deg2rad(angle) + c, s = np.cos(theta), np.sin(theta) + x, y = x*c + y*s, -x*s + y*c + + return (x/s1)**2 + (y/s2)**2 <= 1 + +def ellipsoid(data, key1, key2, key3, c1, c2, c3, s1, s2, s3): + return ((data[key1]-c1)/s1)**2 + ((data[key2]-c2)/s2)**2 + ((data[key3]-c3)/s3)**2 <= 1 From c98efc24897db11bd59708e2079c7726276c4f9f Mon Sep 17 00:00:00 2001 From: ejricketts Date: Thu, 26 Jun 2025 16:06:48 +0100 Subject: [PATCH 2/9] Only check that dim and number of fields match in spatial approach --- src/gstools/field/pgs.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/src/gstools/field/pgs.py b/src/gstools/field/pgs.py index b25f6894..8642fa17 100644 --- a/src/gstools/field/pgs.py +++ b/src/gstools/field/pgs.py @@ -55,12 +55,6 @@ class PGS: def __init__(self, dim, fields): # hard to test for 1d case - if dim > 1: - # if dim != len(fields): - # raise ValueError( - # "PGS: Mismatch between dim. and no. of fields." - # ) - pass for d in range(1, dim): if not fields[0].shape == fields[d].shape: raise ValueError("PGS: Not all fields have the same shape.") @@ -97,6 +91,12 @@ def __call__(self, lithotypes=None, tree=None): """ if lithotypes is not None or tree is not None: if lithotypes is not None: + if self._dim > 1: + if self._dim != len(self._fields): + raise ValueError( + "PGS: Mismatch between dim. and no. of fields." + ) + self._lithotypes = np.array(lithotypes) if len(self._lithotypes.shape) != self._dim: raise ValueError("PGS: Mismatch between dim. and facies shape.") From 6ed4dfa2fd7281b1f94eb8168b9c907169a1fd37 Mon Sep 17 00:00:00 2001 From: ejricketts Date: Thu, 26 Jun 2025 16:18:30 +0100 Subject: [PATCH 3/9] Lithotype calculation decoupled from PGS calc for consistency and lithotype calculation function --- examples/11_plurigaussian/07_tree_pgs.py | 16 ++++--- .../11_plurigaussian/08_multi_field_pgs.py | 2 +- src/gstools/field/pgs.py | 45 +++++++++++-------- 3 files changed, 37 insertions(+), 26 deletions(-) diff --git a/examples/11_plurigaussian/07_tree_pgs.py b/examples/11_plurigaussian/07_tree_pgs.py index 7f5861db..b7deef48 100644 --- a/examples/11_plurigaussian/07_tree_pgs.py +++ b/examples/11_plurigaussian/07_tree_pgs.py @@ -12,12 +12,12 @@ dim = 2 -N = [200,100] +N = [150,150] x = np.arange(N[0]) y = np.arange(N[1]) -model = gs.Gaussian(dim=dim, var=1, len_scale=15) +model = gs.Gaussian(dim=dim, var=1, len_scale=10) srf = gs.SRF(model) field1 = srf.structured([x, y], seed=201519) field2 = srf.structured([x, y], seed=199221) @@ -33,9 +33,9 @@ 'key2': 'Z2', 'c1': 0, 'c2': 0, - 's1': 2.3, - 's2': 0.3, - 'angle': 30 + 's1': 2.5, + 's2': 0.8, + 'angle': -45 }, 'yes_branch': 'phase1', 'no_branch': 'phase0' @@ -50,9 +50,13 @@ }, } + pgs = gs.PGS(dim, [field1, field2]) -L, P = pgs(tree=config) +L = pgs.compute_lithotype(tree=config) +P = pgs(tree=config) + +# can compute L after also with L = pgs.compute_lithotype() fig, axs = plt.subplots(1, 2, figsize=(10, 5)) diff --git a/examples/11_plurigaussian/08_multi_field_pgs.py b/examples/11_plurigaussian/08_multi_field_pgs.py index 9f08d984..2434ead8 100644 --- a/examples/11_plurigaussian/08_multi_field_pgs.py +++ b/examples/11_plurigaussian/08_multi_field_pgs.py @@ -74,7 +74,7 @@ pgs = gs.PGS(dim, [field1, field2, field3, field4]) -_, P = pgs(tree=config) +P = pgs(tree=config) plt.imshow(P, cmap="copper", origin="lower") plt.tight_layout() diff --git a/src/gstools/field/pgs.py b/src/gstools/field/pgs.py index 8642fa17..f244b65e 100644 --- a/src/gstools/field/pgs.py +++ b/src/gstools/field/pgs.py @@ -112,22 +112,7 @@ def __call__(self, lithotypes=None, tree=None): elif tree is not None: self._tree = self.DecisionTree(tree) self._tree = self._tree.build_tree() - - grid_shape = self._fields.shape[1:] - - if self._dim == len(self._fields): - axes = [np.linspace(-3, 3, self._fields[0].shape[0]) for _ in self._fields.shape[1:]] # works 2D 2 Fields - mesh = np.meshgrid(*axes, indexing='ij') - coords_L = np.stack([m.ravel() for m in mesh], axis=1) - labels_L = np.array([ - self._tree.decide(dict(zip(self._field_names, pt))) - for pt in coords_L - ]) - L_shape = tuple([self._fields.shape[1]] * len(self._fields.shape[1:])) - L = labels_L.reshape(L_shape) - else: - L = np.zeros(grid_shape, dtype=int) - + coords_P = np.stack( [self._fields[d].ravel() for d in range(len(self._fields))], axis=1 @@ -136,12 +121,34 @@ def __call__(self, lithotypes=None, tree=None): self._tree.decide(dict(zip(self._field_names, pt))) for pt in coords_P ]) - P = labels_P.reshape(grid_shape) + P = labels_P.reshape(self._fields.shape[1:]) - return L, P + return P else: - raise ValueError("Must provide exactly one of `lithotypes` or `tree_config`") + raise ValueError("PGS: Must provide exactly one of `lithotypes` or `tree_config`") + + def compute_lithotype(self, tree=None): + if self._tree is None and tree is None: + raise ValueError("PGS: Please provide a decision tree config or compute P to assemble") + elif self._tree is None and tree is not None: + self._tree = self.DecisionTree(tree) + self._tree = self._tree.build_tree() + + if self._dim == len(self._fields): + axes = [np.linspace(-3, 3, self._fields[0].shape[0]) for _ in self._fields.shape[1:]] # works 2D 2 Fields + mesh = np.meshgrid(*axes, indexing='ij') + coords_L = np.stack([m.ravel() for m in mesh], axis=1) + labels_L = np.array([ + self._tree.decide(dict(zip(self._field_names, pt))) + for pt in coords_L + ]) + L_shape = tuple([self._fields.shape[1]] * len(self._fields.shape[1:])) + L = labels_L.reshape(L_shape) + else: + raise ValueError("PGS: Only implemented for dim == len(fields)") + + return L def calc_lithotype_axes(self, lithotypes_shape): """Calculate the axes on which the lithorypes are defined. From de6b3dc10f16c9b4f188b62f845015c52d775f9f Mon Sep 17 00:00:00 2001 From: ejricketts Date: Thu, 26 Jun 2025 16:19:46 +0100 Subject: [PATCH 4/9] Refactor P retrieval in PGS class for clarity and consistency --- src/gstools/field/pgs.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/gstools/field/pgs.py b/src/gstools/field/pgs.py index f244b65e..e87274d5 100644 --- a/src/gstools/field/pgs.py +++ b/src/gstools/field/pgs.py @@ -107,7 +107,7 @@ def __call__(self, lithotypes=None, tree=None): P_dig.append(np.digitize(self._mapping[:, d], self._pos_lith[d])) # once Py3.11 has reached its EOL, we can drop the 1-tuple :-) - return self._lithotypes[(*P_dig,)] + P = self._lithotypes[(*P_dig,)] elif tree is not None: self._tree = self.DecisionTree(tree) @@ -123,7 +123,7 @@ def __call__(self, lithotypes=None, tree=None): ]) P = labels_P.reshape(self._fields.shape[1:]) - return P + return P else: raise ValueError("PGS: Must provide exactly one of `lithotypes` or `tree_config`") From 62a96ff727300af22e57628aa54ea12ce7421854 Mon Sep 17 00:00:00 2001 From: ejricketts Date: Thu, 26 Jun 2025 18:18:58 +0100 Subject: [PATCH 5/9] remove helper functions for decision tree --- src/gstools/field/pgs.py | 13 ------------- 1 file changed, 13 deletions(-) diff --git a/src/gstools/field/pgs.py b/src/gstools/field/pgs.py index e87274d5..a4ef3322 100644 --- a/src/gstools/field/pgs.py +++ b/src/gstools/field/pgs.py @@ -264,16 +264,3 @@ def __init__(self, action): def decide(self, data): return self.action - -def ellipse(data, key1, key2, c1, c2, s1, s2, angle=0): - x, y = data[key1] - c1, data[key2] - c2 - - if angle: - theta = np.deg2rad(angle) - c, s = np.cos(theta), np.sin(theta) - x, y = x*c + y*s, -x*s + y*c - - return (x/s1)**2 + (y/s2)**2 <= 1 - -def ellipsoid(data, key1, key2, key3, c1, c2, c3, s1, s2, s3): - return ((data[key1]-c1)/s1)**2 + ((data[key2]-c2)/s2)**2 + ((data[key3]-c3)/s3)**2 <= 1 From 34f9f8522ecc8c25805baf9d3281bfae7581b3c2 Mon Sep 17 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z^kn?*-_m|$xmox7?@?&FjCk2xLe-SzJa3L(*~r+v&7C}>^!IN_CtA>BF9*QsbZmBf zcJYt3Ls~vDJVo2ohh{EE{PxO+mALPD(VY6@=Wo|{w&rYnC_|qpyAb*eeO%Gb&M&*+dt2J^ftgd~BwYG6=vZmc=DUc|xM@(vi z_`Thxpth4Y#sqT=2$%R2OC@^;8=O0n?XQlgKPq9xQ*HbB)P+A^=`-hUr5|PWmEfC3 zn6YCH+d&8o*;3Moqyi)Qxw05z^xC~9OW)aqJU8gHK~5{Yc0HRCY{KJCu&o>3@aGQL zfk0RdvmGFvXJd2h0$wBbf*^FIL+j0kfN{wz9TBw2_dvN)_cg4;@V2G9xz{ zQxfWdW8mP@@6$A=y0q!my6o=yJD@N6z`MnlRJFzVa>gJ3b>GEhha3pxim87JJV5-( i$Nxku|4fi=^7{@4t_x2_>;!fOojZN;RNaZ2iT?x6r< Date: Fri, 27 Jun 2025 09:56:23 +0100 Subject: [PATCH 7/9] update general readme for PGS --- examples/11_plurigaussian/README.rst | 29 ++++++++++++++++++++-------- 1 file changed, 21 insertions(+), 8 deletions(-) diff --git a/examples/11_plurigaussian/README.rst b/examples/11_plurigaussian/README.rst index 66ccafa6..7a9a0835 100644 --- a/examples/11_plurigaussian/README.rst +++ b/examples/11_plurigaussian/README.rst @@ -1,14 +1,27 @@ -Plurigaussian Field Generation -============================== +Plurigaussian Simulation +======================== -Plurigaussian field simulations (PGS) are used to simulate correlated fields +Plurigaussian simulation (PGS) is used to simulate correlated fields of categorical data, e.g. lithofacies, hydrofacies, soil types, or cementitious materials. -PGS uses one spatial random field (SRF) per dimension, e.g. two SRFs, when -working with two dimensional data. Furthermore, PGS needs a field, which -describes the categorical data and its spatial relations. -This might sound more complicated then it is, as we will see in the following -examples. +In general, we define a categorical rule which dictates the relative +frequency and connectivity of the phases present in the final realisation. +We employ spatial random fields (SRFs) to map to this rule. +This mapping determines the phase of a given point in the simulation domain. +The definition of this rule limits how we can interact with it. +For example, the rule may be defined spatially (e.g. as an image or array) +or via a decision tree. Both forms will be explored in the following +examples, highlighting their differences. +Many PGS approaches constrain the number of input SRFs to match the +dimensions of the simulation domain. This constraint stems from the +implementation, not the method itself. +With a spatial lithotype, we perform bigaussian and trigaussian +simulations for two- and three-dimensional realisations, respectively. +In contrast, the tree-based approach allows an arbitrary number of SRFs, +yielding a fully *pluri*gaussian simulation. +This may sound more complicated than it is; we will clarify everything +in the examples that follow. + Examples -------- From fc1bd97e20f1055fb15e03f221d45598450466e8 Mon Sep 17 00:00:00 2001 From: ejricketts Date: Fri, 27 Jun 2025 12:09:20 +0100 Subject: [PATCH 8/9] Update docstrings in PGS class --- src/gstools/field/pgs.py | 179 +++++++++++++++++++++++++++++++++++++-- 1 file changed, 172 insertions(+), 7 deletions(-) diff --git a/src/gstools/field/pgs.py b/src/gstools/field/pgs.py index a4ef3322..bb1ca86e 100644 --- a/src/gstools/field/pgs.py +++ b/src/gstools/field/pgs.py @@ -76,19 +76,41 @@ def __init__(self, dim, fields): raise def __call__(self, lithotypes=None, tree=None): - """Generate the plurigaussian field. + """ + Generate the plurigaussian field via spatial lithotype or decision tree. + + Either a lithotype field or a decision tree config must be provided. + If `lithotypes` is given, map lithotype codes to the PGS via index + scaling. If `tree` is given, build and apply a DecisionTree to assign + phase labels. Parameters ---------- - lithotypes : :class:`numpy.ndarray` - A `dim` dimensional structured field, whose values are mapped to the PGS. - It does not have to have the same shape as the `fields`, as the indices are - automatically scaled. + lithotypes : :class:`numpy.ndarray`, optional + `dim`-dimensional structured lithotype field. Shape may differ from + `fields`, as indices are automatically scaled. Mutually exclusive + with `tree`. + tree : dict, optional + Configuration dict for constructing a DecisionTree. Must contain + node specifications. Mutually exclusive with `lithotypes`. + Returns ------- pgs : :class:`numpy.ndarray` - the plurigaussian field + Plurigaussian field array: either the mapped lithotype field or + the labels assigned by the decision tree, matching the simulation + domain. + + Raises + ------ + ValueError + If neither or both of `lithotypes` and `tree` are provided. + ValueError + If `lithotypes` shape does not match `dim` or number of `fields`. + ValueError + If `dim` != len(fields) when using `lithotypes`. """ + if lithotypes is not None or tree is not None: if lithotypes is not None: if self._dim > 1: @@ -126,9 +148,35 @@ def __call__(self, lithotypes=None, tree=None): return P else: - raise ValueError("PGS: Must provide exactly one of `lithotypes` or `tree_config`") + raise ValueError("PGS: Must provide exactly one of `lithotypes` or `tree`") def compute_lithotype(self, tree=None): + """ + Compute lithotype from input SRFs using a decision tree. + + If `self._tree` is not set, a tree configuration must be provided via + the `tree` argument. The method then builds or reuses the decision tree + and applies it to the coordinates of the plurigaussian fields to assign + a lithotype phase at each point. + + Parameters + ---------- + tree : dict or None, optional + Configuration for the decision tree. If None, `self._tree` must + already be defined. Defaults to None. + + Returns + ------- + lithotype : :class:`numpy.ndarray` + Discrete label array of shape equal to the simulation domain, + where each entry is the phase index determined by the tree. + + Raises + ------ + ValueError + If no decision tree is available or if `self._dim` does not equal + the number of provided fields. + """ if self._tree is None and tree is None: raise ValueError("PGS: Please provide a decision tree config or compute P to assemble") elif self._tree is None and tree is not None: @@ -219,10 +267,50 @@ def transform_coords(self, lithotypes_shape, pos): return pos_trans class DecisionTree: + """ + Build and traverse a decision tree for assigning lithotype labels. + + This class constructs a tree of DecisionNode and LeafNode instances + from a configuration mapping. Once built, it can classify input data + by following the decision branches to a leaf action. + + Parameters + ---------- + config : dict + Mapping of node IDs to node specifications. Each entry must include: + - 'type': 'decision' or 'leaf' + - For decision nodes: + • 'func' (callable) and 'args' (dict) + • Optional 'yes_branch' and 'no_branch' keys naming other nodes + - For leaf nodes: + • 'action' (any value to return upon reaching the leaf) + + Notes + ----- + - Call `build_tree()` to link nodes and obtain the root before using + `decide()`. + - The tree is immutable once built; rebuild to apply a new config. + """ def __init__(self, config): self._config = config def build_tree(self): + """ + Construct the decision tree structure from the configuration. + + Iterates through the config to create DecisionNode and LeafNode + instances, then links decision nodes to their yes/no branches. + + Returns + ------- + root : DecisionNode or LeafNode + The root node of the constructed decision tree. + + Raises + ------ + KeyError + If 'root' is not defined in the configuration. + """ nodes = {} for node_id, details in self._config.items(): if details['type'] == 'decision': @@ -240,12 +328,51 @@ def build_tree(self): return nodes['root'] def decide(self, data): + """ + Traverse the built tree to make a decision for the given data. + + Parameters + ---------- + data : dict + A mapping of feature names to values, passed to decision functions + in each DecisionNode. + + Returns + ------- + result + The action value from the reached LeafNode, or None if a branch + is missing. + + Raises + ------ + ValueError + If the tree has not been built (i.e., `build_tree` not called). + """ if self._tree: return self._tree.decide(data) else: raise ValueError("The decision tree has not been built yet.") class DecisionNode: + """ + Internal node that evaluates a condition and routes to child branches. + + A DecisionNode wraps a boolean function and two optional branches + (yes_branch and no_branch), which may be further DecisionNode or + LeafNode instances. + + Parameters + ---------- + func : callable + A function that evaluates a condition on the input data. + Must accept `data` as first argument and keyword args. + args : dict + Keyword arguments to pass to `func` when called. + yes_branch : DecisionNode or LeafNode, optional + Node to traverse if `func(data, **args)` returns True. + no_branch : DecisionNode or LeafNode, optional + Node to traverse if `func(data, **args)` returns False. + """ def __init__(self, func, args, yes_branch=None, no_branch=None): self.func = func self.args = args @@ -253,14 +380,52 @@ def __init__(self, func, args, yes_branch=None, no_branch=None): self.no_branch = no_branch def decide(self, data): + """ + Evaluate the decision function and traverse to the next node. + + Parameters + ---------- + data : dict + Feature mapping passed to `func`. + + Returns + ------- + result + The outcome of the subsequent node's `decide` method, or None + if the respective branch is not set. + """ if self.func(data, **self.args): return self.yes_branch.decide(data) if self.yes_branch else None else: return self.no_branch.decide(data) if self.no_branch else None class LeafNode: + """ + Terminal node that returns a stored action when reached. + + A LeafNode represents the outcome of a decision path. Its `action` + value is returned directly by `decide()` + + Parameters + ---------- + action : any + The value to return when this leaf is reached. + """ def __init__(self, action): self.action = action def decide(self, data): + """ + Return the leaf action, terminating the traversal. + + Parameters + ---------- + data : dict + Ignored input data. + + Returns + ------- + action : any + The action value stored in this leaf. + """ return self.action From 5c749b8f438b6634e27644982fb561d82cd0c5c0 Mon Sep 17 00:00:00 2001 From: ejricketts Date: Fri, 27 Jun 2025 15:21:18 +0100 Subject: [PATCH 9/9] formatting changes for black, isort, and pylint --- examples/11_plurigaussian/07_tree_pgs.py | 54 ++++--- .../11_plurigaussian/08_multi_field_pgs.py | 85 +++++------ examples/11_plurigaussian/09_3d_tree_pgs.py | 54 ++++--- src/gstools/field/pgs.py | 138 ++++++++++-------- 4 files changed, 171 insertions(+), 160 deletions(-) diff --git a/examples/11_plurigaussian/07_tree_pgs.py b/examples/11_plurigaussian/07_tree_pgs.py index c8ae0b0d..2b49a42b 100644 --- a/examples/11_plurigaussian/07_tree_pgs.py +++ b/examples/11_plurigaussian/07_tree_pgs.py @@ -2,11 +2,11 @@ PGS through decision trees -------------------------- -In typical PGS workflows, the lithotype is defined through a spatial rule. A +In typical PGS workflows, the lithotype is defined through a spatial rule. A more flexible approach can be taken such that the lithotype is represented as a decision tree. More specifically, this is given as a binary tree, where each node is a decision based on the values of the spatial random -fields [Sektnan et al., 2024](https://doi.org/10.1007/s11004-024-10162-5). The +fields [Sektnan et al., 2024](https://doi.org/10.1007/s11004-024-10162-5). The leaf nodes are then assigned a discrete value which is given to the cell that is being evaluated. Here, a simple example is provided showing how to use the tree based approach in conducting plurigaussian simulation. @@ -23,7 +23,7 @@ dim = 2 # no. of cells in both dimensions -N = [150,150] +N = [150, 150] x = np.arange(N[0]) y = np.arange(N[1]) @@ -40,22 +40,24 @@ # The function accepts a data dictionary, which contains the values of the # spatial random fields, and the parameters of the ellipse. + def ellipse(data, key1, key2, c1, c2, s1, s2, angle=0): x, y = data[key1] - c1, data[key2] - c2 if angle: theta = np.deg2rad(angle) c, s = np.cos(theta), np.sin(theta) - x, y = x*c + y*s, -x*s + y*c + x, y = x * c + y * s, -x * s + y * c + + return (x / s1) ** 2 + (y / s2) ** 2 <= 1 - return (x/s1)**2 + (y/s2)**2 <= 1 ############################################################################### # The decision tree is defined as a dictionary, where each node is a dictionary # itself. The root node is the first decision, which branches into two nodes, # one for each possible outcome. The leaf nodes are the final decisions, which -# assign a discrete value to the given cell. The `func` key in each decision -# node contains the function to be called, and the `args` key contains the +# assign a discrete value to the given cell. The `func` key in each decision +# node contains the function to be called, and the `args` key contains the # arguments to be passed to the function. These arguments must match the # parameters of the function. The `yes_branch` and `no_branch` keys contain the # names of the nodes to follow based on the outcome of the decision. `root` @@ -68,7 +70,7 @@ def ellipse(data, key1, key2, c1, c2, s1, s2, angle=0): # `key2` refer to the spatial random fields, which are used to define the # ellipse. In the algorithm, the fields are indexed as `Z1`, `Z2`, etc., # depending on the order in which they are passed to the PGS object. In this -# case, `Z1` refers to `field1` and `Z2` refers to `field2`. The parameters +# case, `Z1` refers to `field1` and `Z2` refers to `field2`. The parameters # `c1`, `c2`, `s1`, `s2`, and `angle` define the center, scale, and rotation of # the ellipse, respectively. # @@ -77,29 +79,23 @@ def ellipse(data, key1, key2, c1, c2, s1, s2, angle=0): # making ±3 a natural “full” range for defining splits or shapes. config = { - 'root': { - 'type': 'decision', - 'func': ellipse, - 'args': { - 'key1': 'Z1', - 'key2': 'Z2', - 'c1': 0, - 'c2': 0, - 's1': 2.5, - 's2': 0.8, - 'angle': -45 + "root": { + "type": "decision", + "func": ellipse, + "args": { + "key1": "Z1", + "key2": "Z2", + "c1": 0, + "c2": 0, + "s1": 2.5, + "s2": 0.8, + "angle": -45, }, - 'yes_branch': 'phase1', - 'no_branch': 'phase0' - }, - 'phase1': { - 'type': 'leaf', - 'action': 1 - }, - 'phase0': { - 'type': 'leaf', - 'action': 0 + "yes_branch": "phase1", + "no_branch": "phase0", }, + "phase1": {"type": "leaf", "action": 1}, + "phase0": {"type": "leaf", "action": 0}, } ############################################################################### diff --git a/examples/11_plurigaussian/08_multi_field_pgs.py b/examples/11_plurigaussian/08_multi_field_pgs.py index 7ec707ab..3c3b58ee 100644 --- a/examples/11_plurigaussian/08_multi_field_pgs.py +++ b/examples/11_plurigaussian/08_multi_field_pgs.py @@ -3,14 +3,14 @@ -------------------------------------------------- In many PGS implementations, the dimensions of the simulation domain often -matches the number of fields that are supplied. However, this is not a -requirement of the PGS algorithm. In fact, it is possible to use multiple +matches the number of fields that are supplied. However, this is not a +requirement of the PGS algorithm. In fact, it is possible to use multiple spatial random fields in PGS, which can be useful for more complex lithotype definitions. In this example, we will demonstrate how to use multiple SRFs in PGS. In GSTools, this is done by utlising the tree based architecture. -Typically, PGS in two dimensions is carried out as a bigaussian simulation, -where two random fields are used. Here, we will employ four. We begin by +Typically, PGS in two dimensions is carried out as a bigaussian simulation, +where two random fields are used. Here, we will employ four. We begin by setting up the simulation domain and generating the necessary random fields, where the length scales of two of the fields are much larger than the other two. """ @@ -22,7 +22,7 @@ dim = 2 -N = [200,200] +N = [200, 200] x = np.arange(N[0]) y = np.arange(N[1]) @@ -39,65 +39,58 @@ ############################################################################### # As in the previous example, an ellipse is used as the decision boundary. + def ellipse(data, key1, key2, c1, c2, s1, s2, angle=0): x, y = data[key1] - c1, data[key2] - c2 if angle: theta = np.deg2rad(angle) c, s = np.cos(theta), np.sin(theta) - x, y = x*c + y*s, -x*s + y*c + x, y = x * c + y * s, -x * s + y * c + + return (x / s1) ** 2 + (y / s2) ** 2 <= 1 - return (x/s1)**2 + (y/s2)**2 <= 1 ############################################################################### # The configuration dictionary for the decision tree is defined as before, but # this time we pass the additional keys `Z3` and `Z4`, which refer to the # additional fields `field3` and `field4`. The decision tree is structured in a -# way that the first decision node is based on the first two fields, and the +# way that the first decision node is based on the first two fields, and the # second decision node is based on the last two fields. config = { - 'root': { - 'type': 'decision', - 'func': ellipse, - 'args': { - 'key1': 'Z1', - 'key2': 'Z2', - 'c1': 0.7, - 'c2': 0.7, - 's1': 1.3, - 's2': 1.3, + "root": { + "type": "decision", + "func": ellipse, + "args": { + "key1": "Z1", + "key2": "Z2", + "c1": 0.7, + "c2": 0.7, + "s1": 1.3, + "s2": 1.3, }, - 'yes_branch': 'phase1', - 'no_branch': 'node1' + "yes_branch": "phase1", + "no_branch": "node1", }, - 'node1': { - 'type': 'decision', - 'func': ellipse, - 'args': { - 'key1': 'Z3', - 'key2': 'Z4', - 'c1': -0.7, - 'c2': -0.7, - 's1': 1.3, - 's2': 1.3, - 'angle': 30 + "node1": { + "type": "decision", + "func": ellipse, + "args": { + "key1": "Z3", + "key2": "Z4", + "c1": -0.7, + "c2": -0.7, + "s1": 1.3, + "s2": 1.3, + "angle": 30, }, - 'yes_branch': 'phase2', - 'no_branch': 'phase0' - }, - 'phase2': { - 'type': 'leaf', - 'action': 2 - }, - 'phase1': { - 'type': 'leaf', - 'action': 1 - }, - 'phase0': { - 'type': 'leaf', - 'action': 0 + "yes_branch": "phase2", + "no_branch": "phase0", }, + "phase2": {"type": "leaf", "action": 2}, + "phase1": {"type": "leaf", "action": 1}, + "phase0": {"type": "leaf", "action": 0}, } ############################################################################### @@ -121,4 +114,4 @@ def ellipse(data, key1, key2, c1, c2, s1, s2, angle=0): # # .. image:: ../../pics/2d_multi_tree_pgs.png # :width: 400px -# :align: center \ No newline at end of file +# :align: center diff --git a/examples/11_plurigaussian/09_3d_tree_pgs.py b/examples/11_plurigaussian/09_3d_tree_pgs.py index 4f543c70..fa3d16d2 100644 --- a/examples/11_plurigaussian/09_3d_tree_pgs.py +++ b/examples/11_plurigaussian/09_3d_tree_pgs.py @@ -21,8 +21,8 @@ ############################################################################### # As we want to generate a three dimensional field, we generate three spatial # random fields (SRF) as our input. In this example, the number of fields -# is equal to the number of dimensions, but as before, this is not a -# requirement. +# is equal to the number of dimensions, but as before, this is not a +# requirement. model = gs.Gaussian(dim=dim, var=1, len_scale=[15, 15, 15]) srf = gs.SRF(model) @@ -34,39 +34,37 @@ # The decision tree will now utilise an ellipsoid as the decision boundary, # having a similar structure as the ellipse in the previous example. + def ellipsoid(data, key1, key2, key3, c1, c2, c3, s1, s2, s3): - return ((data[key1]-c1)/s1)**2 + ((data[key2]-c2)/s2)**2 + ((data[key3]-c3)/s3)**2 <= 1 + return ((data[key1] - c1) / s1) ** 2 + ((data[key2] - c2) / s2) ** 2 + ( + (data[key3] - c3) / s3 + ) ** 2 <= 1 + config = { - 'root': { - 'type': 'decision', - 'func': ellipsoid, - 'args': { - 'key1': 'Z1', - 'key2': 'Z2', - 'key3': 'Z3', - 'c1': 0, - 'c2': 0, - 'c3': 0, - 's1': 3, - 's2': 1, - 's3': 0.4 + "root": { + "type": "decision", + "func": ellipsoid, + "args": { + "key1": "Z1", + "key2": "Z2", + "key3": "Z3", + "c1": 0, + "c2": 0, + "c3": 0, + "s1": 3, + "s2": 1, + "s3": 0.4, }, - 'yes_branch': 'phase1', - 'no_branch': 'phase0' - }, - 'phase0': { - 'type': 'leaf', - 'action': 0 - }, - 'phase1': { - 'type': 'leaf', - 'action': 1 + "yes_branch": "phase1", + "no_branch": "phase0", }, + "phase0": {"type": "leaf", "action": 0}, + "phase1": {"type": "leaf", "action": 1}, } ############################################################################### -# As before, we initialise the PGS process, generate `P`, and plot to +# As before, we initialise the PGS process, generate `P`, and plot to # visualise the results import pyvista as pv @@ -82,4 +80,4 @@ def ellipsoid(data, key1, key2, key3, c1, c2, c3, s1, s2, s3): # # .. image:: ../../pics/3d_tree_pgs.png # :width: 400px -# :align: center \ No newline at end of file +# :align: center diff --git a/src/gstools/field/pgs.py b/src/gstools/field/pgs.py index bb1ca86e..2921c931 100644 --- a/src/gstools/field/pgs.py +++ b/src/gstools/field/pgs.py @@ -121,35 +121,43 @@ def __call__(self, lithotypes=None, tree=None): self._lithotypes = np.array(lithotypes) if len(self._lithotypes.shape) != self._dim: - raise ValueError("PGS: Mismatch between dim. and facies shape.") - self._pos_lith = self.calc_lithotype_axes(self._lithotypes.shape) - + raise ValueError( + "PGS: Mismatch between dim. and facies shape." + ) + self._pos_lith = self.calc_lithotype_axes( + self._lithotypes.shape + ) P_dig = [] for d in range(self._dim): - P_dig.append(np.digitize(self._mapping[:, d], self._pos_lith[d])) - + P_dig.append( + np.digitize(self._mapping[:, d], self._pos_lith[d]) + ) # once Py3.11 has reached its EOL, we can drop the 1-tuple :-) - P = self._lithotypes[(*P_dig,)] - - elif tree is not None: + return self._lithotypes[(*P_dig,)] + + if tree is not None: self._tree = self.DecisionTree(tree) self._tree = self._tree.build_tree() - + coords_P = np.stack( - [self._fields[d].ravel() for d in range(len(self._fields))], - axis=1 + [ + self._fields[d].ravel() + for d in range(len(self._fields)) + ], + axis=1, ) - labels_P = np.array([ - self._tree.decide(dict(zip(self._field_names, pt))) - for pt in coords_P - ]) - P = labels_P.reshape(self._fields.shape[1:]) + labels_P = np.array( + [ + self._tree.decide(dict(zip(self._field_names, pt))) + for pt in coords_P + ] + ) + return labels_P.reshape(self._fields.shape[1:]) - return P + raise ValueError( + "PGS: Must provide exactly one of `lithotypes` or `tree`" + ) - else: - raise ValueError("PGS: Must provide exactly one of `lithotypes` or `tree`") - def compute_lithotype(self, tree=None): """ Compute lithotype from input SRFs using a decision tree. @@ -178,24 +186,33 @@ def compute_lithotype(self, tree=None): the number of provided fields. """ if self._tree is None and tree is None: - raise ValueError("PGS: Please provide a decision tree config or compute P to assemble") - elif self._tree is None and tree is not None: + raise ValueError( + "PGS: Please provide a decision tree config or compute P to assemble" + ) + if self._tree is None and tree is not None: self._tree = self.DecisionTree(tree) self._tree = self._tree.build_tree() if self._dim == len(self._fields): - axes = [np.linspace(-3, 3, self._fields[0].shape[0]) for _ in self._fields.shape[1:]] # works 2D 2 Fields - mesh = np.meshgrid(*axes, indexing='ij') + axes = [ + np.linspace(-3, 3, self._fields[0].shape[0]) + for _ in self._fields.shape[1:] + ] # works 2D 2 Fields + mesh = np.meshgrid(*axes, indexing="ij") coords_L = np.stack([m.ravel() for m in mesh], axis=1) - labels_L = np.array([ - self._tree.decide(dict(zip(self._field_names, pt))) - for pt in coords_L - ]) - L_shape = tuple([self._fields.shape[1]] * len(self._fields.shape[1:])) + labels_L = np.array( + [ + self._tree.decide(dict(zip(self._field_names, pt))) + for pt in coords_L + ] + ) + L_shape = tuple( + [self._fields.shape[1]] * len(self._fields.shape[1:]) + ) L = labels_L.reshape(L_shape) else: raise ValueError("PGS: Only implemented for dim == len(fields)") - + return L def calc_lithotype_axes(self, lithotypes_shape): @@ -265,7 +282,7 @@ def transform_coords(self, lithotypes_shape, pos): ) ) return pos_trans - + class DecisionTree: """ Build and traverse a decision tree for assigning lithotype labels. @@ -278,22 +295,22 @@ class DecisionTree: ---------- config : dict Mapping of node IDs to node specifications. Each entry must include: - - 'type': 'decision' or 'leaf' - - For decision nodes: - • 'func' (callable) and 'args' (dict) - • Optional 'yes_branch' and 'no_branch' keys naming other nodes - - For leaf nodes: - • 'action' (any value to return upon reaching the leaf) - + - 'type': 'decision' or 'leaf' + - For decision nodes: + • 'func' (callable) and 'args' (dict) + • Optional 'yes_branch' and 'no_branch' keys naming other nodes + - For leaf nodes: Notes ----- - Call `build_tree()` to link nodes and obtain the root before using - `decide()`. + `decide()`. - The tree is immutable once built; rebuild to apply a new config. """ + def __init__(self, config): self._config = config - + self._tree = None + def build_tree(self): """ Construct the decision tree structure from the configuration. @@ -313,19 +330,22 @@ def build_tree(self): """ nodes = {} for node_id, details in self._config.items(): - if details['type'] == 'decision': + if details["type"] == "decision": nodes[node_id] = self.DecisionNode( - func=details['func'], - args=details['args'] + func=details["func"], args=details["args"] ) - elif details['type'] == 'leaf': - nodes[node_id] = self.LeafNode(details['action']) + elif details["type"] == "leaf": + nodes[node_id] = self.LeafNode(details["action"]) for node_id, details in self._config.items(): - if details['type'] == 'decision': - nodes[node_id].yes_branch = nodes.get(details.get('yes_branch')) - nodes[node_id].no_branch = nodes.get(details.get('no_branch')) + if details["type"] == "decision": + nodes[node_id].yes_branch = nodes.get( + details.get("yes_branch") + ) + nodes[node_id].no_branch = nodes.get( + details.get("no_branch") + ) - return nodes['root'] + return nodes["root"] def decide(self, data): """ @@ -350,10 +370,9 @@ def decide(self, data): """ if self._tree: return self._tree.decide(data) - else: - raise ValueError("The decision tree has not been built yet.") + raise ValueError("The decision tree has not been built yet.") - class DecisionNode: + class DecisionNode: # pylint: disable=too-few-public-methods """ Internal node that evaluates a condition and routes to child branches. @@ -373,6 +392,7 @@ class DecisionNode: no_branch : DecisionNode or LeafNode, optional Node to traverse if `func(data, **args)` returns False. """ + def __init__(self, func, args, yes_branch=None, no_branch=None): self.func = func self.args = args @@ -395,11 +415,14 @@ def decide(self, data): if the respective branch is not set. """ if self.func(data, **self.args): - return self.yes_branch.decide(data) if self.yes_branch else None - else: - return self.no_branch.decide(data) if self.no_branch else None + return ( + self.yes_branch.decide(data) + if self.yes_branch + else None + ) + return self.no_branch.decide(data) if self.no_branch else None - class LeafNode: + class LeafNode: # pylint: disable=too-few-public-methods """ Terminal node that returns a stored action when reached. @@ -411,10 +434,11 @@ class LeafNode: action : any The value to return when this leaf is reached. """ + def __init__(self, action): self.action = action - def decide(self, data): + def decide(self, _data): """ Return the leaf action, terminating the traversal.