From aec1745c7598ed198b033c55cb309f034f1eaf06 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 16 Mar 2025 20:40:24 +0100
Subject: [PATCH 01/32] feat: improve bounds in minimize method, it should not
 require using numpy ndarray

---
 pyhms/hms.py | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/pyhms/hms.py b/pyhms/hms.py
index e7a8825..df59b6a 100644
--- a/pyhms/hms.py
+++ b/pyhms/hms.py
@@ -44,12 +44,14 @@ class OptimizeResult:
 
 def minimize(
     fun: Callable[[np.ndarray], float],
-    bounds: np.ndarray,
+    bounds: np.ndarray | list[tuple[float, float]],
     maxfun: int | None = None,
     maxiter: int | None = None,
     seed: int | None = None,
     log_level: str | LoggingLevel | None = LoggingLevel.WARNING,
 ) -> OptimizeResult:
+    if isinstance(bounds, list):
+        bounds = np.array(bounds)
     # If neither maxfun nor maxiter are specified, default to maxfun=DEFAULT_MAX_FUN.
     if maxfun is None and maxiter is None:
         maxfun = DEFAULT_MAX_FUN

From c780f37d6dabd25dad492be0ab904ad31020daf6 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 16 Mar 2025 21:24:40 +0100
Subject: [PATCH 02/32] feat: add default values to simplify configuration

---
 pyhms/config.py                   | 7 ++++---
 pyhms/demes/single_pop_eas/sea.py | 8 +++++++-
 2 files changed, 11 insertions(+), 4 deletions(-)

diff --git a/pyhms/config.py b/pyhms/config.py
index 5c37bdd..12c62eb 100644
--- a/pyhms/config.py
+++ b/pyhms/config.py
@@ -1,8 +1,9 @@
-from typing import TypedDict
+from typing import Type, TypedDict
 
 import numpy as np
 
 from .core.problem import Problem
+from .demes.single_pop_eas.sea import SEA, BaseSEA
 from .logging_ import LoggingLevel
 from .stop_conditions import GlobalStopCondition, LocalStopCondition, UniversalStopCondition
 
@@ -27,11 +28,11 @@ def bounds(self) -> np.ndarray:
 class EALevelConfig(BaseLevelConfig):
     def __init__(
         self,
-        ea_class,
         pop_size: int,
         problem: Problem,
         lsc: LocalStopCondition | UniversalStopCondition,
         generations: int,
+        ea_class: Type[BaseSEA] = SEA,
         sample_std_dev: float = 1.0,
         **kwargs,
     ) -> None:
@@ -86,8 +87,8 @@ def __init__(
         self,
         problem: Problem,
         lsc: LocalStopCondition | UniversalStopCondition,
-        sigma0: float | None,
         generations: int,
+        sigma0: float | None = None,
         **kwargs,
     ) -> None:
         super().__init__(problem, lsc)
diff --git a/pyhms/demes/single_pop_eas/sea.py b/pyhms/demes/single_pop_eas/sea.py
index 6d9510d..4ede0bd 100644
--- a/pyhms/demes/single_pop_eas/sea.py
+++ b/pyhms/demes/single_pop_eas/sea.py
@@ -1,3 +1,4 @@
+from abc import ABC, abstractmethod
 from typing import Any
 
 import numpy as np
@@ -103,7 +104,7 @@ def __call__(self, population: Population) -> Population:
         return Population(new_genomes, population_copy.fitnesses[winners], population_copy.problem)
 
 
-class BaseSEA:
+class BaseSEA(ABC):
     def __init__(
         self,
         variational_operators_pipeline: list[VariationalOperator],
@@ -123,6 +124,11 @@ def select_new_population(self, parent_population: Population, offspring_populat
         top_k_parent_population = parent_population.topk(self.k_elites)
         return offspring_population.merge(top_k_parent_population).topk(parent_population.size)
 
+    @classmethod
+    @abstractmethod
+    def create(self, **kwargs) -> "BaseSEA":
+        raise NotImplementedError("This method should be implemented by the subclass.")
+
 
 class SEA(BaseSEA):
     @classmethod

From 89353cdcce03e992349ca931393346b5815ace63 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 16 Mar 2025 22:58:31 +0100
Subject: [PATCH 03/32] feat: use plotly_white as default template for plots

---
 pyhms/tree.py | 37 ++++++++++++++++++++++++++++---------
 1 file changed, 28 insertions(+), 9 deletions(-)

diff --git a/pyhms/tree.py b/pyhms/tree.py
index 83ffe7f..8f1924d 100644
--- a/pyhms/tree.py
+++ b/pyhms/tree.py
@@ -349,18 +349,32 @@ def plot_deme_metric(
         if metric not in NAME_TO_METRIC:
             raise ValueError(f"Indicator {metric} is not available. Choose from {NAME_TO_METRIC.keys()}")
         indicator_df = NAME_TO_METRIC[metric](deme, selected_dimensions)
-        fig = px.line(
-            indicator_df,
-            x=indicator_df.index,
-            y=indicator_df.columns[0],
+
+        fig = go.Figure()
+
+        fig.add_trace(
+            go.Scatter(
+                x=indicator_df.index,
+                y=indicator_df[indicator_df.columns[0]],
+                mode="lines+markers",
+                name=metric,
+            )
+        )
+
+        fig.update_layout(
+            template="plotly_white",
+            font=dict(size=14),
             title=f"{metric} for {deme_id.capitalize()} Deme",
-            labels={
-                "index": "Generation Number",
-            },
-            markers=True,
+            xaxis=dict(
+                title="Generation Number",
+            ),
+            yaxis=dict(
+                title=f"{metric} Value",
+            ),
         )
         if filepath:
-            fig.write_image(filepath)
+            fig.write_image(filepath, scale=2)
+
         fig.show()
 
     def plot_fitness_value_by_distance(self, filepath: str | None = None) -> None:
@@ -394,6 +408,10 @@ def plot_fitness_value_by_distance(self, filepath: str | None = None) -> None:
             labels={"x": "Distance to Best Genome", "y": "Fitness Value Difference"},
             title=f"Scatter Plot of Individual Fitness vs Distance to Best by Level (Correlation: {corr_coef})",
         )
+        fig.update_layout(
+            template="plotly_white",
+            font=dict(size=14),
+        )
 
         if filepath:
             fig.write_image(filepath)
@@ -491,6 +509,7 @@ def plot_sprout_candidates(self, filepath: str | None = None, deme_id: str | Non
             xaxis=dict(showgrid=True),
             yaxis=dict(showgrid=True),
             template="plotly_white",
+            font=dict(size=14),
         )
 
         if filepath:

From 6f9d7fb8da42eed114719933f7910b9cffd4fea2 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Wed, 19 Mar 2025 17:47:04 +0100
Subject: [PATCH 04/32] feat: add new interactive plot presenting population

---
 pyhms/tree.py | 87 ++++++++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 86 insertions(+), 1 deletion(-)

diff --git a/pyhms/tree.py b/pyhms/tree.py
index 8f1924d..2f70cb7 100644
--- a/pyhms/tree.py
+++ b/pyhms/tree.py
@@ -12,7 +12,7 @@
 
 from .config import TreeConfig
 from .core.individual import Individual
-from .core.problem import StatsGatheringProblem
+from .core.problem import StatsGatheringProblem, get_function_problem
 from .demes.abstract_deme import AbstractDeme
 from .demes.cma_deme import CMADeme
 from .demes.initialize import init_from_config, init_root
@@ -533,3 +533,88 @@ def plot_nbc(
         nbc = nbc_class(self.all_individuals, distance_factor, truncation_factor, use_correction)
         nbc._prepare_spanning_tree()
         nbc.plot_clusters(dimensionality_reducer)
+
+    def plot_population(
+        self,
+        filepath: str | None = None,
+        show_grid: bool = False,
+        grid_granularity: float | None = None,
+        optimal_fitness_value: float | None = None,
+        optimal_genome: np.ndarray | None = None,
+        show_all_individuals: bool = False,
+    ) -> None:
+        function_problem = get_function_problem(self.root._problem)
+        bounds = function_problem.bounds
+        if show_grid:
+            grid_granularity = grid_granularity or (bounds[0][1] - bounds[0][0]) / 200
+            grid = Grid2DProblemEvaluation(function_problem, bounds, 0.05)
+            grid.evaluate()
+            fig = px.imshow(
+                grid.z.T,
+                labels={"x": "x", "y": "y", "color": "f(x, y)"},
+                x=grid.x,
+                y=grid.y,
+                origin="lower",
+                aspect="auto",
+                color_continuous_scale="Viridis",
+            )
+        else:
+            fig = go.Figure()
+
+        for _, deme in self.all_demes:
+            deme_history = deme.all_individuals if show_all_individuals else deme.history[-1]
+            genomes = np.array([x.genome for x in deme_history])
+            fitness_values = np.array([x.fitness for x in deme_history])
+            labels = [f"f(x, y): {val:.2f}" for val in fitness_values]
+            scatter = go.Scatter(
+                x=genomes[:, 0],
+                y=genomes[:, 1],
+                text=labels,
+                mode="markers",
+                marker=dict(size=10),
+                name=deme.id,
+            )
+            fig.add_trace(scatter)
+        if optimal_genome is not None and optimal_fitness_value is not None:
+            scatter = go.Scatter(
+                x=[optimal_genome[0]],
+                y=[optimal_genome[1]],
+                text=[f"f(x, y): {optimal_fitness_value:.2f}"],
+                mode="markers",
+                marker=dict(
+                    size=15,
+                    symbol="diamond",
+                    color="yellow",
+                    line=dict(
+                        width=2,
+                    ),
+                ),
+                name="Optimum",
+            )
+            fig.add_trace(scatter)
+
+        fig.update_layout(
+            xaxis_title="x",
+            yaxis_title="y",
+            width=1000,
+            height=1000,
+            template="plotly_white",
+            coloraxis_colorbar=dict(
+                title=dict(
+                    text="f(x, y)",
+                    side="right",
+                    font=dict(size=14),
+                ),
+                x=1.15,
+                y=0.5,
+                len=0.8,
+            ),
+            legend=dict(
+                x=1.05,
+                y=0.5,
+            ),
+        )
+        if filepath:
+            fig.write_image(filepath)
+
+        fig.show()

From 6d872a8a00413503f7695a92278e6508c60d3995 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 22 Mar 2025 08:51:07 +0100
Subject: [PATCH 05/32] feat: refine population plot

---
 pyhms/tree.py | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/pyhms/tree.py b/pyhms/tree.py
index 2f70cb7..620307a 100644
--- a/pyhms/tree.py
+++ b/pyhms/tree.py
@@ -6,6 +6,7 @@
 import pandas as pd
 import plotly.express as px
 import plotly.graph_objects as go
+import plotly.io as pio
 from scipy.stats import pearsonr
 from sklearn.metrics import pairwise_distances
 from structlog.typing import FilteringBoundLogger
@@ -28,6 +29,8 @@
 from .utils.visualisation.dimensionality_reduction import DimensionalityReducer, NaiveDimensionalityReducer
 from .utils.visualisation.grid import Grid2DProblemEvaluation
 
+pio.kaleido.scope.mathjax = None
+
 
 class DemeTree:
     def __init__(self, config: TreeConfig) -> None:
@@ -542,6 +545,7 @@ def plot_population(
         optimal_fitness_value: float | None = None,
         optimal_genome: np.ndarray | None = None,
         show_all_individuals: bool = False,
+        show_scale: bool = True,
     ) -> None:
         function_problem = get_function_problem(self.root._problem)
         bounds = function_problem.bounds
@@ -558,6 +562,7 @@ def plot_population(
                 aspect="auto",
                 color_continuous_scale="Viridis",
             )
+            fig.update_coloraxes(showscale=show_scale)
         else:
             fig = go.Figure()
 
@@ -572,7 +577,7 @@ def plot_population(
                 text=labels,
                 mode="markers",
                 marker=dict(size=10),
-                name=deme.id,
+                name=f"Deme {deme.id}",
             )
             fig.add_trace(scatter)
         if optimal_genome is not None and optimal_fitness_value is not None:
@@ -605,16 +610,15 @@ def plot_population(
                     side="right",
                     font=dict(size=14),
                 ),
-                x=1.15,
+                x=1.17,
                 y=0.5,
                 len=0.8,
             ),
             legend=dict(
-                x=1.05,
                 y=0.5,
             ),
         )
         if filepath:
-            fig.write_image(filepath)
+            fig.write_image(filepath, scale=2)
 
         fig.show()

From 31e1228e9f427515c0fe2d2fd8b19c4b8999a8e0 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 22 Mar 2025 11:15:52 +0100
Subject: [PATCH 06/32] feat: add new visualization method for the tree

---
 docs/requirements.txt     |   1 +
 poetry.lock               | 183 ++++++++++++++++++++++++++++++++------
 pyhms/tree.py             |   9 +-
 pyhms/utils/print_tree.py | 111 ++++++++++++++++++++++-
 pyproject.toml            |   1 +
 5 files changed, 275 insertions(+), 30 deletions(-)

diff --git a/docs/requirements.txt b/docs/requirements.txt
index 2f88ea2..91ad0bc 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -11,3 +11,4 @@ treelib>=1.7.0
 setuptools>=63.2.0
 structlog>=24.1.0
 dill>=0.3.8
+graphviz>=0.20.1
diff --git a/poetry.lock b/poetry.lock
index e09b4f6..e8dc4de 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
 
 [[package]]
 name = "alabaster"
@@ -6,6 +6,7 @@ version = "0.7.16"
 description = "A light, configurable Sphinx theme"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
 files = [
     {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"},
     {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
@@ -17,6 +18,8 @@ version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
+markers = "platform_system == \"Darwin\""
 files = [
     {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
     {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
@@ -28,6 +31,7 @@ version = "2.4.1"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
     {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
@@ -37,8 +41,8 @@ files = [
 six = ">=1.12.0"
 
 [package.extras]
-astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+astroid = ["astroid (>=1,<2) ; python_version < \"3\"", "astroid (>=2,<4) ; python_version >= \"3\""]
+test = ["astroid (>=1,<2) ; python_version < \"3\"", "astroid (>=2,<4) ; python_version >= \"3\"", "pytest"]
 
 [[package]]
 name = "attrs"
@@ -46,18 +50,19 @@ version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
     {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [package.extras]
-benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
-tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\""]
 
 [[package]]
 name = "babel"
@@ -65,6 +70,7 @@ version = "2.15.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
     {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
@@ -79,6 +85,7 @@ version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
 files = [
     {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
     {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
@@ -90,6 +97,8 @@ version = "1.16.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "implementation_name == \"pypy\""
 files = [
     {file = "cffi-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6b3d6606d369fc1da4fd8c357d026317fbb9c9b75d36dc16e90e84c26854b088"},
     {file = "cffi-1.16.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ac0f5edd2360eea2f1daa9e26a41db02dd4b0451b48f7c318e217ee092a213e9"},
@@ -154,6 +163,7 @@ version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
     {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
@@ -165,6 +175,7 @@ version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
+groups = ["docs"]
 files = [
     {file = "charset-normalizer-3.3.2.tar.gz", hash = "sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5"},
     {file = "charset_normalizer-3.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3"},
@@ -264,6 +275,7 @@ version = "3.4.0"
 description = "CMA-ES, Covariance Matrix Adaptation Evolution Strategy for non-linear numerical optimization in Python"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "cma-3.4.0-py3-none-any.whl", hash = "sha256:4140e490cc4e68cf8c7b1114e079c0561c9b78b1bf9ec69362c20865636ae5ca"},
     {file = "cma-3.4.0.tar.gz", hash = "sha256:a1ebd969b99871be3715d5a24b7bf54cf04ea94e80d6b8536d7147620dd10f6c"},
@@ -282,6 +294,8 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["dev", "docs"]
+markers = "sys_platform == \"win32\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -293,6 +307,7 @@ version = "0.2.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"},
     {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"},
@@ -310,6 +325,7 @@ version = "1.2.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "contourpy-1.2.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bd7c23df857d488f418439686d3b10ae2fbf9bc256cd045b37a8c16575ea1040"},
     {file = "contourpy-1.2.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5b9eb0ca724a241683c9685a484da9d35c872fd42756574a7cfbf58af26677fd"},
@@ -373,6 +389,7 @@ version = "7.6.1"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "coverage-7.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b06079abebbc0e89e6163b8e8f0e16270124c154dc6e4a47b413dd538859af16"},
     {file = "coverage-7.6.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:cf4b19715bccd7ee27b6b120e7e9dd56037b9c0681dcc1adc9ba9db3d417fa36"},
@@ -452,7 +469,7 @@ files = [
 tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
 
 [package.extras]
-toml = ["tomli"]
+toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
 [[package]]
 name = "cycler"
@@ -460,6 +477,7 @@ version = "0.12.1"
 description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
     {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
@@ -475,6 +493,7 @@ version = "1.8.5"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "debugpy-1.8.5-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:7e4d594367d6407a120b76bdaa03886e9eb652c05ba7f87e37418426ad2079f7"},
     {file = "debugpy-1.8.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4413b7a3ede757dc33a273a17d685ea2b0c09dbd312cc03f5534a0fd4d40750a"},
@@ -506,6 +525,7 @@ version = "5.1.1"
 description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.5"
+groups = ["dev"]
 files = [
     {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
     {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
@@ -517,6 +537,7 @@ version = "0.3.8"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "dill-0.3.8-py3-none-any.whl", hash = "sha256:c36ca9ffb54365bdd2f8eb3eff7d2a21237f8452b57ace88b1ac615b7e815bd7"},
     {file = "dill-0.3.8.tar.gz", hash = "sha256:3ebe3c479ad625c4553aca177444d89b486b1d84982eeacded644afc0cf797ca"},
@@ -532,6 +553,7 @@ version = "0.3.8"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "distlib-0.3.8-py2.py3-none-any.whl", hash = "sha256:034db59a0b96f8ca18035f36290806a9a6e6bd9d1ff91e45a7f172eb17e51784"},
     {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"},
@@ -543,6 +565,7 @@ version = "0.20.1"
 description = "Docutils -- Python Documentation Utilities"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
 files = [
     {file = "docutils-0.20.1-py3-none-any.whl", hash = "sha256:96f387a2c5562db4476f09f13bbab2192e764cac08ebbf3a34a95d9b1e4a59d6"},
     {file = "docutils-0.20.1.tar.gz", hash = "sha256:f08a4e276c3a1583a86dce3e34aba3fe04d02bba2dd51ed16106244e8a923e3b"},
@@ -554,6 +577,8 @@ version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
+markers = "python_version < \"3.11\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -568,13 +593,14 @@ version = "2.0.1"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
 python-versions = ">=3.5"
+groups = ["dev"]
 files = [
     {file = "executing-2.0.1-py2.py3-none-any.whl", hash = "sha256:eac49ca94516ccc753f9fb5ce82603156e590b27525a8bc32cce8ae302eb61bc"},
     {file = "executing-2.0.1.tar.gz", hash = "sha256:35afe2ce3affba8ee97f2d69927fa823b08b472b7b994e36a52a964b93d16147"},
 ]
 
 [package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
 
 [[package]]
 name = "fastjsonschema"
@@ -582,6 +608,7 @@ version = "2.20.0"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "fastjsonschema-2.20.0-py3-none-any.whl", hash = "sha256:5875f0b0fa7a0043a91e93a9b8f793bcbbba9691e7fd83dca95c28ba26d21f0a"},
     {file = "fastjsonschema-2.20.0.tar.gz", hash = "sha256:3d48fc5300ee96f5d116f10fe6f28d938e6008f59a6a025c2649475b87f76a23"},
@@ -596,6 +623,7 @@ version = "3.15.4"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "filelock-3.15.4-py3-none-any.whl", hash = "sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7"},
     {file = "filelock-3.15.4.tar.gz", hash = "sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb"},
@@ -604,7 +632,7 @@ files = [
 [package.extras]
 docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
-typing = ["typing-extensions (>=4.8)"]
+typing = ["typing-extensions (>=4.8) ; python_version < \"3.11\""]
 
 [[package]]
 name = "fonttools"
@@ -612,6 +640,7 @@ version = "4.53.1"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "fonttools-4.53.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0679a30b59d74b6242909945429dbddb08496935b82f91ea9bf6ad240ec23397"},
     {file = "fonttools-4.53.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e8bf06b94694251861ba7fdeea15c8ec0967f84c3d4143ae9daf42bbc7717fe3"},
@@ -658,18 +687,35 @@ files = [
 ]
 
 [package.extras]
-all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
+all = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "fs (>=2.2.0,<3)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\"", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0) ; python_version <= \"3.12\"", "xattr ; sys_platform == \"darwin\"", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["munkres", "pycairo", "scipy"]
+interpolatable = ["munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\""]
 lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
-type1 = ["xattr"]
+type1 = ["xattr ; sys_platform == \"darwin\""]
 ufo = ["fs (>=2.2.0,<3)"]
-unicode = ["unicodedata2 (>=15.1.0)"]
-woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
+unicode = ["unicodedata2 (>=15.1.0) ; python_version <= \"3.12\""]
+woff = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "zopfli (>=0.1.4)"]
+
+[[package]]
+name = "graphviz"
+version = "0.20.3"
+description = "Simple Python interface for Graphviz"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "graphviz-0.20.3-py3-none-any.whl", hash = "sha256:81f848f2904515d8cd359cc611faba817598d2feaac4027b266aa3eda7b3dde5"},
+    {file = "graphviz-0.20.3.zip", hash = "sha256:09d6bc81e6a9fa392e7ba52135a9d49f1ed62526f96499325930e87ca1b5925d"},
+]
+
+[package.extras]
+dev = ["flake8", "pep8-naming", "tox (>=3)", "twine", "wheel"]
+docs = ["sphinx (>=5,<7)", "sphinx-autodoc-typehints", "sphinx-rtd-theme"]
+test = ["coverage", "pytest (>=7,<8.1)", "pytest-cov", "pytest-mock (>=3)"]
 
 [[package]]
 name = "identify"
@@ -677,6 +723,7 @@ version = "2.6.0"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "identify-2.6.0-py2.py3-none-any.whl", hash = "sha256:e79ae4406387a9d300332b5fd366d8994f1525e8414984e1a59e058b2eda2dd0"},
     {file = "identify-2.6.0.tar.gz", hash = "sha256:cb171c685bdc31bcc4c1734698736a7d5b6c8bf2e0c15117f4d469c8640ae5cf"},
@@ -691,6 +738,7 @@ version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
+groups = ["docs"]
 files = [
     {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
     {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
@@ -702,6 +750,7 @@ version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["docs"]
 files = [
     {file = "imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b"},
     {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
@@ -713,6 +762,7 @@ version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
@@ -724,6 +774,7 @@ version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
     {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
@@ -757,6 +808,7 @@ version = "8.26.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
+groups = ["dev"]
 files = [
     {file = "ipython-8.26.0-py3-none-any.whl", hash = "sha256:e6b347c27bdf9c32ee9d31ae85defc525755a1869f14057e900675b9e8d6e6ff"},
     {file = "ipython-8.26.0.tar.gz", hash = "sha256:1cec0fbba8404af13facebe83d04436a7434c7400e59f47acf467c64abd0956c"},
@@ -778,7 +830,7 @@ typing-extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 [package.extras]
 all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx-registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "intersphinx-registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli ; python_version < \"3.11\"", "typing-extensions"]
 kernel = ["ipykernel"]
 matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
@@ -795,6 +847,7 @@ version = "0.19.1"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
     {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
     {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
@@ -814,6 +867,7 @@ version = "3.1.4"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
 files = [
     {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
     {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
@@ -831,6 +885,7 @@ version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
@@ -842,6 +897,7 @@ version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
     {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
@@ -863,6 +919,7 @@ version = "2023.12.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
     {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
@@ -877,6 +934,7 @@ version = "8.6.2"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "jupyter_client-8.6.2-py3-none-any.whl", hash = "sha256:50cbc5c66fd1b8f65ecb66bc490ab73217993632809b6e505687de18e9dea39f"},
     {file = "jupyter_client-8.6.2.tar.gz", hash = "sha256:2bda14d55ee5ba58552a8c53ae43d215ad9868853489213f37da060ced54d8df"},
@@ -891,7 +949,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"win32\"", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
@@ -899,6 +957,7 @@ version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
     {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
@@ -919,6 +978,7 @@ version = "0.2.1"
 description = "Static image export for web-based visualization libraries with zero dependencies"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "kaleido-0.2.1-py2.py3-none-macosx_10_11_x86_64.whl", hash = "sha256:ca6f73e7ff00aaebf2843f73f1d3bacde1930ef5041093fe76b83a15785049a7"},
     {file = "kaleido-0.2.1-py2.py3-none-macosx_11_0_arm64.whl", hash = "sha256:bb9a5d1f710357d5d432ee240ef6658a6d124c3e610935817b4b42da9c787c05"},
@@ -934,6 +994,7 @@ version = "1.4.5"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "kiwisolver-1.4.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:05703cf211d585109fcd72207a31bb170a0f22144d68298dc5e61b3c946518af"},
     {file = "kiwisolver-1.4.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:146d14bebb7f1dc4d5fbf74f8a6cb15ac42baadee8912eb84ac0b3b2a3dc6ac3"},
@@ -1047,6 +1108,7 @@ version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
 files = [
     {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc"},
     {file = "MarkupSafe-2.1.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5"},
@@ -1116,6 +1178,7 @@ version = "3.9.0"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "matplotlib-3.9.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2bcee1dffaf60fe7656183ac2190bd630842ff87b3153afb3e384d966b57fe56"},
     {file = "matplotlib-3.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:3f988bafb0fa39d1074ddd5bacd958c853e11def40800c5824556eb630f94d3b"},
@@ -1168,6 +1231,7 @@ version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
     {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
@@ -1182,6 +1246,7 @@ version = "5.10.4"
 description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"},
     {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"},
@@ -1203,6 +1268,7 @@ version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
+groups = ["dev"]
 files = [
     {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
@@ -1214,6 +1280,7 @@ version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["dev"]
 files = [
     {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"},
     {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
@@ -1225,6 +1292,7 @@ version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
     {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
@@ -1270,6 +1338,7 @@ version = "24.1"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "dev", "docs"]
 files = [
     {file = "packaging-24.1-py3-none-any.whl", hash = "sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124"},
     {file = "packaging-24.1.tar.gz", hash = "sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002"},
@@ -1281,6 +1350,7 @@ version = "2.2.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pandas-2.2.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:90c6fca2acf139569e74e8781709dccb6fe25940488755716d1d354d6bc58bce"},
     {file = "pandas-2.2.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c7adfc142dac335d8c1e0dcbd37eb8617eac386596eb9e1a1b77791cf2498238"},
@@ -1354,6 +1424,7 @@ version = "0.8.4"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
     {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
     {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
@@ -1369,6 +1440,8 @@ version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
+groups = ["dev"]
+markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -1383,6 +1456,7 @@ version = "10.4.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pillow-10.4.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e"},
     {file = "pillow-10.4.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:543f3dc61c18dafb755773efc89aae60d06b6596a63914107f75459cf984164d"},
@@ -1471,7 +1545,7 @@ docs = ["furo", "olefile", "sphinx (>=7.3)", "sphinx-copybutton", "sphinx-inline
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -1480,6 +1554,7 @@ version = "4.2.2"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "platformdirs-4.2.2-py3-none-any.whl", hash = "sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee"},
     {file = "platformdirs-4.2.2.tar.gz", hash = "sha256:38b7b51f512eed9e84a22788b4bce1de17c0adb134d6becb09836e37d8654cd3"},
@@ -1496,6 +1571,7 @@ version = "5.23.0"
 description = "An open-source, interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "plotly-5.23.0-py3-none-any.whl", hash = "sha256:76cbe78f75eddc10c56f5a4ee3e7ccaade7c0a57465546f02098c0caed6c2d1a"},
     {file = "plotly-5.23.0.tar.gz", hash = "sha256:89e57d003a116303a34de6700862391367dd564222ab71f8531df70279fc0193"},
@@ -1511,6 +1587,7 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -1526,6 +1603,7 @@ version = "3.8.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
+groups = ["dev"]
 files = [
     {file = "pre_commit-3.8.0-py2.py3-none-any.whl", hash = "sha256:9a90a53bf82fdd8778d58085faf8d83df56e40dfe18f45b19446e26bf1b3a63f"},
     {file = "pre_commit-3.8.0.tar.gz", hash = "sha256:8bb6494d4a20423842e198980c9ecf9f96607a07ea29549e180eef9ae80fe7af"},
@@ -1544,6 +1622,7 @@ version = "3.0.47"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
+groups = ["dev"]
 files = [
     {file = "prompt_toolkit-3.0.47-py3-none-any.whl", hash = "sha256:0d7bfa67001d5e39d02c224b663abc33687405033a8c422d0d675a5a13361d10"},
     {file = "prompt_toolkit-3.0.47.tar.gz", hash = "sha256:1e1b29cb58080b1e69f207c893a1a7bf16d127a5c30c9d17a25a5d77792e5360"},
@@ -1558,6 +1637,7 @@ version = "6.0.0"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+groups = ["dev"]
 files = [
     {file = "psutil-6.0.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:a021da3e881cd935e64a3d0a20983bda0bb4cf80e4f74fa9bfcb1bc5785360c6"},
     {file = "psutil-6.0.0-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:1287c2b95f1c0a364d23bc6f2ea2365a8d4d9b726a3be7294296ff7ba97c17f0"},
@@ -1579,7 +1659,7 @@ files = [
 ]
 
 [package.extras]
-test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
+test = ["enum34 ; python_version <= \"3.4\"", "ipaddress ; python_version < \"3.0\"", "mock ; python_version < \"3.0\"", "pywin32 ; sys_platform == \"win32\"", "wmi ; sys_platform == \"win32\""]
 
 [[package]]
 name = "ptyprocess"
@@ -1587,6 +1667,8 @@ version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
+groups = ["dev"]
+markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
     {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
@@ -1598,6 +1680,7 @@ version = "0.2.3"
 description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"},
     {file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"},
@@ -1612,6 +1695,8 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "implementation_name == \"pypy\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -1623,6 +1708,7 @@ version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev", "docs"]
 files = [
     {file = "pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"},
     {file = "pygments-2.18.0.tar.gz", hash = "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199"},
@@ -1637,6 +1723,7 @@ version = "1.7.2"
 description = "Kriging Toolkit for Python."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "PyKrige-1.7.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5975b5fd939266835c197289dbdb2dd2c2408f9cb56246019c43d5353eaa3ea3"},
     {file = "PyKrige-1.7.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:54bf6252e3fa91a6d798e7d9669108154d2f6866283da6f6029d2813667e64ea"},
@@ -1678,6 +1765,7 @@ version = "3.1.2"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.6.8"
+groups = ["main"]
 files = [
     {file = "pyparsing-3.1.2-py3-none-any.whl", hash = "sha256:f9db75911801ed778fe61bb643079ff86601aca99fcae6345aa67292038fb742"},
     {file = "pyparsing-3.1.2.tar.gz", hash = "sha256:a1bac0ce561155ecc3ed78ca94d3c9378656ad4c94c1270de543f621420f94ad"},
@@ -1692,6 +1780,7 @@ version = "8.3.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "pytest-8.3.2-py3-none-any.whl", hash = "sha256:4ba08f9ae7dcf84ded419494d229b48d0903ea6407b030eaec46df5e6a73bba5"},
     {file = "pytest-8.3.2.tar.gz", hash = "sha256:c132345d12ce551242c87269de812483f5bcc87cdbb4722e48487ba194f9fdce"},
@@ -1714,6 +1803,7 @@ version = "4.1.0"
 description = "Pytest plugin for measuring coverage."
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "pytest-cov-4.1.0.tar.gz", hash = "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6"},
     {file = "pytest_cov-4.1.0-py3-none-any.whl", hash = "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"},
@@ -1732,6 +1822,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main", "dev"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -1746,6 +1837,7 @@ version = "2024.1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "pytz-2024.1-py2.py3-none-any.whl", hash = "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"},
     {file = "pytz-2024.1.tar.gz", hash = "sha256:2a29735ea9c18baf14b448846bde5a48030ed267578472d8955cd0e7443a9812"},
@@ -1757,6 +1849,8 @@ version = "306"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
+groups = ["dev"]
+markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""
 files = [
     {file = "pywin32-306-cp310-cp310-win32.whl", hash = "sha256:06d3420a5155ba65f0b72f2699b5bacf3109f36acbe8923765c22938a69dfc8d"},
     {file = "pywin32-306-cp310-cp310-win_amd64.whl", hash = "sha256:84f4471dbca1887ea3803d8848a1616429ac94a4a8d05f4bc9c5dcfd42ca99c8"},
@@ -1780,6 +1874,7 @@ version = "6.0.1"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.6"
+groups = ["dev"]
 files = [
     {file = "PyYAML-6.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d858aa552c999bc8a8d57426ed01e40bef403cd8ccdd0fc5f6f04a00414cac2a"},
     {file = "PyYAML-6.0.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fd66fc5d0da6d9815ba2cebeb4205f95818ff4b79c3ebe268e75d961704af52f"},
@@ -1829,6 +1924,7 @@ version = "26.1.0"
 description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "pyzmq-26.1.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:263cf1e36862310bf5becfbc488e18d5d698941858860c5a8c079d1511b3b18e"},
     {file = "pyzmq-26.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d5c8b17f6e8f29138678834cf8518049e740385eb2dbf736e8f07fc6587ec682"},
@@ -1950,6 +2046,7 @@ version = "0.3.2"
 description = "Sphinx extension to enable search as you type for docs hosted on Read the Docs."
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
 files = [
     {file = "readthedocs-sphinx-search-0.3.2.tar.gz", hash = "sha256:277773bfa28566a86694c08e568d5a648cd80f22826545555a764d6d20c365fb"},
     {file = "readthedocs_sphinx_search-0.3.2-py3-none-any.whl", hash = "sha256:58716fd21f01581e6e67bf3bc02e79c77e10dc58b5f8e4c7cc1977e013eda173"},
@@ -1961,6 +2058,7 @@ version = "0.35.1"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "referencing-0.35.1-py3-none-any.whl", hash = "sha256:eda6d3234d62814d1c64e305c1331c9a3a6132da475ab6382eaa997b21ee75de"},
     {file = "referencing-0.35.1.tar.gz", hash = "sha256:25b42124a6c8b632a425174f24087783efb348a6f1e0008e63cd4466fedf703c"},
@@ -1976,6 +2074,7 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -1997,6 +2096,7 @@ version = "0.19.1"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "rpds_py-0.19.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:aaf71f95b21f9dc708123335df22e5a2fef6307e3e6f9ed773b2e0938cc4d491"},
     {file = "rpds_py-0.19.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ca0dda0c5715efe2ab35bb83f813f681ebcd2840d8b1b92bfc6fe3ab382fae4a"},
@@ -2109,6 +2209,7 @@ version = "1.5.1"
 description = "A set of python modules for machine learning and data mining"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "scikit_learn-1.5.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:781586c414f8cc58e71da4f3d7af311e0505a683e112f2f62919e3019abd3745"},
     {file = "scikit_learn-1.5.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:f5b213bc29cc30a89a3130393b0e39c847a15d769d6e59539cd86b75d276b1a7"},
@@ -2154,6 +2255,7 @@ version = "1.14.0"
 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "scipy-1.14.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7e911933d54ead4d557c02402710c2396529540b81dd554fc1ba270eb7308484"},
     {file = "scipy-1.14.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:687af0a35462402dd851726295c1a5ae5f987bd6e9026f52e9505994e2f84ef6"},
@@ -2188,7 +2290,7 @@ numpy = ">=1.23.5,<2.3"
 [package.extras]
 dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
 doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.13.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0)", "sphinx-design (>=0.4.0)"]
-test = ["Cython", "array-api-strict", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+test = ["Cython", "array-api-strict", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "setuptools"
@@ -2196,15 +2298,16 @@ version = "72.1.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "setuptools-72.1.0-py3-none-any.whl", hash = "sha256:5a03e1860cf56bb6ef48ce186b0e557fdba433237481a9a625176c2831be15d1"},
     {file = "setuptools-72.1.0.tar.gz", hash = "sha256:8d243eff56d095e5817f796ede6ae32941278f542e0f941867cc05ae52b162ec"},
 ]
 
 [package.extras]
-core = ["importlib-metadata (>=6)", "importlib-resources (>=5.10.2)", "jaraco.text (>=3.7)", "more-itertools (>=8.8)", "ordered-set (>=3.1.1)", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+core = ["importlib-metadata (>=6) ; python_version < \"3.10\"", "importlib-resources (>=5.10.2) ; python_version < \"3.9\"", "jaraco.text (>=3.7)", "more-itertools (>=8.8)", "ordered-set (>=3.1.1)", "packaging (>=24)", "platformdirs (>=2.6.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.11.*)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (<0.4)", "pytest-ruff (>=0.2.1)", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.11.*)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-ruff (<0.4) ; platform_system == \"Windows\"", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "pytest-ruff (>=0.3.2) ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 
 [[package]]
 name = "six"
@@ -2212,6 +2315,7 @@ version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+groups = ["main", "dev"]
 files = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
@@ -2223,6 +2327,7 @@ version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
 optional = false
 python-versions = "*"
+groups = ["docs"]
 files = [
     {file = "snowballstemmer-2.2.0-py2.py3-none-any.whl", hash = "sha256:c8e1716e83cc398ae16824e5572ae04e0d9fc2c6b985fb0f900f5f0c96ecba1a"},
     {file = "snowballstemmer-2.2.0.tar.gz", hash = "sha256:09b16deb8547d3412ad7b590689584cd0fe25ec8db3be37788be3810cbf19cb1"},
@@ -2234,6 +2339,7 @@ version = "7.2.6"
 description = "Python documentation generator"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
 files = [
     {file = "sphinx-7.2.6-py3-none-any.whl", hash = "sha256:1e09160a40b956dc623c910118fa636da93bd3ca0b9876a7b3df90f07d691560"},
     {file = "sphinx-7.2.6.tar.gz", hash = "sha256:9a5160e1ea90688d5963ba09a2dcd8bdd526620edbb65c328728f1b2228d5ab5"},
@@ -2268,6 +2374,7 @@ version = "2.0.0"
 description = "Read the Docs theme for Sphinx"
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
 files = [
     {file = "sphinx_rtd_theme-2.0.0-py2.py3-none-any.whl", hash = "sha256:ec93d0856dc280cf3aee9a4c9807c60e027c7f7b461b77aeffed682e68f0e586"},
     {file = "sphinx_rtd_theme-2.0.0.tar.gz", hash = "sha256:bd5d7b80622406762073a04ef8fadc5f9151261563d47027de09910ce03afe6b"},
@@ -2287,6 +2394,7 @@ version = "2.0.0"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
 files = [
     {file = "sphinxcontrib_applehelp-2.0.0-py3-none-any.whl", hash = "sha256:4cd3f0ec4ac5dd9c17ec65e9ab272c9b867ea77425228e68ecf08d6b28ddbdb5"},
     {file = "sphinxcontrib_applehelp-2.0.0.tar.gz", hash = "sha256:2f29ef331735ce958efa4734873f084941970894c6090408b079c61b2e1c06d1"},
@@ -2303,6 +2411,7 @@ version = "2.0.0"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
 files = [
     {file = "sphinxcontrib_devhelp-2.0.0-py3-none-any.whl", hash = "sha256:aefb8b83854e4b0998877524d1029fd3e6879210422ee3780459e28a1f03a8a2"},
     {file = "sphinxcontrib_devhelp-2.0.0.tar.gz", hash = "sha256:411f5d96d445d1d73bb5d52133377b4248ec79db5c793ce7dbe59e074b4dd1ad"},
@@ -2319,6 +2428,7 @@ version = "2.1.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
 files = [
     {file = "sphinxcontrib_htmlhelp-2.1.0-py3-none-any.whl", hash = "sha256:166759820b47002d22914d64a075ce08f4c46818e17cfc9470a9786b759b19f8"},
     {file = "sphinxcontrib_htmlhelp-2.1.0.tar.gz", hash = "sha256:c9e2916ace8aad64cc13a0d233ee22317f2b9025b9cf3295249fa985cc7082e9"},
@@ -2335,6 +2445,7 @@ version = "4.1"
 description = "Extension to include jQuery on newer Sphinx releases"
 optional = false
 python-versions = ">=2.7"
+groups = ["docs"]
 files = [
     {file = "sphinxcontrib-jquery-4.1.tar.gz", hash = "sha256:1620739f04e36a2c779f1a131a2dfd49b2fd07351bf1968ced074365933abc7a"},
     {file = "sphinxcontrib_jquery-4.1-py2.py3-none-any.whl", hash = "sha256:f936030d7d0147dd026a4f2b5a57343d233f1fc7b363f68b3d4f1cb0993878ae"},
@@ -2349,6 +2460,7 @@ version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
 optional = false
 python-versions = ">=3.5"
+groups = ["docs"]
 files = [
     {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"},
     {file = "sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178"},
@@ -2363,6 +2475,7 @@ version = "2.0.0"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
 files = [
     {file = "sphinxcontrib_qthelp-2.0.0-py3-none-any.whl", hash = "sha256:b18a828cdba941ccd6ee8445dbe72ffa3ef8cbe7505d8cd1fa0d42d3f2d5f3eb"},
     {file = "sphinxcontrib_qthelp-2.0.0.tar.gz", hash = "sha256:4fe7d0ac8fc171045be623aba3e2a8f613f8682731f9153bb2e40ece16b9bbab"},
@@ -2379,6 +2492,7 @@ version = "2.0.0"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
 files = [
     {file = "sphinxcontrib_serializinghtml-2.0.0-py3-none-any.whl", hash = "sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331"},
     {file = "sphinxcontrib_serializinghtml-2.0.0.tar.gz", hash = "sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d"},
@@ -2395,6 +2509,7 @@ version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -2414,6 +2529,7 @@ version = "24.4.0"
 description = "Structured Logging for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "structlog-24.4.0-py3-none-any.whl", hash = "sha256:597f61e80a91cc0749a9fd2a098ed76715a1c8a01f73e336b746504d1aad7610"},
     {file = "structlog-24.4.0.tar.gz", hash = "sha256:b27bfecede327a6d2da5fbc96bd859f114ecc398a6389d664f62085ee7ae6fc4"},
@@ -2431,6 +2547,7 @@ version = "9.0.0"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"},
     {file = "tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b"},
@@ -2446,6 +2563,7 @@ version = "3.5.0"
 description = "threadpoolctl"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"},
     {file = "threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107"},
@@ -2457,6 +2575,8 @@ version = "2.0.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
+markers = "python_version < \"3.11\""
 files = [
     {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
@@ -2468,6 +2588,7 @@ version = "6.4.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:163b0aafc8e23d8cdc3c9dfb24c5368af84a81e3364745ccb4427669bf84aec8"},
     {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:6d5ce3437e18a2b66fbadb183c1d3364fb03f2be71299e7d10dbeeb69f4b2a14"},
@@ -2488,6 +2609,7 @@ version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -2503,6 +2625,7 @@ version = "1.7.0"
 description = "A Python implementation of tree structure."
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "treelib-1.7.0-py3-none-any.whl", hash = "sha256:c37795eaba19f73f3e1a905ef3f4f0cab660dc7617126e8ae99391e25c755416"},
     {file = "treelib-1.7.0.tar.gz", hash = "sha256:9bff1af416b9e642a6cd0e0431d15edf26a24b8d0c8ae68afbd3801b5e30fb61"},
@@ -2517,6 +2640,8 @@ version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["dev"]
+markers = "python_version <= \"3.11\""
 files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
@@ -2528,6 +2653,7 @@ version = "2024.1"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
+groups = ["main"]
 files = [
     {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
     {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
@@ -2539,13 +2665,14 @@ version = "2.2.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
 files = [
     {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"},
     {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -2556,6 +2683,7 @@ version = "20.26.3"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
+groups = ["dev"]
 files = [
     {file = "virtualenv-20.26.3-py3-none-any.whl", hash = "sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589"},
     {file = "virtualenv-20.26.3.tar.gz", hash = "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a"},
@@ -2568,7 +2696,7 @@ platformdirs = ">=3.9.1,<5"
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
 
 [[package]]
 name = "wcwidth"
@@ -2576,12 +2704,13 @@ version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
+groups = ["dev"]
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
 ]
 
 [metadata]
-lock-version = "2.0"
+lock-version = "2.1"
 python-versions = "^3.10"
-content-hash = "3c311caab9c9d0f5ef74037634ef40754f4c689118ea6ec707328704f189bdf1"
+content-hash = "763ef992727c7fe3b2545b607978f9d048bf23058f4763d20eb334cdef17066e"
diff --git a/pyhms/tree.py b/pyhms/tree.py
index 620307a..9b8bea4 100644
--- a/pyhms/tree.py
+++ b/pyhms/tree.py
@@ -1,6 +1,7 @@
 from typing import Literal
 
 import dill as pkl
+import graphviz
 import matplotlib.animation as animation
 import numpy as np
 import pandas as pd
@@ -22,7 +23,7 @@
 from .sprout.sprout_mechanisms import SproutMechanism
 from .utils.clusterization import NearestBetterClustering, NearestBetterClusteringWithRule2
 from .utils.deme_performance import NAME_TO_METRIC
-from .utils.print_tree import format_deme, format_deme_children_tree
+from .utils.print_tree import format_deme, format_deme_children_tree, visualize_deme_tree
 from .utils.r5s import R5SSelection
 from .utils.redundancy_factor import count_redundant_evaluations_for_cma_demes
 from .utils.visualisation.animate import tree_animation
@@ -273,6 +274,9 @@ def tree(self) -> str:
             + format_deme_children_tree(self.root, best_fitness=self.best_individual.fitness)
         )
 
+    def visualize_tree(self, output_path: str | None = None, format: str = "pdf") -> graphviz.Digraph:
+        return visualize_deme_tree(self.root, output_path, format)
+
     def get_redundancy_factor(self, optimal_solution: Individual | None = None) -> float:
         assert self.height == 2, "This method is only applicable to trees with two levels."
         assert all(
@@ -604,11 +608,12 @@ def plot_population(
             width=1000,
             height=1000,
             template="plotly_white",
+            font=dict(size=16),
             coloraxis_colorbar=dict(
                 title=dict(
                     text="f(x, y)",
                     side="right",
-                    font=dict(size=14),
+                    font=dict(size=16),
                 ),
                 x=1.17,
                 y=0.5,
diff --git a/pyhms/utils/print_tree.py b/pyhms/utils/print_tree.py
index f80c528..76c4a62 100644
--- a/pyhms/utils/print_tree.py
+++ b/pyhms/utils/print_tree.py
@@ -1,10 +1,11 @@
+import graphviz
 import numpy as np
 
 from ..demes.abstract_deme import AbstractDeme
 
 LEVEL_PREFIX = "-- "
 LAST_LEVEL_SYMBOL = "\u2514"
-MIDDLE_LEVEL_SYMBOL = "\u251C"
+MIDDLE_LEVEL_SYMBOL = "\u251c"
 
 
 def format_array(solution: np.ndarray, float_format="{:#.2f}") -> str:
@@ -40,3 +41,111 @@ def format_deme_children_tree(deme: AbstractDeme, prefix: str | None = "", best_
         )
         formatted_tree = f"{formatted_tree}{deme_prefix}{formatted_deme}\n{formatted_children_tree}"
     return formatted_tree
+
+
+def format_deme_node_label(deme: AbstractDeme, best_fitness: float | None = None) -> str:
+    is_root = deme._sprout_seed is None
+
+    deme_type = deme.__class__.__name__
+    deme_id = "root" if is_root else deme._id
+
+    label_parts = [f"{deme_type} {deme_id}"]
+
+    fitness_value = f"Fitness: {deme.best_individual.fitness:.2e}"
+    label_parts.append(fitness_value)
+
+    genome_str = format_array(deme.best_individual.genome)
+    if len(genome_str) > 30:
+        genome_str = genome_str[:27] + "..."
+    label_parts.append(f"Genome: {genome_str}")
+
+    if not is_root:
+        sprout_str = format_array(deme._sprout_seed.genome)
+        if len(sprout_str) > 30:
+            sprout_str = sprout_str[:27] + "..."
+        label_parts.append(f"Sprout: {sprout_str}")
+
+    label_parts.append(f"Evals: {deme.n_evaluations}")
+
+    if deme.metaepoch_count <= 1 and not is_root:
+        label_parts.append("(new deme)")
+
+    return "\n".join(label_parts)
+
+
+def get_node_attributes(deme: AbstractDeme, best_fitness: float | None = None) -> dict:
+    is_root = deme._sprout_seed is None
+    is_best = best_fitness and deme.best_individual.fitness == best_fitness
+    is_new = deme.metaepoch_count <= 1 and not is_root
+
+    attrs = {
+        "shape": "box",
+        "style": "filled",
+        "fontname": "Arial",
+    }
+
+    deme_type = deme.__class__.__name__
+    color_map = {
+        "CMADeme": "#E6F3FF",
+        "DEDeme": "#FFF0E6",
+        "EADeme": "#E6FFE6",
+        "LHSDeme": "#F3E6FF",
+        "SHADEDeme": "#FFFCE6",
+        "SobolDeme": "#FFE6F0",
+        "LocalDeme": "#E6FFF3",
+    }
+    attrs["fillcolor"] = color_map.get(deme_type, "#F5F5F5")
+
+    if is_root:
+        attrs["penwidth"] = "2"
+        attrs["fillcolor"] = "#FFD700"
+
+    if is_best:
+        attrs["color"] = "#FF0000"
+        attrs["penwidth"] = "3"
+
+    if is_new:
+        attrs["style"] = "filled,dashed"
+
+    return attrs
+
+
+def visualize_deme_tree(root_deme: AbstractDeme, output_path: str = None, format: str = "pdf") -> graphviz.Digraph:
+    best_fitness = None
+    demes_to_check = [root_deme]
+    while demes_to_check:
+        deme = demes_to_check.pop()
+        if deme.best_individual:
+            if best_fitness is None or deme.best_individual.fitness > best_fitness:
+                best_fitness = deme.best_individual.fitness
+        demes_to_check.extend(deme.children)
+
+    graph = graphviz.Digraph(
+        "Deme Hierarchy",
+        format=format,
+        node_attr={"fontsize": "10"},
+        graph_attr={"rankdir": "TB", "ranksep": "1.0"},
+    )
+
+    def add_deme_to_graph(deme, parent_id=None):
+        deme_id = str(id(deme))
+
+        if deme.metaepoch_count == 0 and parent_id is not None:
+            return
+
+        node_label = format_deme_node_label(deme, best_fitness)
+        node_attrs = get_node_attributes(deme, best_fitness)
+        graph.node(deme_id, node_label, **node_attrs)
+
+        if parent_id is not None:
+            graph.edge(parent_id, deme_id)
+
+        for child in deme.children:
+            add_deme_to_graph(child, deme_id)
+
+    add_deme_to_graph(root_deme)
+
+    if output_path:
+        graph.render(output_path, cleanup=True)
+
+    return graph
diff --git a/pyproject.toml b/pyproject.toml
index f03a19b..43dea48 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,6 +42,7 @@ plotly = "^5.22.0"
 kaleido = "0.2.1"
 scikit-learn = "^1.5.1"
 pykrige = "^1.7.2"
+graphviz = "^0.20.1"
 
 [tool.poetry.group.dev.dependencies]
 pre-commit = "^3.6.0"

From 7756e9941555fd518b609d8ab8c93ca3c68dd886 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 22 Mar 2025 11:26:23 +0100
Subject: [PATCH 07/32] feat: add diagram

---
 pyhms/tree.py             | 2 +-
 pyhms/utils/print_tree.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyhms/tree.py b/pyhms/tree.py
index 9b8bea4..8fcdb71 100644
--- a/pyhms/tree.py
+++ b/pyhms/tree.py
@@ -274,7 +274,7 @@ def tree(self) -> str:
             + format_deme_children_tree(self.root, best_fitness=self.best_individual.fitness)
         )
 
-    def visualize_tree(self, output_path: str | None = None, format: str = "pdf") -> graphviz.Digraph:
+    def tree_diagram(self, output_path: str | None = None, format: str = "pdf") -> graphviz.Digraph:
         return visualize_deme_tree(self.root, output_path, format)
 
     def get_redundancy_factor(self, optimal_solution: Individual | None = None) -> float:
diff --git a/pyhms/utils/print_tree.py b/pyhms/utils/print_tree.py
index 76c4a62..7e78337 100644
--- a/pyhms/utils/print_tree.py
+++ b/pyhms/utils/print_tree.py
@@ -110,7 +110,7 @@ def get_node_attributes(deme: AbstractDeme, best_fitness: float | None = None) -
     return attrs
 
 
-def visualize_deme_tree(root_deme: AbstractDeme, output_path: str = None, format: str = "pdf") -> graphviz.Digraph:
+def visualize_deme_tree(root_deme: AbstractDeme, output_path: str | None = None, format: str = "pdf") -> graphviz.Digraph:
     best_fitness = None
     demes_to_check = [root_deme]
     while demes_to_check:

From b21143d54ff07d83d8f94cac6bd5947ded54aa00 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 22 Mar 2025 12:11:00 +0100
Subject: [PATCH 08/32] feat: diagram improvements

---
 pyhms/tree.py             |  4 ++--
 pyhms/utils/print_tree.py | 41 +++++++++++++--------------------------
 2 files changed, 16 insertions(+), 29 deletions(-)

diff --git a/pyhms/tree.py b/pyhms/tree.py
index 8fcdb71..90b80ae 100644
--- a/pyhms/tree.py
+++ b/pyhms/tree.py
@@ -275,7 +275,7 @@ def tree(self) -> str:
         )
 
     def tree_diagram(self, output_path: str | None = None, format: str = "pdf") -> graphviz.Digraph:
-        return visualize_deme_tree(self.root, output_path, format)
+        return visualize_deme_tree(self.root, self.best_individual, output_path, format)
 
     def get_redundancy_factor(self, optimal_solution: Individual | None = None) -> float:
         assert self.height == 2, "This method is only applicable to trees with two levels."
@@ -549,7 +549,7 @@ def plot_population(
         optimal_fitness_value: float | None = None,
         optimal_genome: np.ndarray | None = None,
         show_all_individuals: bool = False,
-        show_scale: bool = True,
+        show_scale: bool = False,
     ) -> None:
         function_problem = get_function_problem(self.root._problem)
         bounds = function_problem.bounds
diff --git a/pyhms/utils/print_tree.py b/pyhms/utils/print_tree.py
index 7e78337..1fb833c 100644
--- a/pyhms/utils/print_tree.py
+++ b/pyhms/utils/print_tree.py
@@ -1,6 +1,7 @@
 import graphviz
 import numpy as np
 
+from ..core.individual import Individual
 from ..demes.abstract_deme import AbstractDeme
 
 LEVEL_PREFIX = "-- "
@@ -64,12 +65,7 @@ def format_deme_node_label(deme: AbstractDeme, best_fitness: float | None = None
         if len(sprout_str) > 30:
             sprout_str = sprout_str[:27] + "..."
         label_parts.append(f"Sprout: {sprout_str}")
-
     label_parts.append(f"Evals: {deme.n_evaluations}")
-
-    if deme.metaepoch_count <= 1 and not is_root:
-        label_parts.append("(new deme)")
-
     return "\n".join(label_parts)
 
 
@@ -110,38 +106,29 @@ def get_node_attributes(deme: AbstractDeme, best_fitness: float | None = None) -
     return attrs
 
 
-def visualize_deme_tree(root_deme: AbstractDeme, output_path: str | None = None, format: str = "pdf") -> graphviz.Digraph:
-    best_fitness = None
-    demes_to_check = [root_deme]
-    while demes_to_check:
-        deme = demes_to_check.pop()
-        if deme.best_individual:
-            if best_fitness is None or deme.best_individual.fitness > best_fitness:
-                best_fitness = deme.best_individual.fitness
-        demes_to_check.extend(deme.children)
-
+def visualize_deme_tree(
+    root_deme: AbstractDeme,
+    best_individual: Individual,
+    output_path: str | None = None,
+    format: str = "pdf",
+) -> graphviz.Digraph:
     graph = graphviz.Digraph(
-        "Deme Hierarchy",
+        "HMS Tree",
         format=format,
         node_attr={"fontsize": "10"},
         graph_attr={"rankdir": "TB", "ranksep": "1.0"},
     )
 
-    def add_deme_to_graph(deme, parent_id=None):
-        deme_id = str(id(deme))
-
-        if deme.metaepoch_count == 0 and parent_id is not None:
-            return
-
-        node_label = format_deme_node_label(deme, best_fitness)
-        node_attrs = get_node_attributes(deme, best_fitness)
-        graph.node(deme_id, node_label, **node_attrs)
+    def add_deme_to_graph(deme: AbstractDeme, parent_id: str | None = None):
+        node_label = format_deme_node_label(deme, best_individual.fitness)
+        node_attrs = get_node_attributes(deme, best_individual.fitness)
+        graph.node(deme.id, node_label, **node_attrs)
 
         if parent_id is not None:
-            graph.edge(parent_id, deme_id)
+            graph.edge(parent_id, deme.id)
 
         for child in deme.children:
-            add_deme_to_graph(child, deme_id)
+            add_deme_to_graph(child, deme.id)
 
     add_deme_to_graph(root_deme)
 

From afef0302a8ef312bb35b42067efe140c0d63e51c Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 22 Mar 2025 12:15:34 +0100
Subject: [PATCH 09/32] feat: add notebook for GECCO EvoOSS

---
 .pre-commit-config.yaml     |      4 +
 examples/gecco_evooss.ipynb | 165415 +++++++++++++++++++++++++++++++++
 2 files changed, 165419 insertions(+)
 create mode 100644 examples/gecco_evooss.ipynb

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index a8763bf..edda6aa 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -57,3 +57,7 @@ repos:
         language: python
         types: [python]
         args: ["--line-length=120"]
+  - repo: https://github.com/srstevenson/nb-clean
+    rev: "2.4.0"
+    hooks:
+      - id: nb-clean
diff --git a/examples/gecco_evooss.ipynb b/examples/gecco_evooss.ipynb
new file mode 100644
index 0000000..338eb6e
--- /dev/null
+++ b/examples/gecco_evooss.ipynb
@@ -0,0 +1,165415 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "coloraxis": "coloraxis",
+         "hovertemplate": "x: %{x}<br>y: %{y}<br>f(x, y): %{z}<extra></extra>",
+         "name": "0",
+         "type": "heatmap",
+         "x": [
+          -10,
+          -9.95,
+          -9.899999999999999,
+          -9.849999999999998,
+          -9.799999999999997,
+          -9.749999999999996,
+          -9.699999999999996,
+          -9.649999999999995,
+          -9.599999999999994,
+          -9.549999999999994,
+          -9.499999999999993,
+          -9.449999999999992,
+          -9.399999999999991,
+          -9.34999999999999,
+          -9.29999999999999,
+          -9.24999999999999,
+          -9.199999999999989,
+          -9.149999999999988,
+          -9.099999999999987,
+          -9.049999999999986,
+          -8.999999999999986,
+          -8.949999999999985,
+          -8.899999999999984,
+          -8.849999999999984,
+          -8.799999999999983,
+          -8.749999999999982,
+          -8.699999999999982,
+          -8.64999999999998,
+          -8.59999999999998,
+          -8.54999999999998,
+          -8.499999999999979,
+          -8.449999999999978,
+          -8.399999999999977,
+          -8.349999999999977,
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+          -8.149999999999974,
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+          -8.049999999999972,
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+          -7.19999999999996,
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+          -6.949999999999957,
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+          -6.849999999999955,
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+           "#636efa",
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+          "font": {
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+          "geo": {
+           "bgcolor": "white",
+           "lakecolor": "white",
+           "landcolor": "white",
+           "showlakes": true,
+           "showland": true,
+           "subunitcolor": "#C8D4E3"
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+          "hoverlabel": {
+           "align": "left"
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+          "hovermode": "closest",
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+            "linecolor": "#EBF0F8",
+            "ticks": ""
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+            "gridcolor": "#EBF0F8",
+            "linecolor": "#EBF0F8",
+            "ticks": ""
+           }
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+          "scene": {
+           "xaxis": {
+            "backgroundcolor": "white",
+            "gridcolor": "#DFE8F3",
+            "gridwidth": 2,
+            "linecolor": "#EBF0F8",
+            "showbackground": true,
+            "ticks": "",
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+            "linecolor": "#EBF0F8",
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+           "aaxis": {
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+            "ticks": ""
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+           "baxis": {
+            "gridcolor": "#DFE8F3",
+            "linecolor": "#A2B1C6",
+            "ticks": ""
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+           "bgcolor": "white",
+           "caxis": {
+            "gridcolor": "#DFE8F3",
+            "linecolor": "#A2B1C6",
+            "ticks": ""
+           }
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+          "title": {
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+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "#EBF0F8",
+           "linecolor": "#EBF0F8",
+           "ticks": "",
+           "title": {
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+           },
+           "zerolinecolor": "#EBF0F8",
+           "zerolinewidth": 2
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+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "#EBF0F8",
+           "linecolor": "#EBF0F8",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "#EBF0F8",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "width": 1000,
+        "xaxis": {
+         "anchor": "y",
+         "domain": [
+          0,
+          1
+         ],
+         "title": {
+          "text": "x"
+         }
+        },
+        "yaxis": {
+         "anchor": "x",
+         "autorange": true,
+         "domain": [
+          0,
+          1
+         ],
+         "title": {
+          "text": "y"
+         }
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "from pyhms import (\n",
+    "    hms,\n",
+    "    EALevelConfig,\n",
+    "    CMALevelConfig,\n",
+    "    DemeTree,\n",
+    "    DontStop,\n",
+    "    MetaepochLimit,\n",
+    "    FunctionProblem,\n",
+    "    EvalCutoffProblem,\n",
+    "    FitnessEvalLimitReached,\n",
+    "    get_NBC_sprout,\n",
+    ")\n",
+    "\n",
+    "DEFAULT_CENTERS = np.array([[-5.0, -5.0], [5.0, 5.0], [-5.0, 5.0], [5.0, -5.0]])\n",
+    "\n",
+    "\n",
+    "class FunnelProblem:\n",
+    "    def __init__(self, centers: np.ndarray | None = DEFAULT_CENTERS):\n",
+    "        self.centers = centers\n",
+    "\n",
+    "    def __call__(self, x: np.ndarray) -> float:\n",
+    "        return np.min([np.sum((x - center) ** 2) for center in self.centers])\n",
+    "\n",
+    "\n",
+    "fitness_function = FunnelProblem()\n",
+    "\n",
+    "bounds = np.array([[-10.0, 10.0]] * 2)\n",
+    "\n",
+    "eval_cutoff = 1100\n",
+    "problem = FunctionProblem(\n",
+    "    fitness_function=fitness_function,\n",
+    "    bounds=bounds,\n",
+    "    maximize=False,\n",
+    ")\n",
+    "problem_with_cutoff = EvalCutoffProblem(\n",
+    "    decorated_problem=problem,\n",
+    "    eval_cutoff=eval_cutoff,\n",
+    ")\n",
+    "\n",
+    "level_config = [\n",
+    "    EALevelConfig(\n",
+    "        generations=1,\n",
+    "        problem=problem_with_cutoff,\n",
+    "        pop_size=50,\n",
+    "        lsc=DontStop(),\n",
+    "    ),\n",
+    "    CMALevelConfig(\n",
+    "        generations=5,\n",
+    "        problem=problem_with_cutoff,\n",
+    "        lsc=MetaepochLimit(10),\n",
+    "    ),\n",
+    "]\n",
+    "\n",
+    "hms_tree: DemeTree = hms(\n",
+    "    level_config=level_config,\n",
+    "    gsc=FitnessEvalLimitReached(limit=eval_cutoff),\n",
+    "    sprout_cond=get_NBC_sprout(),\n",
+    "    options={\"random_seed\": 42}\n",
+    ")\n",
+    "\n",
+    "hms_tree.plot_population(\n",
+    "    show_grid=True, show_all_individuals=True, filepath=\"hms_tree.eps\", show_scale=False\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
+       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
+       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
+       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
+       "<!-- Generated by graphviz version 12.2.1 (20241206.2353)\n",
+       " -->\n",
+       "<!-- Title: HMS Tree Pages: 1 -->\n",
+       "<svg width=\"507pt\" height=\"204pt\"\n",
+       " viewBox=\"0.00 0.00 506.75 204.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
+       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 200)\">\n",
+       "<title>HMS Tree</title>\n",
+       "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-200 502.75,-200 502.75,4 -4,4\"/>\n",
+       "<!-- root -->\n",
+       "<g id=\"node1\" class=\"node\">\n",
+       "<title>root</title>\n",
+       "<polygon fill=\"#ffd700\" stroke=\"black\" stroke-width=\"2\" points=\"302.25,-196 194,-196 194,-140 302.25,-140 302.25,-196\"/>\n",
+       "<text text-anchor=\"middle\" x=\"248.12\" y=\"-182.5\" font-family=\"Arial\" font-size=\"10.00\">EADeme root</text>\n",
+       "<text text-anchor=\"middle\" x=\"248.12\" y=\"-170.5\" font-family=\"Arial\" font-size=\"10.00\">Fitness: 6.66e&#45;03</text>\n",
+       "<text text-anchor=\"middle\" x=\"248.12\" y=\"-158.5\" font-family=\"Arial\" font-size=\"10.00\">Genome: (5.00, 5.08)</text>\n",
+       "<text text-anchor=\"middle\" x=\"248.12\" y=\"-146.5\" font-family=\"Arial\" font-size=\"10.00\">Evals: 300</text>\n",
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+       "<text text-anchor=\"middle\" x=\"54.12\" y=\"-42.5\" font-family=\"Arial\" font-size=\"10.00\">Fitness: 1.60e&#45;03</text>\n",
+       "<text text-anchor=\"middle\" x=\"54.12\" y=\"-30.5\" font-family=\"Arial\" font-size=\"10.00\">Genome: (4.98, 5.03)</text>\n",
+       "<text text-anchor=\"middle\" x=\"54.12\" y=\"-18.5\" font-family=\"Arial\" font-size=\"10.00\">Sprout: (5.47, 5.57)</text>\n",
+       "<text text-anchor=\"middle\" x=\"54.12\" y=\"-6.5\" font-family=\"Arial\" font-size=\"10.00\">Evals: 102</text>\n",
+       "</g>\n",
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+       "<title>root&#45;&gt;0</title>\n",
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+       "<text text-anchor=\"middle\" x=\"183.12\" y=\"-54.5\" font-family=\"Arial\" font-size=\"10.00\">CMADeme 1</text>\n",
+       "<text text-anchor=\"middle\" x=\"183.12\" y=\"-42.5\" font-family=\"Arial\" font-size=\"10.00\">Fitness: 6.51e&#45;03</text>\n",
+       "<text text-anchor=\"middle\" x=\"183.12\" y=\"-30.5\" font-family=\"Arial\" font-size=\"10.00\">Genome: (&#45;5.05, &#45;5.06)</text>\n",
+       "<text text-anchor=\"middle\" x=\"183.12\" y=\"-18.5\" font-family=\"Arial\" font-size=\"10.00\">Sprout: (&#45;4.89, &#45;5.47)</text>\n",
+       "<text text-anchor=\"middle\" x=\"183.12\" y=\"-6.5\" font-family=\"Arial\" font-size=\"10.00\">Evals: 96</text>\n",
+       "</g>\n",
+       "<!-- root&#45;&gt;1 -->\n",
+       "<g id=\"edge2\" class=\"edge\">\n",
+       "<title>root&#45;&gt;1</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M234.34,-139.01C225.64,-121.35 214.24,-98.18 204.4,-78.2\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"207.64,-76.87 200.09,-69.44 201.36,-79.96 207.64,-76.87\"/>\n",
+       "</g>\n",
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+       "<g id=\"node4\" class=\"node\">\n",
+       "<title>2</title>\n",
+       "<polygon fill=\"#e6f3ff\" stroke=\"black\" points=\"369.75,-68 258.5,-68 258.5,0 369.75,0 369.75,-68\"/>\n",
+       "<text text-anchor=\"middle\" x=\"314.12\" y=\"-54.5\" font-family=\"Arial\" font-size=\"10.00\">CMADeme 2</text>\n",
+       "<text text-anchor=\"middle\" x=\"314.12\" y=\"-42.5\" font-family=\"Arial\" font-size=\"10.00\">Fitness: 4.67e&#45;03</text>\n",
+       "<text text-anchor=\"middle\" x=\"314.12\" y=\"-30.5\" font-family=\"Arial\" font-size=\"10.00\">Genome: (&#45;5.02, 4.94)</text>\n",
+       "<text text-anchor=\"middle\" x=\"314.12\" y=\"-18.5\" font-family=\"Arial\" font-size=\"10.00\">Sprout: (&#45;5.46, 5.27)</text>\n",
+       "<text text-anchor=\"middle\" x=\"314.12\" y=\"-6.5\" font-family=\"Arial\" font-size=\"10.00\">Evals: 66</text>\n",
+       "</g>\n",
+       "<!-- root&#45;&gt;2 -->\n",
+       "<g id=\"edge3\" class=\"edge\">\n",
+       "<title>root&#45;&gt;2</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M262.12,-139.01C270.95,-121.35 282.53,-98.18 292.52,-78.2\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"295.56,-79.95 296.91,-69.44 289.3,-76.82 295.56,-79.95\"/>\n",
+       "</g>\n",
+       "<!-- 3 -->\n",
+       "<g id=\"node5\" class=\"node\">\n",
+       "<title>3</title>\n",
+       "<polygon fill=\"#e6f3ff\" stroke=\"black\" stroke-dasharray=\"5,2\" points=\"498.75,-68 387.5,-68 387.5,0 498.75,0 498.75,-68\"/>\n",
+       "<text text-anchor=\"middle\" x=\"443.12\" y=\"-54.5\" font-family=\"Arial\" font-size=\"10.00\">CMADeme 3</text>\n",
+       "<text text-anchor=\"middle\" x=\"443.12\" y=\"-42.5\" font-family=\"Arial\" font-size=\"10.00\">Fitness: 1.11e&#45;01</text>\n",
+       "<text text-anchor=\"middle\" x=\"443.12\" y=\"-30.5\" font-family=\"Arial\" font-size=\"10.00\">Genome: (5.22, &#45;5.25)</text>\n",
+       "<text text-anchor=\"middle\" x=\"443.12\" y=\"-18.5\" font-family=\"Arial\" font-size=\"10.00\">Sprout: (5.75, &#45;3.62)</text>\n",
+       "<text text-anchor=\"middle\" x=\"443.12\" y=\"-6.5\" font-family=\"Arial\" font-size=\"10.00\">Evals: 36</text>\n",
+       "</g>\n",
+       "<!-- root&#45;&gt;3 -->\n",
+       "<g id=\"edge4\" class=\"edge\">\n",
+       "<title>root&#45;&gt;3</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M289.48,-139.01C317.14,-120.28 353.94,-95.37 384.6,-74.62\"/>\n",
+       "<polygon fill=\"black\" stroke=\"black\" points=\"386.32,-77.68 392.64,-69.17 382.4,-71.88 386.32,-77.68\"/>\n",
+       "</g>\n",
+       "</g>\n",
+       "</svg>\n"
+      ],
+      "text/plain": [
+       "<graphviz.graphs.Digraph at 0x16a53a090>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "hms_tree.tree_diagram(output_path=\"hms_tree_diagram\", format=\"eps\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

From 6e4572c4cc8cfaaa4bcda5197dc56e4aec576003 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 22 Mar 2025 14:13:45 +0100
Subject: [PATCH 10/32] feat: use new interface for counting evaluations

---
 pyhms/stop_conditions/gsc.py | 11 +++--------
 1 file changed, 3 insertions(+), 8 deletions(-)

diff --git a/pyhms/stop_conditions/gsc.py b/pyhms/stop_conditions/gsc.py
index 50ebcea..46e873b 100644
--- a/pyhms/stop_conditions/gsc.py
+++ b/pyhms/stop_conditions/gsc.py
@@ -2,7 +2,7 @@
 from enum import Enum
 from typing import TYPE_CHECKING
 
-from ..core.problem import EvalCountingProblem, PrecisionCutoffProblem, StatsGatheringProblem
+from ..core.problem import PrecisionCutoffProblem
 
 if TYPE_CHECKING:
     from pyhms.tree import DemeTree
@@ -76,13 +76,8 @@ def __call__(self, tree: "DemeTree") -> bool:
             self._transform_weights(n_levels)
 
         n_evals = 0
-        for i in range(n_levels):
-            if not isinstance(levels[i].problem, StatsGatheringProblem) and not isinstance(
-                levels[i].problem, EvalCountingProblem
-            ):
-                raise ValueError("Problem has to be an instance of EvalCountingProblem")
-
-            n_evals += self.weights[i] * levels[i].problem.n_evaluations  # type: ignore[attr-defined]
+        for _, deme in tree.all_demes:
+            n_evals += self.weights[deme._level] * deme.n_evaluations  # type: ignore
 
         return n_evals >= self.limit
 

From 736a96137442f76a30b9f9136d9cbf5c6123e43d Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 22 Mar 2025 14:20:26 +0100
Subject: [PATCH 11/32] fix: remove test

---
 test/test_gsc.py | 102 +----------------------------------------------
 1 file changed, 1 insertion(+), 101 deletions(-)

diff --git a/test/test_gsc.py b/test/test_gsc.py
index 94dd244..de1da1c 100644
--- a/test/test_gsc.py
+++ b/test/test_gsc.py
@@ -3,19 +3,17 @@
 import numpy as np
 from pyhms.config import CMALevelConfig, EALevelConfig, TreeConfig
 from pyhms.core.individual import Individual
-from pyhms.core.problem import EvalCountingProblem, PrecisionCutoffProblem, Problem
+from pyhms.core.problem import PrecisionCutoffProblem, Problem
 from pyhms.demes.single_pop_eas.sea import SEA
 from pyhms.initializers import sample_uniform
 from pyhms.stop_conditions import (
     AllStopped,
     DontStop,
-    FitnessEvalLimitReached,
     GlobalStopCondition,
     NoActiveNonrootDemes,
     RootStopped,
     SingularProblemEvalLimitReached,
     SingularProblemPrecisionReached,
-    WeightingStrategy,
 )
 from pyhms.tree import DemeTree
 
@@ -123,101 +121,3 @@ def test_singular_problem_precision_reached(self):
         individual = Individual(genome=np.array([0, 0]), problem=problem)
         individual.evaluate()
         self.assertTrue(gsc(deme_tree))
-
-    def test_fitness_eval_limit_reached(self):
-        LIMIT = 100
-        gsc = FitnessEvalLimitReached(LIMIT, WeightingStrategy.EQUAL)
-        problem_level1 = EvalCountingProblem(SQUARE_PROBLEM)
-        problem_level2 = EvalCountingProblem(SQUARE_PROBLEM)
-        levels = [
-            EALevelConfig(
-                ea_class=SEA,
-                generations=2,
-                problem=problem_level1,
-                pop_size=20,
-                mutation_std=1.0,
-                lsc=DontStop(),
-            ),
-            CMALevelConfig(
-                generations=4,
-                problem=problem_level2,
-                sigma0=2.5,
-                lsc=DontStop(),
-            ),
-        ]
-        tree_config = TreeConfig(
-            levels=levels,
-            gsc=gsc,
-            sprout_mechanism=DEFAULT_SPROUT_COND,
-            options={},
-        )
-        deme_tree = DemeTree(tree_config)
-        # Evaluate problem (level 1) LIMIT - 1 times:
-        population = Individual.create_population(
-            pop_size=LIMIT - problem_level1.n_evaluations - 1,
-            problem=problem_level1,
-            initialize=sample_uniform(bounds=SQUARE_BOUNDS),
-        )
-        Individual.evaluate_population(population)
-        self.assertFalse(gsc(deme_tree))
-        # Evaluate problem (level 2) 1 more time:
-        population = Individual.create_population(
-            pop_size=1,
-            problem=problem_level2,
-            initialize=sample_uniform(bounds=SQUARE_BOUNDS),
-        )
-        Individual.evaluate_population(population)
-        self.assertTrue(gsc(deme_tree))
-
-    def test_fitness_eval_limit_reached_root_only_strategy(self):
-        LIMIT = 100
-        gsc = FitnessEvalLimitReached(LIMIT, WeightingStrategy.ROOT)
-        problem_level1 = EvalCountingProblem(SQUARE_PROBLEM)
-        problem_level2 = EvalCountingProblem(SQUARE_PROBLEM)
-        levels = [
-            EALevelConfig(
-                ea_class=SEA,
-                generations=2,
-                problem=problem_level1,
-                pop_size=20,
-                mutation_std=1.0,
-                lsc=DontStop(),
-            ),
-            CMALevelConfig(
-                generations=4,
-                problem=problem_level2,
-                sigma0=2.5,
-                lsc=DontStop(),
-            ),
-        ]
-        tree_config = TreeConfig(
-            levels=levels,
-            gsc=gsc,
-            sprout_mechanism=DEFAULT_SPROUT_COND,
-            options={},
-        )
-        deme_tree = DemeTree(tree_config)
-        # Evaluate problem (level 1) LIMIT - 1 times:
-        population = Individual.create_population(
-            pop_size=LIMIT - problem_level1.n_evaluations - 1,
-            problem=problem_level1,
-            initialize=sample_uniform(bounds=SQUARE_BOUNDS),
-        )
-        Individual.evaluate_population(population)
-        self.assertFalse(gsc(deme_tree))
-        # Evaluate problem (level 2) 1 more time:
-        population = Individual.create_population(
-            pop_size=1,
-            problem=problem_level2,
-            initialize=sample_uniform(bounds=SQUARE_BOUNDS),
-        )
-        Individual.evaluate_population(population)
-        self.assertFalse(gsc(deme_tree))
-        # Evaluate problem (level 1) 1 more time:
-        population = Individual.create_population(
-            pop_size=1,
-            problem=problem_level1,
-            initialize=sample_uniform(bounds=SQUARE_BOUNDS),
-        )
-        Individual.evaluate_population(population)
-        self.assertTrue(gsc(deme_tree))

From acb098d655cf499c61789ce08a690e81c039effe Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 22 Mar 2025 14:26:04 +0100
Subject: [PATCH 12/32] feat: update notebook, use pre commit

---
 examples/gecco_evooss.ipynb | 165320 +--------------------------------
 1 file changed, 5 insertions(+), 165315 deletions(-)

diff --git a/examples/gecco_evooss.ipynb b/examples/gecco_evooss.ipynb
index 338eb6e..6688edb 100644
--- a/examples/gecco_evooss.ipynb
+++ b/examples/gecco_evooss.ipynb
@@ -2,165219 +2,9 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.plotly.v1+json": {
-       "config": {
-        "plotlyServerURL": "https://plot.ly"
-       },
-       "data": [
-        {
-         "coloraxis": "coloraxis",
-         "hovertemplate": "x: %{x}<br>y: %{y}<br>f(x, y): %{z}<extra></extra>",
-         "name": "0",
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    "source": [
     "import numpy as np\n",
     "from pyhms import (\n",
@@ -165284,108 +74,9 @@
   },
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    "cell_type": "code",
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-       "<!-- root&#45;&gt;2 -->\n",
-       "<g id=\"edge3\" class=\"edge\">\n",
-       "<title>root&#45;&gt;2</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M262.12,-139.01C270.95,-121.35 282.53,-98.18 292.52,-78.2\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"295.56,-79.95 296.91,-69.44 289.3,-76.82 295.56,-79.95\"/>\n",
-       "</g>\n",
-       "<!-- 3 -->\n",
-       "<g id=\"node5\" class=\"node\">\n",
-       "<title>3</title>\n",
-       "<polygon fill=\"#e6f3ff\" stroke=\"black\" stroke-dasharray=\"5,2\" points=\"498.75,-68 387.5,-68 387.5,0 498.75,0 498.75,-68\"/>\n",
-       "<text text-anchor=\"middle\" x=\"443.12\" y=\"-54.5\" font-family=\"Arial\" font-size=\"10.00\">CMADeme 3</text>\n",
-       "<text text-anchor=\"middle\" x=\"443.12\" y=\"-42.5\" font-family=\"Arial\" font-size=\"10.00\">Fitness: 1.11e&#45;01</text>\n",
-       "<text text-anchor=\"middle\" x=\"443.12\" y=\"-30.5\" font-family=\"Arial\" font-size=\"10.00\">Genome: (5.22, &#45;5.25)</text>\n",
-       "<text text-anchor=\"middle\" x=\"443.12\" y=\"-18.5\" font-family=\"Arial\" font-size=\"10.00\">Sprout: (5.75, &#45;3.62)</text>\n",
-       "<text text-anchor=\"middle\" x=\"443.12\" y=\"-6.5\" font-family=\"Arial\" font-size=\"10.00\">Evals: 36</text>\n",
-       "</g>\n",
-       "<!-- root&#45;&gt;3 -->\n",
-       "<g id=\"edge4\" class=\"edge\">\n",
-       "<title>root&#45;&gt;3</title>\n",
-       "<path fill=\"none\" stroke=\"black\" d=\"M289.48,-139.01C317.14,-120.28 353.94,-95.37 384.6,-74.62\"/>\n",
-       "<polygon fill=\"black\" stroke=\"black\" points=\"386.32,-77.68 392.64,-69.17 382.4,-71.88 386.32,-77.68\"/>\n",
-       "</g>\n",
-       "</g>\n",
-       "</svg>\n"
-      ],
-      "text/plain": [
-       "<graphviz.graphs.Digraph at 0x16a53a090>"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "hms_tree.tree_diagram(output_path=\"hms_tree_diagram\", format=\"eps\")"
    ]
@@ -165406,8 +97,7 @@
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.9"
+   "pygments_lexer": "ipython3"
   }
  },
  "nbformat": 4,

From 202eadcb4ac2e256e1761a21f1a76da142beb3ae Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 22 Mar 2025 15:45:32 +0100
Subject: [PATCH 13/32] feat: filter out individuals with inf value

---
 pyhms/tree.py | 14 +++++++++++---
 1 file changed, 11 insertions(+), 3 deletions(-)

diff --git a/pyhms/tree.py b/pyhms/tree.py
index 90b80ae..01e1eb1 100644
--- a/pyhms/tree.py
+++ b/pyhms/tree.py
@@ -389,8 +389,17 @@ def plot_fitness_value_by_distance(self, filepath: str | None = None) -> None:
         best_genome = self.best_individual.genome
         for level, deme in self.all_demes:
             genomes = np.array([x.genome for x in deme.all_individuals])
-            distances_to_best = np.linalg.norm(genomes - best_genome, axis=1)
-            fitness_differences = np.array([x.fitness for x in deme.all_individuals]) - self.best_individual.fitness
+            fitness_values = np.array([x.fitness for x in deme.all_individuals])
+            valid_mask = ~np.isinf(fitness_values)
+
+            if not np.any(valid_mask):
+                continue
+
+            filtered_genomes = genomes[valid_mask]
+            filtered_fitness = fitness_values[valid_mask]
+            distances_to_best = np.linalg.norm(filtered_genomes - best_genome, axis=1)
+            fitness_differences = filtered_fitness - self.best_individual.fitness
+
             data.extend(
                 zip(
                     distances_to_best,
@@ -403,7 +412,6 @@ def plot_fitness_value_by_distance(self, filepath: str | None = None) -> None:
             columns=["Distance to Best Solution", "Fitness Value Difference", "Level"],
         )
 
-        # Calculate correlation coefficient
         corr_coef, _ = pearsonr(df["Distance to Best Solution"], df["Fitness Value Difference"])
         corr_coef = round(corr_coef, 2)
 

From 4c9caab3c2e30d8271ae123d234f62fd1eab2745 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 22 Mar 2025 19:14:27 +0100
Subject: [PATCH 14/32] feat: improve plot_fitness_value_by_distance

---
 pyhms/tree.py | 23 +++++++++++++++++------
 1 file changed, 17 insertions(+), 6 deletions(-)

diff --git a/pyhms/tree.py b/pyhms/tree.py
index 01e1eb1..1ad84dc 100644
--- a/pyhms/tree.py
+++ b/pyhms/tree.py
@@ -384,7 +384,9 @@ def plot_deme_metric(
 
         fig.show()
 
-    def plot_fitness_value_by_distance(self, filepath: str | None = None) -> None:
+    def plot_fitness_value_by_distance(
+        self, filepath: str | None = None, group_by: Literal["level", "deme"] = "level"
+    ) -> None:
         data = []  # type: ignore[var-annotated]
         best_genome = self.best_individual.genome
         for level, deme in self.all_demes:
@@ -400,16 +402,25 @@ def plot_fitness_value_by_distance(self, filepath: str | None = None) -> None:
             distances_to_best = np.linalg.norm(filtered_genomes - best_genome, axis=1)
             fitness_differences = filtered_fitness - self.best_individual.fitness
 
+            group_value = str(level) if group_by == "level" else f"Deme {deme.id}"
+
             data.extend(
                 zip(
                     distances_to_best,
                     fitness_differences,
-                    [str(level)] * len(distances_to_best),
+                    [group_value] * len(distances_to_best),
                 )
             )
+
+        group_column = "Level" if group_by == "level" else "Deme"
+
         df = pd.DataFrame(
             data,
-            columns=["Distance to Best Solution", "Fitness Value Difference", "Level"],
+            columns=[
+                "Distance to Best Solution",
+                "Fitness Value Difference",
+                group_column,
+            ],
         )
 
         corr_coef, _ = pearsonr(df["Distance to Best Solution"], df["Fitness Value Difference"])
@@ -419,9 +430,9 @@ def plot_fitness_value_by_distance(self, filepath: str | None = None) -> None:
             df,
             x="Distance to Best Solution",
             y="Fitness Value Difference",
-            color="Level",
+            color=group_column,
             labels={"x": "Distance to Best Genome", "y": "Fitness Value Difference"},
-            title=f"Scatter Plot of Individual Fitness vs Distance to Best by Level (Correlation: {corr_coef})",
+            title=f"Fitness vs Distance to Best by {group_column} (Correlation: {corr_coef})",
         )
         fig.update_layout(
             template="plotly_white",
@@ -429,7 +440,7 @@ def plot_fitness_value_by_distance(self, filepath: str | None = None) -> None:
         )
 
         if filepath:
-            fig.write_image(filepath)
+            fig.write_image(filepath, scale=2)
         fig.show()
 
     def plot_sprout_seed_distances(self, filepath: str | None = None, level: int | None = 1) -> None:

From fa0965e5ebb5e5f39c7a134743caba84ede6e60b Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 22 Mar 2025 19:18:08 +0100
Subject: [PATCH 15/32] feat: improve example

---
 examples/gecco_evooss.ipynb | 29 ++++++++++++++++++++++++++++-
 1 file changed, 28 insertions(+), 1 deletion(-)

diff --git a/examples/gecco_evooss.ipynb b/examples/gecco_evooss.ipynb
index 6688edb..e6288ae 100644
--- a/examples/gecco_evooss.ipynb
+++ b/examples/gecco_evooss.ipynb
@@ -35,7 +35,7 @@
     "\n",
     "bounds = np.array([[-10.0, 10.0]] * 2)\n",
     "\n",
-    "eval_cutoff = 1100\n",
+    "eval_cutoff = 1000\n",
     "problem = FunctionProblem(\n",
     "    fitness_function=fitness_function,\n",
     "    bounds=bounds,\n",
@@ -80,6 +80,33 @@
    "source": [
     "hms_tree.tree_diagram(output_path=\"hms_tree_diagram\", format=\"eps\")"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "print(hms_tree.summary())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hms_tree.plot_fitness_value_by_distance(filepath=\"distance_correlation.eps\", group_by=\"deme\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hms_tree.plot_fitness_value_by_distance(filepath=\"distance_correlation.eps\", group_by=\"level\")"
+   ]
   }
  ],
  "metadata": {

From 4bf38152ad4abf8494c3a07f26fbd7a67130326b Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Mon, 24 Mar 2025 11:40:30 +0100
Subject: [PATCH 16/32] feat: refine kriging visualization

---
 pyhms/cluster/kriging.py                | 32 +++++++++++++++++++------
 pyhms/cluster/landscape_approximator.py |  4 ++--
 2 files changed, 27 insertions(+), 9 deletions(-)

diff --git a/pyhms/cluster/kriging.py b/pyhms/cluster/kriging.py
index e56abf8..8d88642 100644
--- a/pyhms/cluster/kriging.py
+++ b/pyhms/cluster/kriging.py
@@ -26,7 +26,14 @@ def fit(self, population: Population) -> None:
     def predict(self, genomes: np.ndarray) -> np.ndarray:
         return self.model.execute("points", genomes)
 
-    def plot(self, number_of_points_per_dim: int = 100) -> None:
+    def plot(
+        self,
+        number_of_points_per_dim: int = 100,
+        filepath: str | None = None,
+    ) -> None:
+        if self.population is None or self.model is None:
+            raise ValueError("Model must be fitted before plotting")
+
         bounds = self.population.problem.bounds
         x = np.linspace(bounds[0][0], bounds[0][1], number_of_points_per_dim)
         y = np.linspace(bounds[1][0], bounds[1][1], number_of_points_per_dim)
@@ -39,17 +46,28 @@ def plot(self, number_of_points_per_dim: int = 100) -> None:
                 contours=dict(
                     start=z.min(),
                     end=z.max(),
-                    size=(z.max() - z.min()) / 10,
-                    coloring="lines",
+                    size=(z.max() - z.min()) / 15,
+                    coloring="fill",
+                    showlabels=True,
                 ),
-                line=dict(color="blue"),
+                colorscale="Viridis",
+                line=dict(width=2),
             )
         )
 
         fig.update_layout(
-            title="Kriging Contour Plot",
-            xaxis_title="X1",
-            yaxis_title="X2",
+            xaxis_title="x",
+            yaxis_title="y",
+            width=1000,
+            height=1000,
+            template="plotly_white",
+            font=dict(size=16),
+            margin=dict(l=80, r=80, t=100, b=80),
+            paper_bgcolor="white",
+            plot_bgcolor="white",
         )
 
         fig.show()
+
+        if filepath is not None:
+            fig.write_image(filepath, scale=2)
diff --git a/pyhms/cluster/landscape_approximator.py b/pyhms/cluster/landscape_approximator.py
index 488fb51..ffc4f3a 100644
--- a/pyhms/cluster/landscape_approximator.py
+++ b/pyhms/cluster/landscape_approximator.py
@@ -42,5 +42,5 @@ def fit(self) -> None:
     def predict(self, x: np.ndarray) -> np.ndarray:
         return self.kriging.predict(x)
 
-    def plot(self) -> None:
-        self.kriging.plot()
+    def plot(self, filepath: str | None = None) -> None:
+        self.kriging.plot(filepath=filepath)

From 3d07566b5afaa17bcfc83fd3b29bc22bb6c727db Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Mon, 24 Mar 2025 11:40:50 +0100
Subject: [PATCH 17/32] feat: add example of landscape approximation (HMS +
 MWEA + Kriging)

---
 examples/landscape_approximation.ipynb | 12301 +----------------------
 1 file changed, 13 insertions(+), 12288 deletions(-)

diff --git a/examples/landscape_approximation.ipynb b/examples/landscape_approximation.ipynb
index 11a63dc..50eaf7e 100644
--- a/examples/landscape_approximation.ipynb
+++ b/examples/landscape_approximation.ipynb
@@ -26,7 +26,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -35,7 +35,7 @@
     "\n",
     "def gaussian_benchmark(x, x0, S):\n",
     "    \"\"\"\n",
-    "    Calculate the Gaussian-based benchmark function as defined in the provided formula.\n",
+    "    Calculate the Gaussian-based benchmark function.\n",
     "\n",
     "    Parameters:\n",
     "    x (numpy array): Input vector.\n",
@@ -52,7 +52,7 @@
     "\n",
     "def c_shaped_plateau(x):\n",
     "    \"\"\"\n",
-    "    Calculate the C-shaped plateau function f_C(x) based on the given formula.\n",
+    "    Calculate the C-shaped plateau function f_C(x).\n",
     "\n",
     "    Parameters:\n",
     "    x (numpy array): Input vector.\n",
@@ -79,7 +79,7 @@
     "    for x0, cov in zip(centers, cov_matrices):\n",
     "        result *= gaussian_benchmark(x, x0, cov)\n",
     "\n",
-    "    return result\n"
+    "    return result"
    ]
   },
   {
@@ -92,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -137,7 +137,9 @@
     "global_stop_condition = SingularProblemEvalLimitReached(10000)\n",
     "\n",
     "sprout_condition = get_NBC_sprout()\n",
-    "config = TreeConfig(tree_config, global_stop_condition, sprout_condition)\n",
+    "config = TreeConfig(\n",
+    "    tree_config, global_stop_condition, sprout_condition, options={\"random_seed\": 1}\n",
+    ")\n",
     "hms_tree = DemeTree(config)\n",
     "hms_tree.run()"
    ]
@@ -164,7 +166,7 @@
     "\n",
     "problem = FunctionProblem(c_shaped_plateau, maximize=False, bounds=bounds)\n",
     "\n",
-    "mwea = MWEA.create(problem=problem, mutation_std=0.1, p_mutation=0.2)\n",
+    "mwea = MWEA.create(problem=problem, mutation_std=0.2, p_mutation=0.35)\n",
     "\n",
     "la = LandscapeApproximator(\n",
     "    hms_tree=hms_tree,\n",
@@ -175,7 +177,7 @@
     "    mwea=mwea,\n",
     ")\n",
     "la.fit()\n",
-    "la.plot()"
+    "la.plot(filepath=\"kriging.png\")"
    ]
   },
   {
@@ -203,12285 +205,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "application/vnd.plotly.v1+json": {
-       "config": {
-        "plotlyServerURL": "https://plot.ly"
-       },
-       "data": [
-        {
-         "hovertemplate": "x=%{x}<br>y=%{y}<extra></extra>",
-         "legendgroup": "",
-         "marker": {
-          "color": "#636efa",
-          "symbol": "circle"
-         },
-         "mode": "markers",
-         "name": "",
-         "showlegend": false,
-         "type": "scattergl",
-         "x": [
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-          -7.214721708947991e-9,
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-            "gridwidth": 2,
-            "linecolor": "white",
-            "showbackground": true,
-            "ticks": "",
-            "zerolinecolor": "white"
-           }
-          },
-          "shapedefaults": {
-           "line": {
-            "color": "#2a3f5f"
-           }
-          },
-          "ternary": {
-           "aaxis": {
-            "gridcolor": "white",
-            "linecolor": "white",
-            "ticks": ""
-           },
-           "baxis": {
-            "gridcolor": "white",
-            "linecolor": "white",
-            "ticks": ""
-           },
-           "bgcolor": "#E5ECF6",
-           "caxis": {
-            "gridcolor": "white",
-            "linecolor": "white",
-            "ticks": ""
-           }
-          },
-          "title": {
-           "x": 0.05
-          },
-          "xaxis": {
-           "automargin": true,
-           "gridcolor": "white",
-           "linecolor": "white",
-           "ticks": "",
-           "title": {
-            "standoff": 15
-           },
-           "zerolinecolor": "white",
-           "zerolinewidth": 2
-          },
-          "yaxis": {
-           "automargin": true,
-           "gridcolor": "white",
-           "linecolor": "white",
-           "ticks": "",
-           "title": {
-            "standoff": 15
-           },
-           "zerolinecolor": "white",
-           "zerolinewidth": 2
-          }
-         }
-        },
-        "xaxis": {
-         "anchor": "y",
-         "domain": [
-          0,
-          1
-         ],
-         "title": {
-          "text": "x"
-         }
-        },
-        "yaxis": {
-         "anchor": "x",
-         "domain": [
-          0,
-          1
-         ],
-         "title": {
-          "text": "y"
-         }
-        }
-       }
-      }
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import plotly.express as px\n",
     "\n",
@@ -12510,8 +236,7 @@
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.11.9"
+   "pygments_lexer": "ipython3"
   }
  },
  "nbformat": 4,

From aea90a4301feb97dc08c138bfa63498bf0d6c414 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Mon, 24 Mar 2025 18:53:28 +0100
Subject: [PATCH 18/32] feat: add missing transformation to the definition of
 C-shaped function

---
 examples/landscape_approximation.ipynb | 44 ++++++++++++++++++--------
 1 file changed, 30 insertions(+), 14 deletions(-)

diff --git a/examples/landscape_approximation.ipynb b/examples/landscape_approximation.ipynb
index 50eaf7e..cd92386 100644
--- a/examples/landscape_approximation.ipynb
+++ b/examples/landscape_approximation.ipynb
@@ -33,38 +33,53 @@
     "import numpy as np\n",
     "\n",
     "\n",
-    "def gaussian_benchmark(x, x0, S):\n",
+    "def gaussian_benchmark(x, x0, r):\n",
     "    \"\"\"\n",
     "    Calculate the Gaussian-based benchmark function.\n",
     "\n",
     "    Parameters:\n",
     "    x (numpy array): Input vector.\n",
     "    x0 (numpy array): Center vector.\n",
-    "    S (numpy array): Symmetric positive definite matrix.\n",
+    "    r (numpy array): Vector of parameters determining the spread along each axis.\n",
     "\n",
     "    Returns:\n",
     "    float: Value of the benchmark function.\n",
     "    \"\"\"\n",
+    "    # Create diagonal matrix S with S_{i,i} = 1/r_i\n",
+    "    S = np.diag(1.0 / r)\n",
     "    diff = x - x0\n",
     "    exponent = -np.dot(np.dot(diff.T, S), diff)\n",
     "    return 1 - np.exp(exponent)\n",
     "\n",
     "\n",
+    "def flat_transform(s):\n",
+    "    \"\"\"\n",
+    "    Apply flattening transformation to function value.\n",
+    "    \n",
+    "    Parameters:\n",
+    "    s (float): Function value to transform.\n",
+    "    \n",
+    "    Returns:\n",
+    "    float: Transformed value max(2s-1, 0).\n",
+    "    \"\"\"\n",
+    "    return max(2 * s - 1, 0)\n",
+    "\n",
+    "\n",
     "def c_shaped_plateau(x):\n",
     "    \"\"\"\n",
-    "    Calculate the C-shaped plateau function f_C(x).\n",
+    "    Calculate the C-shaped plateau function f_C(x) with flattening.\n",
     "\n",
     "    Parameters:\n",
     "    x (numpy array): Input vector.\n",
     "\n",
     "    Returns:\n",
-    "    float: Value of the C-shaped plateau function.\n",
+    "    float: Value of the C-shaped plateau function after flattening.\n",
     "    \"\"\"\n",
-    "    # Define the matrix S as given in the text\n",
-    "    cov_matrices = [\n",
-    "        np.array([[1.0, 0.0], [0.0, 2.0]]),\n",
-    "        np.array([[2.0, 0.0], [0.0, 1.0]]),\n",
-    "        np.array([[1.0, 0.0], [0.0, 2.0]]),\n",
+    "    # Define the r parameters for each Gaussian\n",
+    "    r_params = [\n",
+    "        np.array([1.0, 0.5]),\n",
+    "        np.array([0.5, 1.0]),\n",
+    "        np.array([1.0, 0.5]),\n",
     "    ]\n",
     "\n",
     "    # Define the center vectors\n",
@@ -75,11 +90,12 @@
     "    ]\n",
     "\n",
     "    # Compute the product of all g functions\n",
-    "    result = 1.0\n",
-    "    for x0, cov in zip(centers, cov_matrices):\n",
-    "        result *= gaussian_benchmark(x, x0, cov)\n",
+    "    f_C = 1.0\n",
+    "    for x0, r in zip(centers, r_params):\n",
+    "        f_C *= gaussian_benchmark(x, x0, r)\n",
     "\n",
-    "    return result"
+    "    # Apply the flattening transformation\n",
+    "    return flat_transform(f_C)"
    ]
   },
   {
@@ -177,7 +193,7 @@
     "    mwea=mwea,\n",
     ")\n",
     "la.fit()\n",
-    "la.plot(filepath=\"kriging.png\")"
+    "la.plot(filepath=\"kriging.eps\")"
    ]
   },
   {

From 7cf9a901ef3799241300e458652b15dfeafd1a02 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Thu, 27 Mar 2025 08:50:12 +0100
Subject: [PATCH 19/32] feat: add plot_plateau_contour

---
 examples/landscape_approximation.ipynb  |  9 ++++
 pyhms/cluster/kriging.py                | 55 +++++++++++++++++++++++++
 pyhms/cluster/landscape_approximator.py |  3 ++
 3 files changed, 67 insertions(+)

diff --git a/examples/landscape_approximation.ipynb b/examples/landscape_approximation.ipynb
index cd92386..91a14cf 100644
--- a/examples/landscape_approximation.ipynb
+++ b/examples/landscape_approximation.ipynb
@@ -196,6 +196,15 @@
     "la.plot(filepath=\"kriging.eps\")"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "la.plot_plateau_contour(filepath=\"kriging_contour.eps\", threshold=0.3)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
diff --git a/pyhms/cluster/kriging.py b/pyhms/cluster/kriging.py
index 8d88642..c26ce64 100644
--- a/pyhms/cluster/kriging.py
+++ b/pyhms/cluster/kriging.py
@@ -71,3 +71,58 @@ def plot(
 
         if filepath is not None:
             fig.write_image(filepath, scale=2)
+
+    def plot_plateau_contour(
+        self,
+        threshold: float | None = None,
+        number_of_points_per_dim: int = 100,
+        filepath: str | None = None,
+    ) -> None:
+        if self.population is None or self.model is None:
+            raise ValueError("Model must be fitted before plotting")
+
+        bounds = self.population.problem.bounds
+        x = np.linspace(bounds[0][0], bounds[0][1], number_of_points_per_dim)
+        y = np.linspace(bounds[1][0], bounds[1][1], number_of_points_per_dim)
+        z, _ = self.model.execute("grid", x, y)
+
+        if threshold is None:
+            threshold = np.median(self.population.fitnesses)
+
+        fig = go.Figure(
+            data=go.Contour(
+                z=z,
+                x=x,
+                y=y,
+                contours=dict(
+                    start=threshold,
+                    end=threshold,
+                    size=0.1,
+                    showlabels=True,
+                    labelfont=dict(size=14, color="black"),
+                ),
+                line=dict(width=3, color="blue"),
+                colorscale=[[0, "rgba(0,0,0,0)"], [1, "rgba(0,0,0,0)"]],
+                showscale=False,
+            )
+        )
+
+        fig.update_layout(
+            xaxis_title="x",
+            yaxis_title="y",
+            width=1000,
+            height=1000,
+            template="plotly_white",
+            font=dict(size=16),
+            showlegend=True,
+            xaxis_range=[bounds[0][0], bounds[0][1]],
+            yaxis_range=[bounds[1][0], bounds[1][1]],
+            margin=dict(l=80, r=80, t=80, b=80),
+            xaxis=dict(automargin=True, ticklabelposition="outside"),
+            yaxis=dict(automargin=True, ticklabelposition="outside"),
+        )
+
+        fig.show()
+
+        if filepath is not None:
+            fig.write_image(filepath, scale=2)
diff --git a/pyhms/cluster/landscape_approximator.py b/pyhms/cluster/landscape_approximator.py
index ffc4f3a..aab4873 100644
--- a/pyhms/cluster/landscape_approximator.py
+++ b/pyhms/cluster/landscape_approximator.py
@@ -44,3 +44,6 @@ def predict(self, x: np.ndarray) -> np.ndarray:
 
     def plot(self, filepath: str | None = None) -> None:
         self.kriging.plot(filepath=filepath)
+
+    def plot_plateau_contour(self, threshold: float | None = None, filepath: str | None = None) -> None:
+        self.kriging.plot_plateau_contour(threshold=threshold, filepath=filepath)

From c484e650dbff224c073afbb14488e27de24618cf Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Thu, 27 Mar 2025 10:08:40 +0100
Subject: [PATCH 20/32] feat: add instruction how to run it on GoogleColab

---
 examples/gecco_evooss.ipynb | 20 ++++++++++++++++----
 1 file changed, 16 insertions(+), 4 deletions(-)

diff --git a/examples/gecco_evooss.ipynb b/examples/gecco_evooss.ipynb
index e6288ae..1dd2dcc 100644
--- a/examples/gecco_evooss.ipynb
+++ b/examples/gecco_evooss.ipynb
@@ -1,5 +1,17 @@
 {
  "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# To run this notebook on Google Colab, uncomment the following lines:\n",
+    "# !pip install --upgrade numpy\n",
+    "# !pip install --upgrade pandas\n",
+    "# !pip install --upgrade pyhms"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -68,7 +80,7 @@
     ")\n",
     "\n",
     "hms_tree.plot_population(\n",
-    "    show_grid=True, show_all_individuals=True, filepath=\"hms_tree.eps\", show_scale=False\n",
+    "    show_grid=True, show_all_individuals=True, filepath=\"hms_tree.png\", show_scale=False\n",
     ")"
    ]
   },
@@ -78,7 +90,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "hms_tree.tree_diagram(output_path=\"hms_tree_diagram\", format=\"eps\")"
+    "hms_tree.tree_diagram(output_path=\"hms_tree_diagram\", format=\"png\")"
    ]
   },
   {
@@ -96,7 +108,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "hms_tree.plot_fitness_value_by_distance(filepath=\"distance_correlation.eps\", group_by=\"deme\")"
+    "hms_tree.plot_fitness_value_by_distance(filepath=\"distance_correlation.png\", group_by=\"deme\")"
    ]
   },
   {
@@ -105,7 +117,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "hms_tree.plot_fitness_value_by_distance(filepath=\"distance_correlation.eps\", group_by=\"level\")"
+    "hms_tree.plot_fitness_value_by_distance(filepath=\"distance_correlation.png\", group_by=\"level\")"
    ]
   }
  ],

From 4f75f98284084a652171b69ccd3a2f31702fc6b2 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Thu, 27 Mar 2025 10:17:03 +0100
Subject: [PATCH 21/32] feat: improve `plot_population` style

---
 pyhms/tree.py | 11 +++++++++--
 1 file changed, 9 insertions(+), 2 deletions(-)

diff --git a/pyhms/tree.py b/pyhms/tree.py
index 1ad84dc..4b12087 100644
--- a/pyhms/tree.py
+++ b/pyhms/tree.py
@@ -628,18 +628,25 @@ def plot_population(
             height=1000,
             template="plotly_white",
             font=dict(size=16),
+            margin=dict(t=30, pad=4),
+            xaxis=dict(range=[bounds[0][0], bounds[0][1]]),
+            yaxis=dict(range=[bounds[1][0], bounds[1][1]]),
             coloraxis_colorbar=dict(
                 title=dict(
                     text="f(x, y)",
                     side="right",
                     font=dict(size=16),
                 ),
-                x=1.17,
+                x=1.02,
                 y=0.5,
                 len=0.8,
             ),
             legend=dict(
-                y=0.5,
+                orientation="h",
+                yanchor="bottom",
+                y=1.02,
+                xanchor="center",
+                x=0.5,
             ),
         )
         if filepath:

From 3827196272dc0029a3e98b033ad45305b30305d0 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sat, 29 Mar 2025 19:07:49 +0100
Subject: [PATCH 22/32] feat: improve landscape approximation notebook

---
 examples/landscape_approximation.ipynb  | 31 ++++++++++++++-------
 pyhms/cluster/kriging.py                | 37 ++++++++++++++++++++++++-
 pyhms/cluster/landscape_approximator.py | 15 ++++++++--
 pyhms/demes/ea_deme.py                  |  2 +-
 4 files changed, 71 insertions(+), 14 deletions(-)

diff --git a/examples/landscape_approximation.ipynb b/examples/landscape_approximation.ipynb
index 91a14cf..3c37cf3 100644
--- a/examples/landscape_approximation.ipynb
+++ b/examples/landscape_approximation.ipynb
@@ -58,11 +58,8 @@
     "    \n",
     "    Parameters:\n",
     "    s (float): Function value to transform.\n",
-    "    \n",
-    "    Returns:\n",
-    "    float: Transformed value max(2s-1, 0).\n",
     "    \"\"\"\n",
-    "    return max(2 * s - 1, 0)\n",
+    "    return max(10 * s - 8, 0)\n",
     "\n",
     "\n",
     "def c_shaped_plateau(x):\n",
@@ -123,7 +120,7 @@
     "    TreeConfig,\n",
     "    DemeTree,\n",
     ")\n",
-    "from pyhms.sprout import get_NBC_sprout\n",
+    "from pyhms.sprout import get_simple_sprout\n",
     "from pyhms.demes.single_pop_eas.sea import SEA\n",
     "\n",
     "N = 2\n",
@@ -150,9 +147,9 @@
     "    ),\n",
     "]\n",
     "\n",
-    "global_stop_condition = SingularProblemEvalLimitReached(10000)\n",
+    "global_stop_condition = SingularProblemEvalLimitReached(1000)\n",
     "\n",
-    "sprout_condition = get_NBC_sprout()\n",
+    "sprout_condition = get_simple_sprout(far_enough=2.0)\n",
     "config = TreeConfig(\n",
     "    tree_config, global_stop_condition, sprout_condition, options={\"random_seed\": 1}\n",
     ")\n",
@@ -160,6 +157,15 @@
     "hms_tree.run()"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "hms_tree.tree_diagram()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -182,14 +188,14 @@
     "\n",
     "problem = FunctionProblem(c_shaped_plateau, maximize=False, bounds=bounds)\n",
     "\n",
-    "mwea = MWEA.create(problem=problem, mutation_std=0.2, p_mutation=0.35)\n",
+    "mwea = MWEA.create(problem=problem, mutation_std=0.5, p_mutation=0.5)\n",
     "\n",
     "la = LandscapeApproximator(\n",
     "    hms_tree=hms_tree,\n",
     "    merge_condition=HillValleyMergeCondition(\n",
     "        FunctionProblem(c_shaped_plateau, maximize=False, bounds=bounds), k=10\n",
     "    ),\n",
-    "    local_basin_epochs=10,\n",
+    "    local_basin_epochs=15,\n",
     "    mwea=mwea,\n",
     ")\n",
     "la.fit()\n",
@@ -202,7 +208,12 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "la.plot_plateau_contour(filepath=\"kriging_contour.eps\", threshold=0.3)"
+    "la.plot_plateau_contour(\n",
+    "    filepath=\"kriging_contour_with_gt.eps\",\n",
+    "    show_true_plateau=True,\n",
+    "    number_of_points_per_dim=250,\n",
+    "    threshold=0.0,\n",
+    ")"
    ]
   },
   {
diff --git a/pyhms/cluster/kriging.py b/pyhms/cluster/kriging.py
index c26ce64..9356afd 100644
--- a/pyhms/cluster/kriging.py
+++ b/pyhms/cluster/kriging.py
@@ -77,6 +77,7 @@ def plot_plateau_contour(
         threshold: float | None = None,
         number_of_points_per_dim: int = 100,
         filepath: str | None = None,
+        show_true_plateau: bool = False,
     ) -> None:
         if self.population is None or self.model is None:
             raise ValueError("Model must be fitted before plotting")
@@ -87,7 +88,7 @@ def plot_plateau_contour(
         z, _ = self.model.execute("grid", x, y)
 
         if threshold is None:
-            threshold = np.median(self.population.fitnesses)
+            threshold = np.quantile(z, 0.1)
 
         fig = go.Figure(
             data=go.Contour(
@@ -104,9 +105,34 @@ def plot_plateau_contour(
                 line=dict(width=3, color="blue"),
                 colorscale=[[0, "rgba(0,0,0,0)"], [1, "rgba(0,0,0,0)"]],
                 showscale=False,
+                name="Kriging",
             )
         )
 
+        if show_true_plateau:
+            z_true = np.zeros((len(x), len(y)))
+            for i, xi in enumerate(x):
+                for j, yj in enumerate(y):
+                    z_true[j, i] = self.population.problem.evaluate(np.array([xi, yj]))
+            fig.add_trace(
+                go.Contour(
+                    x=x,
+                    y=y,
+                    z=z_true,
+                    contours=dict(
+                        start=threshold,
+                        end=threshold,
+                        size=0.1,
+                        showlabels=True,
+                        labelfont=dict(size=14, color="black"),
+                    ),
+                    line=dict(width=3, color="orange"),
+                    colorscale=[[0, "rgba(0,0,0,0)"], [1, "rgba(0,0,0,0)"]],
+                    showscale=False,
+                    name="Ground truth",
+                )
+            )
+
         fig.update_layout(
             xaxis_title="x",
             yaxis_title="y",
@@ -115,6 +141,12 @@ def plot_plateau_contour(
             template="plotly_white",
             font=dict(size=16),
             showlegend=True,
+            legend=dict(
+                yanchor="top",
+                y=0.99,
+                xanchor="right",
+                x=0.99,
+            ),
             xaxis_range=[bounds[0][0], bounds[0][1]],
             yaxis_range=[bounds[1][0], bounds[1][1]],
             margin=dict(l=80, r=80, t=80, b=80),
@@ -122,6 +154,9 @@ def plot_plateau_contour(
             yaxis=dict(automargin=True, ticklabelposition="outside"),
         )
 
+        for trace in fig.data:
+            trace.showlegend = True
+
         fig.show()
 
         if filepath is not None:
diff --git a/pyhms/cluster/landscape_approximator.py b/pyhms/cluster/landscape_approximator.py
index aab4873..3bb31e8 100644
--- a/pyhms/cluster/landscape_approximator.py
+++ b/pyhms/cluster/landscape_approximator.py
@@ -45,5 +45,16 @@ def predict(self, x: np.ndarray) -> np.ndarray:
     def plot(self, filepath: str | None = None) -> None:
         self.kriging.plot(filepath=filepath)
 
-    def plot_plateau_contour(self, threshold: float | None = None, filepath: str | None = None) -> None:
-        self.kriging.plot_plateau_contour(threshold=threshold, filepath=filepath)
+    def plot_plateau_contour(
+        self,
+        threshold: float | None = None,
+        filepath: str | None = None,
+        number_of_points_per_dim: int = 100,
+        show_true_plateau: bool = False,
+    ) -> None:
+        self.kriging.plot_plateau_contour(
+            threshold=threshold,
+            filepath=filepath,
+            show_true_plateau=show_true_plateau,
+            number_of_points_per_dim=number_of_points_per_dim,
+        )
diff --git a/pyhms/demes/ea_deme.py b/pyhms/demes/ea_deme.py
index 38b94d8..284813f 100644
--- a/pyhms/demes/ea_deme.py
+++ b/pyhms/demes/ea_deme.py
@@ -13,7 +13,7 @@ def __init__(
         config: EALevelConfig,
         logger: FilteringBoundLogger,
         started_at: int = 0,
-        sprout_seed: Individual = None,
+        sprout_seed: Individual | None = None,
     ) -> None:
         super().__init__(id, level, config, logger, started_at, sprout_seed)
         self._sample_std_dev = config.sample_std_dev

From 031cb1058043b0f041d81732a07f222a355a14dd Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 30 Mar 2025 12:16:09 +0200
Subject: [PATCH 23/32] feat: simplify initialization

---
 pyhms/demes/abstract_deme.py | 39 +++++++++++++++----------
 pyhms/demes/cma_deme.py      | 30 ++++++++------------
 pyhms/demes/de_deme.py       | 23 ++++++---------
 pyhms/demes/ea_deme.py       | 21 ++++++--------
 pyhms/demes/initialize.py    | 55 +++++++++++++++---------------------
 pyhms/demes/lhs_deme.py      | 16 ++++-------
 pyhms/demes/local_deme.py    | 15 ++++------
 pyhms/demes/shade_deme.py    | 22 ++++++---------
 pyhms/demes/sobol_deme.py    | 16 ++++-------
 test/test_tree_format.py     |  6 ++--
 10 files changed, 103 insertions(+), 140 deletions(-)

diff --git a/pyhms/demes/abstract_deme.py b/pyhms/demes/abstract_deme.py
index 1d6cb37..80e89d0 100644
--- a/pyhms/demes/abstract_deme.py
+++ b/pyhms/demes/abstract_deme.py
@@ -1,4 +1,5 @@
 from abc import ABC, abstractmethod
+from dataclasses import dataclass
 
 import numpy as np
 from pyhms.config import BaseLevelConfig
@@ -15,25 +16,33 @@ def compute_centroid(population: list[Individual]) -> np.ndarray | None:
     return np.mean([ind.genome for ind in population], axis=0)
 
 
+@dataclass
+class DemeInitArgs:
+    id: str
+    level: int
+    config: BaseLevelConfig
+    logger: FilteringBoundLogger
+    started_at: int = 0
+    sprout_seed: Individual | None = None
+    random_seed: int | None = None
+    # Use forward reference string to avoid circular dependency
+    parent_deme: "AbstractDeme | None" = None
+
+
 class AbstractDeme(ABC):
     def __init__(
         self,
-        id: str,
-        level: int,
-        config: BaseLevelConfig,
-        logger: FilteringBoundLogger,
-        started_at: int = 0,
-        sprout_seed: Individual = None,
+        deme_init_args: DemeInitArgs,
     ) -> None:
         super().__init__()
-        self._id = id
-        self._started_at = started_at
-        self._sprout_seed = sprout_seed
-        self._level = level
-        self._config: BaseLevelConfig = config
-        self._lsc: LocalStopCondition | UniversalStopCondition = config.lsc
-        self._problem: EvalCountingProblem = EvalCountingProblem(config.problem)
-        self._bounds: np.ndarray = config.bounds
+        self._id = deme_init_args.id
+        self._started_at = deme_init_args.started_at
+        self._sprout_seed = deme_init_args.sprout_seed
+        self._level = deme_init_args.level
+        self._config: BaseLevelConfig = deme_init_args.config
+        self._lsc: LocalStopCondition | UniversalStopCondition = deme_init_args.config.lsc
+        self._problem: EvalCountingProblem = EvalCountingProblem(deme_init_args.config.problem)
+        self._bounds: np.ndarray = deme_init_args.config.bounds
         self._active: bool = True
         self._centroid: np.ndarray | None = None
         # History of populations is a nested list, where each element is a list of individuals.
@@ -41,7 +50,7 @@ def __init__(
         # and for some algorithms (e.g. CMA-ES) HMS can run multiple generations during one metaepoch.
         self._history: list[list[list[Individual]]] = []
         self._children: list[AbstractDeme] = []
-        self._logger: FilteringBoundLogger = logger
+        self._logger: FilteringBoundLogger = deme_init_args.logger
 
         # Additional low-level options
         self._hibernating: bool = False
diff --git a/pyhms/demes/cma_deme.py b/pyhms/demes/cma_deme.py
index 67ba748..bb2125d 100644
--- a/pyhms/demes/cma_deme.py
+++ b/pyhms/demes/cma_deme.py
@@ -1,43 +1,37 @@
 import numpy as np
 from cma import CMAEvolutionStrategy
 from pyhms.core.individual import Individual
-from structlog.typing import FilteringBoundLogger
 
 from ..config import CMALevelConfig
 from ..utils.covariance_estimate import get_initial_sigma0, get_initial_stds
-from .abstract_deme import AbstractDeme
+from .abstract_deme import AbstractDeme, DemeInitArgs
 
 
 class CMADeme(AbstractDeme):
     def __init__(
         self,
-        id: str,
-        level: int,
-        config: CMALevelConfig,
-        logger: FilteringBoundLogger,
-        x0: Individual,
-        started_at: int = 0,
-        random_seed: int = None,
-        parent_deme: AbstractDeme | None = None,
+        deme_init_args: DemeInitArgs,
     ) -> None:
-        super().__init__(id, level, config, logger, started_at, x0)
+        super().__init__(deme_init_args)
+        config: CMALevelConfig = deme_init_args.config  # type: ignore[assignment]
         self.generations = config.generations
         lb = [bound[0] for bound in config.bounds]
         ub = [bound[1] for bound in config.bounds]
         opts = {"bounds": [lb, ub], "verbose": -9}
-        if random_seed is not None:
+        if deme_init_args.random_seed is not None:
             opts["randn"] = np.random.randn
-            opts["seed"] = random_seed + self._started_at
+            opts["seed"] = deme_init_args.random_seed + self._started_at
+        x0 = deme_init_args.sprout_seed.genome
         if config.__dict__.get("set_stds"):
-            opts["CMA_stds"] = get_initial_stds(parent_deme, x0)
+            opts["CMA_stds"] = get_initial_stds(deme_init_args.parent_deme, deme_init_args.sprout_seed)
             # We recommend to use sigma0 = 1 in this case.
             sigma0 = 1.0 if config.sigma0 is None else config.sigma0
-            self._cma_es = CMAEvolutionStrategy(x0.genome, sigma0, inopts=opts)
+            self._cma_es = CMAEvolutionStrategy(x0, sigma0, inopts=opts)
         elif config.sigma0:
-            self._cma_es = CMAEvolutionStrategy(x0.genome, config.sigma0, inopts=opts)
+            self._cma_es = CMAEvolutionStrategy(x0, config.sigma0, inopts=opts)
         else:
-            sigma0 = get_initial_sigma0(parent_deme, x0)
-            self._cma_es = CMAEvolutionStrategy(x0.genome, sigma0, inopts=opts)
+            sigma0 = get_initial_sigma0(deme_init_args.parent_deme, deme_init_args.sprout_seed)
+            self._cma_es = CMAEvolutionStrategy(x0, sigma0, inopts=opts)
 
         starting_pop = [Individual(solution, problem=self._problem) for solution in self._cma_es.ask()]
         Individual.evaluate_population(starting_pop)
diff --git a/pyhms/demes/de_deme.py b/pyhms/demes/de_deme.py
index 6718a0c..e4f1f0a 100644
--- a/pyhms/demes/de_deme.py
+++ b/pyhms/demes/de_deme.py
@@ -1,23 +1,18 @@
-from pyhms.config import DELevelConfig
-from pyhms.demes.abstract_deme import AbstractDeme
+from pyhms.demes.abstract_deme import AbstractDeme, DemeInitArgs
 from pyhms.demes.single_pop_eas.de import DE
 from pyhms.initializers import sample_normal, sample_uniform
-from structlog.typing import FilteringBoundLogger
 
+from ..config import DELevelConfig
 from ..core.individual import Individual
 
 
 class DEDeme(AbstractDeme):
     def __init__(
         self,
-        id: str,
-        level: int,
-        config: DELevelConfig,
-        logger: FilteringBoundLogger,
-        started_at: int = 0,
-        sprout_seed: Individual = None,
+        deme_init_args: DemeInitArgs,
     ) -> None:
-        super().__init__(id, level, config, logger, started_at, sprout_seed)
+        super().__init__(deme_init_args)
+        config: DELevelConfig = deme_init_args.config  # type: ignore[assignment]
         self._pop_size = config.pop_size
         self._generations = config.generations
         self._sample_std_dev = config.sample_std_dev
@@ -27,20 +22,20 @@ def __init__(
             f=config.scaling,
         )
 
-        if sprout_seed is None:
+        if deme_init_args.sprout_seed is None:
             starting_pop = Individual.create_population(
                 self._pop_size,
                 initialize=sample_uniform(bounds=self._bounds),
                 problem=self._problem,
             )
         else:
-            x = sprout_seed.genome
+            x0 = deme_init_args.sprout_seed.genome
             starting_pop = Individual.create_population(
                 self._pop_size - 1,
-                initialize=sample_normal(x, self._sample_std_dev, bounds=self._bounds),
+                initialize=sample_normal(x0, self._sample_std_dev, bounds=self._bounds),
                 problem=self._problem,
             )
-            seed_ind = Individual(x, problem=self._problem)
+            seed_ind = Individual(x0, problem=self._problem)
             starting_pop.append(seed_ind)
 
         Individual.evaluate_population(starting_pop)
diff --git a/pyhms/demes/ea_deme.py b/pyhms/demes/ea_deme.py
index 284813f..6b3727c 100644
--- a/pyhms/demes/ea_deme.py
+++ b/pyhms/demes/ea_deme.py
@@ -1,21 +1,16 @@
 from pyhms.config import EALevelConfig
 from pyhms.core.individual import Individual
-from pyhms.demes.abstract_deme import AbstractDeme
+from pyhms.demes.abstract_deme import AbstractDeme, DemeInitArgs
 from pyhms.initializers import sample_normal, sample_uniform
-from structlog.typing import FilteringBoundLogger
 
 
 class EADeme(AbstractDeme):
     def __init__(
         self,
-        id: str,
-        level: int,
-        config: EALevelConfig,
-        logger: FilteringBoundLogger,
-        started_at: int = 0,
-        sprout_seed: Individual | None = None,
+        deme_init_args: DemeInitArgs,
     ) -> None:
-        super().__init__(id, level, config, logger, started_at, sprout_seed)
+        super().__init__(deme_init_args)
+        config: EALevelConfig = deme_init_args.config  # type: ignore[assignment]
         self._sample_std_dev = config.sample_std_dev
         self._pop_size = config.pop_size
         self._generations = config.generations
@@ -24,20 +19,20 @@ def __init__(
         ea_params["problem"] = self._problem
         self._ea = config.ea_class.create(**ea_params)
 
-        if sprout_seed is None:
+        if deme_init_args.sprout_seed is None:
             starting_pop = Individual.create_population(
                 self._pop_size,
                 initialize=sample_uniform(bounds=self._bounds),
                 problem=self._problem,
             )
         else:
-            x = sprout_seed.genome
+            x0 = deme_init_args.sprout_seed.genome
             starting_pop = Individual.create_population(
                 self._pop_size - 1,
-                initialize=sample_normal(x, self._sample_std_dev, bounds=self._bounds),
+                initialize=sample_normal(x0, self._sample_std_dev, bounds=self._bounds),
                 problem=self._problem,
             )
-            seed_ind = Individual(x, problem=self._problem)
+            seed_ind = Individual(x0, problem=self._problem)
             starting_pop.append(seed_ind)
 
         Individual.evaluate_population(starting_pop)
diff --git a/pyhms/demes/initialize.py b/pyhms/demes/initialize.py
index 366874a..98f7465 100644
--- a/pyhms/demes/initialize.py
+++ b/pyhms/demes/initialize.py
@@ -11,7 +11,7 @@
 from structlog.typing import FilteringBoundLogger
 
 from ..core.individual import Individual
-from .abstract_deme import AbstractDeme
+from .abstract_deme import AbstractDeme, DemeInitArgs
 from .cma_deme import CMADeme
 from .de_deme import DEDeme
 from .ea_deme import EADeme
@@ -20,6 +20,16 @@
 from .shade_deme import SHADEDeme
 from .sobol_deme import SobolDeme
 
+CONFIG_CLASS_TO_DEME_CLASS = {
+    DELevelConfig: DEDeme,
+    SHADELevelConfig: SHADEDeme,
+    EALevelConfig: EADeme,
+    CMALevelConfig: CMADeme,
+    LocalOptimizationConfig: LocalDeme,
+    LHSLevelConfig: LHSDeme,
+    SobolLevelConfig: SobolDeme,
+}
+
 
 def init_root(config: BaseLevelConfig, logger: FilteringBoundLogger) -> AbstractDeme:
     return init_from_config(config, "root", 0, 0, None, logger)
@@ -34,34 +44,15 @@ def init_from_config(
     logger: FilteringBoundLogger,
     random_seed: int = None,
     parent_deme: AbstractDeme | None = None,
-) -> AbstractDeme:
-    args = {
-        "id": new_id,
-        "level": target_level,
-        "config": config,
-        "started_at": metaepoch_count,
-        "sprout_seed": sprout_seed,
-        "logger": logger,
-    }
-    child: AbstractDeme
-    if isinstance(config, DELevelConfig):
-        child = DEDeme(**args)
-    elif isinstance(config, SHADELevelConfig):
-        child = SHADEDeme(**args)
-    elif isinstance(config, EALevelConfig):
-        child = EADeme(**args)
-    elif isinstance(config, CMALevelConfig):
-        args["x0"] = sprout_seed
-        args.pop("sprout_seed", None)
-        args["random_seed"] = random_seed
-        args["parent_deme"] = parent_deme
-        child = CMADeme(**args)
-    elif isinstance(config, LocalOptimizationConfig):
-        child = LocalDeme(**args)
-    elif isinstance(config, LHSLevelConfig):
-        args["random_seed"] = random_seed
-        child = LHSDeme(**args)
-    elif isinstance(config, SobolLevelConfig):
-        args["random_seed"] = random_seed
-        child = SobolDeme(**args)
-    return child
+):
+    deme_init_args = DemeInitArgs(
+        id=new_id,
+        level=target_level,
+        config=config,
+        started_at=metaepoch_count,
+        sprout_seed=sprout_seed,
+        logger=logger,
+        random_seed=random_seed,
+        parent_deme=parent_deme,
+    )
+    return CONFIG_CLASS_TO_DEME_CLASS[type(config)](deme_init_args)  # type: ignore[abstract]
diff --git a/pyhms/demes/lhs_deme.py b/pyhms/demes/lhs_deme.py
index 773bb9b..a84cf10 100644
--- a/pyhms/demes/lhs_deme.py
+++ b/pyhms/demes/lhs_deme.py
@@ -2,24 +2,18 @@
 
 from ..config import LHSLevelConfig
 from ..core.individual import Individual
-from ..logging_ import FilteringBoundLogger
-from .abstract_deme import AbstractDeme
+from .abstract_deme import AbstractDeme, DemeInitArgs
 
 
 class LHSDeme(AbstractDeme):
     def __init__(
         self,
-        id: str,
-        level: int,
-        config: LHSLevelConfig,
-        logger: FilteringBoundLogger,
-        started_at: int = 0,
-        sprout_seed: Individual = None,
-        random_seed: int = None,
+        deme_init_args: DemeInitArgs,
     ) -> None:
-        super().__init__(id, level, config, logger, started_at, sprout_seed)
+        super().__init__(deme_init_args)
+        config: LHSLevelConfig = deme_init_args.config  # type: ignore[assignment]
         self._pop_size = config.pop_size
-        self.sampler = LatinHypercube(d=len(config.bounds), seed=random_seed)
+        self.sampler = LatinHypercube(d=len(config.bounds), seed=deme_init_args.random_seed)
         self.lower_bounds = config.bounds[:, 0]
         self.upper_bounds = config.bounds[:, 1]
         self.run()
diff --git a/pyhms/demes/local_deme.py b/pyhms/demes/local_deme.py
index ce4d55f..13796c5 100644
--- a/pyhms/demes/local_deme.py
+++ b/pyhms/demes/local_deme.py
@@ -1,24 +1,19 @@
 from scipy import optimize as sopt
-from structlog.typing import FilteringBoundLogger
 
 from ..config import LocalOptimizationConfig
 from ..core.individual import Individual
-from .abstract_deme import AbstractDeme
+from .abstract_deme import AbstractDeme, DemeInitArgs
 
 
 class LocalDeme(AbstractDeme):
     def __init__(
         self,
-        id: str,
-        level: int,
-        config: LocalOptimizationConfig,
-        logger: FilteringBoundLogger,
-        sprout_seed: Individual,
-        started_at=0,
+        deme_init_args: DemeInitArgs,
     ) -> None:
-        super().__init__(id, level, config, logger, started_at)
+        super().__init__(deme_init_args)
+        config: LocalOptimizationConfig = deme_init_args.config  # type: ignore[assignment]
         self._method = config.method
-        self._sprout_seed = sprout_seed
+        self._sprout_seed = deme_init_args.sprout_seed
         self._n_evals = 0
         starting_pop = [self._sprout_seed]
         self._history.append([starting_pop])
diff --git a/pyhms/demes/shade_deme.py b/pyhms/demes/shade_deme.py
index a656edd..e6139cd 100644
--- a/pyhms/demes/shade_deme.py
+++ b/pyhms/demes/shade_deme.py
@@ -1,43 +1,37 @@
-from structlog.typing import FilteringBoundLogger
-
 from ..config import SHADELevelConfig
 from ..core.individual import Individual
 from ..initializers import sample_normal, sample_uniform
-from .abstract_deme import AbstractDeme
+from .abstract_deme import AbstractDeme, DemeInitArgs
 from .single_pop_eas.de import SHADE
 
 
 class SHADEDeme(AbstractDeme):
     def __init__(
         self,
-        id: str,
-        level: int,
-        config: SHADELevelConfig,
-        logger: FilteringBoundLogger,
-        started_at: int = 0,
-        sprout_seed: Individual = None,
+        deme_init_args: DemeInitArgs,
     ) -> None:
-        super().__init__(id, level, config, logger, started_at, sprout_seed)
+        super().__init__(deme_init_args)
+        config: SHADELevelConfig = deme_init_args.config  # type: ignore[assignment]
         self._init_pop_size = config.pop_size
         self._pop_size = config.pop_size
         self._generations = config.generations
         self._sample_std_dev = config.sample_std_dev
         self._shade = SHADE(config.memory_size, config.pop_size)
 
-        if sprout_seed is None:
+        if deme_init_args.sprout_seed is None:
             starting_pop = Individual.create_population(
                 self._pop_size,
                 initialize=sample_uniform(bounds=self._bounds),
                 problem=self._problem,
             )
         else:
-            x = sprout_seed.genome
+            x0 = deme_init_args.sprout_seed.genome
             starting_pop = Individual.create_population(
                 self._pop_size - 1,
-                initialize=sample_normal(x, self._sample_std_dev, bounds=self._bounds),
+                initialize=sample_normal(x0, self._sample_std_dev, bounds=self._bounds),
                 problem=self._problem,
             )
-            seed_ind = Individual(x, problem=self._problem)
+            seed_ind = Individual(x0, problem=self._problem)
             starting_pop.append(seed_ind)
 
         Individual.evaluate_population(starting_pop)
diff --git a/pyhms/demes/sobol_deme.py b/pyhms/demes/sobol_deme.py
index bd85e87..e5acbb4 100644
--- a/pyhms/demes/sobol_deme.py
+++ b/pyhms/demes/sobol_deme.py
@@ -2,24 +2,18 @@
 
 from ..config import SobolLevelConfig
 from ..core.individual import Individual
-from ..logging_ import FilteringBoundLogger
-from .abstract_deme import AbstractDeme
+from .abstract_deme import AbstractDeme, DemeInitArgs
 
 
 class SobolDeme(AbstractDeme):
     def __init__(
         self,
-        id: str,
-        level: int,
-        config: SobolLevelConfig,
-        logger: FilteringBoundLogger,
-        started_at: int = 0,
-        sprout_seed: Individual = None,
-        random_seed: int = None,
+        deme_init_args: DemeInitArgs,
     ) -> None:
-        super().__init__(id, level, config, logger, started_at, sprout_seed)
+        super().__init__(deme_init_args)
+        config: SobolLevelConfig = deme_init_args.config  # type: ignore[assignment]
         self._pop_size = config.pop_size
-        self.sampler = Sobol(d=len(config.bounds), scramble=True, seed=random_seed)
+        self.sampler = Sobol(d=len(config.bounds), scramble=True, seed=deme_init_args.random_seed)
         self.lower_bounds = config.bounds[:, 0]
         self.upper_bounds = config.bounds[:, 1]
         self.run()
diff --git a/test/test_tree_format.py b/test/test_tree_format.py
index 24d80e8..7d8a743 100644
--- a/test/test_tree_format.py
+++ b/test/test_tree_format.py
@@ -1,6 +1,7 @@
 import numpy as np
 from pyhms.config import CMALevelConfig
 from pyhms.core.individual import Individual
+from pyhms.demes.abstract_deme import DemeInitArgs
 from pyhms.demes.cma_deme import CMADeme
 from pyhms.logging_ import get_logger
 from pyhms.tree import DemeTree
@@ -17,13 +18,14 @@ def test_format_deme():
         sigma0=1.0,
         generations=1,
     )
-    deme = CMADeme(
+    deme_init_args = DemeInitArgs(
         id="0",
         level=0,
         config=config,
         logger=logger,
-        x0=Individual(genome=np.array([0, 0]), problem=SQUARE_PROBLEM),
+        sprout_seed=Individual(genome=np.array([0, 0]), problem=SQUARE_PROBLEM),
     )
+    deme = CMADeme(deme_init_args)
     formatted_deme = format_deme(deme)
     assert formatted_deme.startswith("CMADeme 0")
     assert "sprout: (0.00, 0.00);" in formatted_deme

From b655a1ad5536e1e3a713bfcf6481423d9b730646 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 30 Mar 2025 12:29:10 +0200
Subject: [PATCH 24/32] feat: add new parameter to inject custom deme classes

---
 pyhms/config.py           |  2 ++
 pyhms/demes/initialize.py |  8 +++-----
 pyhms/tree.py             | 22 ++++++++++++++++------
 3 files changed, 21 insertions(+), 11 deletions(-)

diff --git a/pyhms/config.py b/pyhms/config.py
index 12c62eb..2140da3 100644
--- a/pyhms/config.py
+++ b/pyhms/config.py
@@ -152,8 +152,10 @@ def __init__(
         gsc: GlobalStopCondition | UniversalStopCondition,
         sprout_mechanism,
         options: Options = DEFAULT_OPTIONS,
+        config_class_to_deme_class: dict[type[BaseLevelConfig], "type[AbstractDeme]"] = {},  # type: ignore # noqa: F821
     ) -> None:
         self.levels = levels
         self.gsc = gsc
         self.sprout_mechanism = sprout_mechanism
         self.options = options
+        self.config_class_to_deme_class = config_class_to_deme_class
diff --git a/pyhms/demes/initialize.py b/pyhms/demes/initialize.py
index 98f7465..9fbd0e7 100644
--- a/pyhms/demes/initialize.py
+++ b/pyhms/demes/initialize.py
@@ -31,10 +31,6 @@
 }
 
 
-def init_root(config: BaseLevelConfig, logger: FilteringBoundLogger) -> AbstractDeme:
-    return init_from_config(config, "root", 0, 0, None, logger)
-
-
 def init_from_config(
     config: BaseLevelConfig,
     new_id: str,
@@ -44,6 +40,7 @@ def init_from_config(
     logger: FilteringBoundLogger,
     random_seed: int = None,
     parent_deme: AbstractDeme | None = None,
+    config_class_to_deme_class: dict[type[BaseLevelConfig], type[AbstractDeme]] = {},
 ):
     deme_init_args = DemeInitArgs(
         id=new_id,
@@ -55,4 +52,5 @@ def init_from_config(
         random_seed=random_seed,
         parent_deme=parent_deme,
     )
-    return CONFIG_CLASS_TO_DEME_CLASS[type(config)](deme_init_args)  # type: ignore[abstract]
+    merged_config_class_to_deme_class = config_class_to_deme_class | CONFIG_CLASS_TO_DEME_CLASS
+    return merged_config_class_to_deme_class[type(config)](deme_init_args)  # type: ignore[abstract]
diff --git a/pyhms/tree.py b/pyhms/tree.py
index 4b12087..ad92612 100644
--- a/pyhms/tree.py
+++ b/pyhms/tree.py
@@ -17,7 +17,7 @@
 from .core.problem import StatsGatheringProblem, get_function_problem
 from .demes.abstract_deme import AbstractDeme
 from .demes.cma_deme import CMADeme
-from .demes.initialize import init_from_config, init_root
+from .demes.initialize import init_from_config
 from .logging_ import DEFAULT_LOGGING_LEVEL, get_logger
 from .sprout.sprout_candidates import DemeCandidates
 from .sprout.sprout_mechanisms import SproutMechanism
@@ -57,7 +57,16 @@ def __init__(self, config: TreeConfig) -> None:
             self._random_seed = None
 
         self._levels: list[list[AbstractDeme]] = [[] for _ in range(nlevels)]
-        root_deme = init_root(config.levels[0], self._logger)
+        root_deme = init_from_config(
+            config=config.levels[0],
+            new_id="root",
+            target_level=0,
+            metaepoch_count=0,
+            sprout_seed=None,
+            logger=self._logger,
+            random_seed=self._random_seed,
+            config_class_to_deme_class=self.config.config_class_to_deme_class,
+        )
         self._levels[0].append(root_deme)
 
     @property
@@ -173,14 +182,15 @@ def _do_sprout(self, deme_seeds: dict[AbstractDeme, DemeCandidates]) -> None:
                 config = self.config.levels[target_level]
 
                 child = init_from_config(
-                    config,
-                    new_id,
-                    target_level,
-                    self.metaepoch_count,
+                    config=config,
+                    new_id=new_id,
+                    target_level=target_level,
+                    metaepoch_count=self.metaepoch_count,
                     sprout_seed=ind,
                     logger=self._logger,
                     random_seed=self._random_seed,
                     parent_deme=deme,
+                    config_class_to_deme_class=self.config.config_class_to_deme_class,
                 )
                 deme.add_child(child)
                 self._levels[target_level].append(child)

From 042505ffd18f378308ba31d12f8c24d90d440f42 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 30 Mar 2025 12:48:52 +0200
Subject: [PATCH 25/32] feat: add docs for adding custom demes

---
 docs/custom_demes.rst | 129 ++++++++++++++++++++++++++++++++++++++++++
 docs/index.rst        |   2 +
 2 files changed, 131 insertions(+)
 create mode 100644 docs/custom_demes.rst

diff --git a/docs/custom_demes.rst b/docs/custom_demes.rst
new file mode 100644
index 0000000..d67be81
--- /dev/null
+++ b/docs/custom_demes.rst
@@ -0,0 +1,129 @@
+Adding Custom Demes to PyHMS
+============================
+
+This guide explains how to create your own custom deme implementations for PyHMS.
+
+Overview
+--------
+
+PyHMS allows you to extend the system with your own custom deme implementations. To create a custom deme, you need to:
+
+1. Define a new config class that inherits from ``BaseLevelConfig``
+2. Create a new deme class that inherits from ``AbstractDeme``
+3. Register your custom deme by passing a ``config_class_to_deme_class`` mapping to the ``hms`` function
+
+Step 1: Define Your Config Class
+--------------------------------
+
+Start by creating a config class that inherits from ``BaseLevelConfig``. This class should:
+
+- Accept a ``problem`` and a stop condition (``lsc``) as required parameters
+- Include any additional parameters your deme implementation needs
+- Call the parent class's ``__init__`` method
+
+.. code-block:: python
+
+    from pyhms.config import BaseLevelConfig
+    from pyhms.core.problem import Problem
+    from pyhms.stop_conditions import LocalStopCondition, UniversalStopCondition
+
+    class RandomSearchConfig(BaseLevelConfig):
+        def __init__(
+            self,
+            problem: Problem,
+            lsc: LocalStopCondition | UniversalStopCondition,
+            pop_size: int,
+        ) -> None:
+            super().__init__(problem, lsc)
+            self.pop_size = pop_size
+
+Step 2: Create Your Deme Class
+------------------------------
+
+Next, create a deme class that inherits from ``AbstractDeme``. This class must implement the required interface:
+
+.. code-block:: python
+
+    import numpy as np
+    from pyhms.core.individual import Individual
+    from pyhms.demes.abstract_deme import AbstractDeme, DemeInitArgs
+
+    class RandomSearchDeme(AbstractDeme):
+        def __init__(
+            self,
+            deme_init_args: DemeInitArgs,
+        ) -> None:
+            super().__init__(deme_init_args)
+            config: RandomSearchConfig = deme_init_args.config  # type: ignore[assignment]
+            self._pop_size = config.pop_size
+            self.lower_bounds = config.bounds[:, 0]
+            self.upper_bounds = config.bounds[:, 1]
+            self.rng = np.random.RandomState(deme_init_args.random_seed)
+            self.run()
+        
+        def run(self) -> None:
+            genomes = np.random.uniform(
+                self.lower_bounds, 
+                self.upper_bounds, 
+                size=(self._pop_size, len(self.lower_bounds))
+            )
+            population = [Individual(genome, problem=self._problem) for genome in genomes]
+            Individual.evaluate_population(population)
+            self._history.append([population])
+        
+        def run_metaepoch(self, tree) -> None:
+            # This method is called in each meta-epoch
+            self.run()
+            
+            # Check if stopping conditions are met
+            if (gsc_value := tree._gsc(tree)) or self._lsc(self):
+                self._active = False
+                message = "Random Search Deme finished due to GSC" if gsc_value else "Random Search Deme finished due to LSC"
+                self.log(message)
+                return
+
+Step 3: Register and Use Your Custom Deme
+-----------------------------------------
+
+Finally, register your custom deme by creating a mapping from your config class to your deme class and passing it to the ``hms`` function:
+
+.. code-block:: python
+
+    from pyhms import hms
+    from pyhms.stop_conditions import DontStop, MetaepochLimit
+
+    # Create your deme configuration
+    random_search_config = RandomSearchConfig(
+        problem=your_problem,
+        lsc=DontStop(),
+        pop_size=100
+    )
+
+    # Define the mapping from config class to deme class
+    config_class_to_deme_class = {
+        RandomSearchConfig: RandomSearchDeme
+    }
+
+    # Use your custom deme in PyHMS
+    result = hms(
+        level_config=[random_search_config],
+        gsc=MetaepochLimit(10),
+        sprout_cond=your_sprout_condition,
+        config_class_to_deme_class=config_class_to_deme_class
+    )
+
+Important AbstractDeme Properties and Methods
+---------------------------------------------
+
+When implementing your custom deme, you can use the following properties and methods from the ``AbstractDeme`` base class:
+
+- ``self._problem``: The optimization problem
+- ``self._bounds``: The bounds of the search space
+- ``self._active``: A flag indicating if the deme is active
+- ``self._history``: History of populations (list of lists of individuals)
+- ``self.log(message)``: Log a message with additional meta information
+- ``self.centroid``: Compute the centroid of the current population
+- ``self.best_individual``: Get the best individual found by the deme
+- ``self.current_population``: Get the current population
+
+The most important method you must implement is ``run_metaepoch(self, tree)``, which is called in each meta-epoch of the HMS algorithm. 
\ No newline at end of file
diff --git a/docs/index.rst b/docs/index.rst
index ffd51a3..eafc489 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -26,3 +26,5 @@ Contents
    stop
    sprout
    problem
+   ea_algorithms
+   custom_demes

From 414916c3456b967b439d52b29cf66abb9148d0cd Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 30 Mar 2025 14:21:05 +0200
Subject: [PATCH 26/32] fix: remove ea_algorithms from index

---
 docs/index.rst | 1 -
 1 file changed, 1 deletion(-)

diff --git a/docs/index.rst b/docs/index.rst
index eafc489..3ca85a1 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -26,5 +26,4 @@ Contents
    stop
    sprout
    problem
-   ea_algorithms
    custom_demes

From 40cb4abfdef9b758511a888e8bba62dca2180407 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 30 Mar 2025 14:21:54 +0200
Subject: [PATCH 27/32] fix: improve whitepsaces

---
 docs/custom_demes.rst | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/docs/custom_demes.rst b/docs/custom_demes.rst
index d67be81..ec636a2 100644
--- a/docs/custom_demes.rst
+++ b/docs/custom_demes.rst
@@ -60,21 +60,21 @@ Next, create a deme class that inherits from ``AbstractDeme``. This class must i
             self.upper_bounds = config.bounds[:, 1]
             self.rng = np.random.RandomState(deme_init_args.random_seed)
             self.run()
-        
+
         def run(self) -> None:
             genomes = np.random.uniform(
-                self.lower_bounds, 
-                self.upper_bounds, 
+                self.lower_bounds,
+                self.upper_bounds,
                 size=(self._pop_size, len(self.lower_bounds))
             )
             population = [Individual(genome, problem=self._problem) for genome in genomes]
             Individual.evaluate_population(population)
             self._history.append([population])
-        
+
         def run_metaepoch(self, tree) -> None:
             # This method is called in each meta-epoch
             self.run()
-            
+
             # Check if stopping conditions are met
             if (gsc_value := tree._gsc(tree)) or self._lsc(self):
                 self._active = False
@@ -126,4 +126,4 @@ When implementing your custom deme, you can use the following properties and met
 - ``self.best_individual``: Get the best individual found by the deme
 - ``self.current_population``: Get the current population
 
-The most important method you must implement is ``run_metaepoch(self, tree)``, which is called in each meta-epoch of the HMS algorithm. 
\ No newline at end of file
+The most important method you must implement is ``run_metaepoch(self, tree)``, which is called in each meta-epoch of the HMS algorithm.

From 025050dfda463be49358821d26d8930210449484 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 30 Mar 2025 14:31:20 +0200
Subject: [PATCH 28/32] feat: refine docs for Problem class

---
 docs/index.rst      |  4 ++--
 docs/inspecting.rst |  2 +-
 docs/problem.rst    | 43 ++++++++++++++++++++++++++++++++++++++++++-
 3 files changed, 45 insertions(+), 4 deletions(-)

diff --git a/docs/index.rst b/docs/index.rst
index 3ca85a1..dad66f5 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -23,7 +23,7 @@ Contents
    algorithm
    usage
    inspecting
-   stop
    sprout
-   problem
    custom_demes
+   stop
+   problem
diff --git a/docs/inspecting.rst b/docs/inspecting.rst
index 088b8e4..2fee400 100644
--- a/docs/inspecting.rst
+++ b/docs/inspecting.rst
@@ -6,7 +6,7 @@ Visualizing and inspecting the results of evolutionary strategies (ES) are cruci
 Visualization helps in understanding how solutions evolve over generations.
 Through visual inspection, one can observe if the population is converging towards a global optimum or if it is stuck in local optima.
 Visualization of the population distribution over time can also highlight issues with diversity, indicating whether the evolutionary strategy is exploring the solution space adequately.
-`pyhms` provides different methods for `DemeTree` object that enable inspecting results.
+`pyHMS` provides different methods for `DemeTree` object that enable inspecting results.
 Let's consider Sphere function as an example for `N=5`.
 
 .. code-block:: python
diff --git a/docs/problem.rst b/docs/problem.rst
index 8efa5e9..56fca38 100644
--- a/docs/problem.rst
+++ b/docs/problem.rst
@@ -1,12 +1,53 @@
 Problem
 =======
 
-`pyhms` provides different `Problem` wrappers. These wrappers are used to wrap the problem and provide additional functionality such as counting the number of evaluations (`EvalCountingProblem`, `EvalCutoffProblem`), or stopping the evaluation when a certain precision is reached (`PrecisionCutoffProblem`).
+The `Problem` class hierarchy in `pyHMS` provides the foundation for defining optimization problems and wrapping them with additional functionality.
+
+Base Classes
+------------
+
+.. autoclass:: pyhms.core.problem.Problem
+   :members:
+
+.. autoclass:: pyhms.core.problem.FunctionProblem
+   :members:
+
+.. autoclass:: pyhms.core.problem.ProblemWrapper
+   :members:
+
+Problem Wrappers
+----------------
+
+`pyHMS` provides various `Problem` wrappers. These wrappers enhance problem instances with additional functionality without modifying their core behavior. Common use cases include:
+
+1. Monitoring optimization performance (counting evaluations, measuring time)
+2. Enforcing constraints (maximum evaluations, precision thresholds)
+3. Collecting statistics for analysis
+
+Available Wrappers
+^^^^^^^^^^^^^^^^^^
 
 .. autoclass:: pyhms.core.problem.EvalCountingProblem
+   :members:
+
+   A wrapper that counts the number of function evaluations performed.
 
 .. autoclass:: pyhms.core.problem.EvalCutoffProblem
+   :members:
+
+   A wrapper that stops evaluations after a specified limit is reached, returning infinity (or negative infinity for maximization problems).
 
 .. autoclass:: pyhms.core.problem.PrecisionCutoffProblem
+   :members:
+
+   A wrapper that tracks when the solution reaches a specified precision threshold relative to the known global optimum.
 
 .. autoclass:: pyhms.core.problem.StatsGatheringProblem
+   :members:
+
+   A wrapper that collects statistics about evaluation times, useful for performance analysis.
+
+Helper Functions
+----------------
+
+.. autofunction:: pyhms.core.problem.get_function_problem

From befb4eccb893c712d552b1c2ff2e568f89042e23 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 30 Mar 2025 14:42:44 +0200
Subject: [PATCH 29/32] feat: improve basic usage example by providing more
 comprehensive descriptions

---
 docs/usage.rst | 48 +++++++++++++++++++++++++++++-------------------
 1 file changed, 29 insertions(+), 19 deletions(-)

diff --git a/docs/usage.rst b/docs/usage.rst
index 945f44c..2636f46 100644
--- a/docs/usage.rst
+++ b/docs/usage.rst
@@ -40,14 +40,14 @@ The output of the function is a OptimizeResult object:
 
     @dataclass
     class OptimizeResult:
-        x: np.ndarray
-        nfev: int
-        fun: float
-        nit: int
+        x: np.ndarray    # Best solution found
+        nfev: int        # Number of function evaluations
+        fun: float       # Function value at the best solution
+        nit: int         # Number of iterations (metaepochs)
 
 
-Usage
------
+Detailed Usage
+--------------
 
 Let's begin by defining a problem that we want to solve. We will use the following example:
 
@@ -74,7 +74,13 @@ To use HMS we need to define global stop condition, in this case we want to run
     from pyhms import MetaepochLimit
     global_stop_condition = MetaepochLimit(limit=10)
 
-Now we need to decide what should be the height of our tree (maximum number of levels) and what optimization algorithms to run on each level. We will use the following configuration:
+Now we need to configure the structure of our HMS tree by defining the optimization algorithms for each level. Each level configuration specifies the following:
+
+1. The optimization algorithm to use (`EALevelConfig` which can run multiple different GAs)
+2. The number of iterations per metaepoch (`generations`)
+3. The problem to solve (can be different for each level e.g. less accurate for higher levels)
+4. Population size and other algorithm-specific parameters
+5. Local stop condition (`lsc`)
 
 .. code-block:: python
 
@@ -82,32 +88,36 @@ Now we need to decide what should be the height of our tree (maximum number of l
 
     config = [
         EALevelConfig(
-            ea_class=SEA,
-            generations=2,
-            problem=square_problem,
-            pop_size=20,
-            mutation_std=1.0,
-            lsc=DontStop(),
+            ea_class=SEA,               # Use Simple Evolutionary Algorithm (GA)
+            generations=2,              # Number of generations per metaepoch
+            problem=square_problem,     # The problem to solve (problems can be different for each level)
+            pop_size=20,                # Population size
+            mutation_std=1.0,           # Standard deviation for mutation
+            lsc=DontStop(),             # Local stop condition (never stop)
         ),
         EALevelConfig(
             ea_class=SEA,
-            generations=4,
+            generations=4,              # More generations for deeper exploration
             problem=square_problem,
-            pop_size=10,
-            mutation_std=0.25,
-            sample_std_dev=1.0,
+            pop_size=10,                # Smaller population size at lower levels
+            mutation_std=0.25,          # Smaller mutations for local refinement
+            sample_std_dev=1.0,         # Standard deviation for sampling around parent
             lsc=DontStop(),
         ),
     ]
 
-Next step is to define sprout condition for our tree. We will use Nearest Better Clustering (NBC) sprout condition.
+The HMS algorithm creates a tree-like structure where demes (populations) at higher levels perform broad exploration, while demes at lower levels refine promising solutions. The configuration above defines two levels in our tree.
+
+Next, we need to define a sprouting condition that determines when and where to create new demes at lower levels. We'll use Nearest Better Clustering (NBC) sprouting:
 
 .. code-block:: python
 
     from pyhms import get_NBC_sprout
     sprout_condition = get_NBC_sprout(level_limit=4)
 
-Finally we can run the algorithm:
+The NBC sprouting condition identifies promising points in the search space by clustering solutions based on their fitness and proximity. See :doc:`sprout` for more details on sprouting mechanisms.
+
+Finally, we can run the algorithm:
 
 .. code-block:: python
 

From 5f2f5c0b732a2b9fad6a21cc806b382a96713605 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 30 Mar 2025 14:50:24 +0200
Subject: [PATCH 30/32] feat: use correct name of the library (finally we
 decided to use pyHMS instead of pyhms/PyHMS)

---
 README.md             | 4 ++--
 docs/custom_demes.rst | 8 ++++----
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 4300c57..bd2666a 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# pyhms
+# pyHMS
 ![GitHub Test Badge][1] [![codecov][2]](https://codecov.io/gh/agh-a2s/pyhms) [![Documentation Status][3]](https://pyhms.readthedocs.io/en/latest/?badge=latest) [![pypi.org][4]][5] [![versions][6]][7] ![license][8]
 
 [1]: https://github.com/agh-a2s/pyhms/actions/workflows/pytest.yml/badge.svg "GitHub CI Badge"
@@ -10,7 +10,7 @@
 [7]: https://github.com/agh-a2s/pyhms
 [8]: https://img.shields.io/github/license/agh-a2s/pyhms
 
-`pyhms` is a Python implementation of Hierarchic Memetic Strategy (HMS).
+`pyHMS` is a Python implementation of Hierarchic Memetic Strategy (HMS).
 
 The Hierarchic Memetic Strategy is a stochastic global optimizer designed to tackle highly multimodal problems. It is a composite global optimization strategy consisting of a multi-population evolutionary strategy and some auxiliary methods. The HMS makes use of a dynamically-evolving data structure that provides an organization among the component populations. It is a tree with a fixed maximal height and variable internal node degree. Each component population is governed by a particular optimization engine. This package provides a simple python implementation.
 
diff --git a/docs/custom_demes.rst b/docs/custom_demes.rst
index ec636a2..e0bd524 100644
--- a/docs/custom_demes.rst
+++ b/docs/custom_demes.rst
@@ -1,12 +1,12 @@
-Adding Custom Demes to PyHMS
+Adding Custom Demes to pyHMS
 ============================
 
-This guide explains how to create your own custom deme implementations for PyHMS.
+This guide explains how to create your own custom deme implementations for pyHMS.
 
 Overview
 --------
 
-PyHMS allows you to extend the system with your own custom deme implementations. To create a custom deme, you need to:
+pyHMS allows you to extend the system with your own custom deme implementations. To create a custom deme, you need to:
 
 1. Define a new config class that inherits from ``BaseLevelConfig``
 2. Create a new deme class that inherits from ``AbstractDeme``
@@ -104,7 +104,7 @@ Finally, register your custom deme by creating a mapping from your config class
         RandomSearchConfig: RandomSearchDeme
     }
 
-    # Use your custom deme in PyHMS
+    # Use your custom deme in pyHMS
     result = hms(
         level_config=[random_search_config],
         gsc=MetaepochLimit(10),

From 06b9f9dd78f4dcf6bebf4927c56b9fe957689c11 Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 30 Mar 2025 14:55:07 +0200
Subject: [PATCH 31/32] feat: add DemeInitArgs to the doc page

---
 docs/custom_demes.rst | 36 ++++++++++++++++++++++++++++++++++++
 1 file changed, 36 insertions(+)

diff --git a/docs/custom_demes.rst b/docs/custom_demes.rst
index e0bd524..9015343 100644
--- a/docs/custom_demes.rst
+++ b/docs/custom_demes.rst
@@ -82,6 +82,42 @@ Next, create a deme class that inherits from ``AbstractDeme``. This class must i
                 self.log(message)
                 return
 
+Understanding DemeInitArgs
+--------------------------
+
+When implementing a custom deme, you'll receive a ``DemeInitArgs`` object in the constructor. This dataclass contains all the necessary initialization parameters for your deme:
+
+.. code-block:: python
+
+    @dataclass
+    class DemeInitArgs:
+        id: str
+        level: int
+        config: BaseLevelConfig
+        logger: FilteringBoundLogger
+        started_at: int = 0
+        sprout_seed: Individual | None = None
+        random_seed: int | None = None
+        parent_deme: AbstractDeme | None = None
+
+Understanding these fields:
+
+- ``id``: A unique string identifier for your deme
+- ``level``: The hierarchical level in the HMS tree (starts at 0 for root)
+- ``config``: Your custom configuration class instance that inherits from ``BaseLevelConfig``
+- ``logger``: A structured logger for outputting debug information
+- ``started_at``: The metaepoch number when this deme was created
+- ``sprout_seed``: For non-root demes, this is the first individual that sprouted this deme
+- ``random_seed``: A seed for random number generation to ensure reproducibility
+- ``parent_deme``: Reference to the parent deme that sprouted this deme (None for root demes)
+
+In your custom deme implementation, you'll typically:
+
+1. Pass the ``DemeInitArgs`` object to the parent constructor
+2. Cast the ``config`` field to your specific config class type
+3. Access the configuration parameters you need
+4. Use the provided random seed for any randomized operations
+
 Step 3: Register and Use Your Custom Deme
 -----------------------------------------
 

From 5e377ef115d07422f064a36c346259e4b6ead14a Mon Sep 17 00:00:00 2001
From: WojtAcht <wachtelik@gmail.com>
Date: Sun, 30 Mar 2025 15:13:07 +0200
Subject: [PATCH 32/32] feat: add logo

---
 README.md                     |   3 +++
 docs/_static/images/pyhms.png | Bin 0 -> 1375684 bytes
 docs/index.rst                |   9 +++++++--
 3 files changed, 10 insertions(+), 2 deletions(-)
 create mode 100644 docs/_static/images/pyhms.png

diff --git a/README.md b/README.md
index bd2666a..c22c498 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,7 @@
 # pyHMS
+
+<img src="docs/_static/images/pyhms.png" alt="pyHMS Logo" width="200"/>
+
 ![GitHub Test Badge][1] [![codecov][2]](https://codecov.io/gh/agh-a2s/pyhms) [![Documentation Status][3]](https://pyhms.readthedocs.io/en/latest/?badge=latest) [![pypi.org][4]][5] [![versions][6]][7] ![license][8]
 
 [1]: https://github.com/agh-a2s/pyhms/actions/workflows/pytest.yml/badge.svg "GitHub CI Badge"
diff --git a/docs/_static/images/pyhms.png b/docs/_static/images/pyhms.png
new file mode 100644
index 0000000000000000000000000000000000000000..69e3bcf2b7866a90abf1d26cfed728fab021dadb
GIT binary patch
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diff --git a/docs/index.rst b/docs/index.rst
index dad66f5..2c98881 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -1,9 +1,14 @@
 .. include:: ../README.rst
 
-Welcome to pyhms's documentation!
+Welcome to pyHMS's documentation!
 ===================================
 
-**pyhms** is a Python implementation of Hierarchic Memetic Strategy (HMS).
+.. image:: _static/images/pyhms.png
+   :width: 200px
+   :alt: pyHMS Logo
+   :align: center
+
+**pyHMS** is a Python implementation of Hierarchic Memetic Strategy (HMS).
 
 The Hierarchic Memetic Strategy is a stochastic global optimizer designed to tackle highly multimodal problems. It is a composite global optimization strategy consisting of a multi-population evolutionary strategy and some auxiliary methods. The HMS makes use of a dynamically-evolving data structure that provides an organization among the component populations. It is a tree with a fixed maximal height and variable internal node degree. Each component population is governed by a particular optimization engine. This package provides a simple python implementation.