diff --git a/apps/array_container_callgraph.py b/apps/array_container_callgraph.py
new file mode 100644
index 0000000000000000000000000000000000000000..90a62ad7fdc4162f245c09209fef8990a46756bb
--- /dev/null
+++ b/apps/array_container_callgraph.py
@@ -0,0 +1,75 @@
+import os
+from pycallgraph2 import PyCallGraph, Config
+from pycallgraph2.output import GraphvizOutput
+from pycallgraph2.globbing_filter import GlobbingFilter
+
+# Define the path to the folder inside the apps directory
+apps_directory = '/local/ca00xebo/repos/pymatlib/apps'
+image_folder = os.path.join(apps_directory, 'callgraph_images')
+
+# Create the folder if it does not exist
+if not os.path.exists(image_folder):
+    os.makedirs(image_folder)
+
+# Create configuration to focus on your specific functions
+config = Config()
+config.trace_filter = GlobbingFilter(
+    include=[
+        'pymatlib.core.interpolators.*',
+        'pymatlib.core.data_handler.*',
+        'InterpolationArrayContainer.*',
+
+        'assignment_converter',
+        'interpolate_property',
+        'check_equidistant',
+        'check_strictly_increasing',
+    ],
+    exclude=[
+        'pycallgraph2.*',
+        '*.append',  # Exclude common methods
+        '*.join',
+    ]
+)
+
+# Configure the output with the full path
+output_file = os.path.join(image_folder, 'array_container_callgraph.svg')
+
+# Configure the output
+graphviz = GraphvizOutput(
+    output_file=output_file,
+    font_name='Verdana',
+    font_size=7,
+    group_stdlib=True,
+    output_type='svg',
+    dpi=1200
+)
+
+# Run the specific part of your code with call graph tracking
+with PyCallGraph(config=config, output=graphviz):
+    import numpy as np
+    from pystencils import fields
+    from importlib.resources import files
+    from pystencilssfg import SourceFileGenerator
+    from pymatlib.core.yaml_parser import create_alloy_from_yaml
+    from pymatlib.core.interpolators import InterpolationArrayContainer
+
+
+    with SourceFileGenerator() as sfg:
+        u = fields(f"u: double[2D]", layout='fzyx')
+
+        T_bs = np.array([3243.15, 3248.15, 3258.15, 3278.15], dtype=np.float64)
+        E_bs = np.array([1.68e10, 1.69e10, 1.70e10, 1.71e10], dtype=np.float64)
+
+        custom_container = InterpolationArrayContainer("BinarySearchTests", T_bs, E_bs)
+        sfg.generate(custom_container)
+
+        T_eq = np.array([3243.15, 3253.15, 3263.15, 3273.15], dtype=np.float64)
+        E_neq = np.array([1.68e10, 1.69e10, 1.70e10, 1.71e10], dtype=np.float64)
+
+        custom_container = InterpolationArrayContainer("DoubleLookupTests", np.flip(T_eq), np.flip(E_neq))
+        sfg.generate(custom_container)
+
+        yaml_path = files('pymatlib.data.alloys.SS304L').joinpath('SS304L_comprehensive.yaml')
+        mat = create_alloy_from_yaml(yaml_path, u.center())
+        arr_container = InterpolationArrayContainer.from_material("SS304L", mat)
+        sfg.generate(arr_container)
diff --git a/apps/callgraph_images/array_container_callgraph.svg b/apps/callgraph_images/array_container_callgraph.svg
new file mode 100644
index 0000000000000000000000000000000000000000..ead0a9dd166dff0528bec1a5d954749530909d5e
--- /dev/null
+++ b/apps/callgraph_images/array_container_callgraph.svg
@@ -0,0 +1,288 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+ "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<!-- Generated by graphviz version 2.43.0 (0)
+ -->
+<!-- Title: G Pages: 1 -->
+<svg width="1123pt" height="448pt"
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+<text text-anchor="middle" x="557.5" y="-6.4" font-family="Verdana" font-size="7.00" fill="#000000" fill-opacity="0.498039">Generated by Python Call Graph v1.1.3</text>
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diff --git a/apps/visualize_all_functions.py b/apps/visualize_all_functions.py
new file mode 100644
index 0000000000000000000000000000000000000000..0b3510bd76284ba1c60fc776a092f1496a1c41a4
--- /dev/null
+++ b/apps/visualize_all_functions.py
@@ -0,0 +1,96 @@
+import os
+import sys
+sys.path.append('/local/ca00xebo/repos/pymatlib')
+
+from pycallgraph2 import PyCallGraph, Config
+from pycallgraph2.output import GraphvizOutput
+from pycallgraph2.globbing_filter import GlobbingFilter
+
+# Import necessary modules once
+import sympy as sp
+import pystencils as ps
+from importlib.resources import files
+from pystencilssfg import SourceFileGenerator
+from pymatlib.core.yaml_parser import create_alloy_from_yaml
+from pymatlib.core.interpolators import InterpolationArrayContainer
+from pymatlib.core.assignment_converter import assignment_converter
+
+# Define the path to the folder inside the apps directory
+apps_directory = '/local/ca00xebo/repos/pymatlib/apps'
+image_folder = os.path.join(apps_directory, 'callgraph_images')
+
+# Create the folder if it does not exist
+if not os.path.exists(image_folder):
+    os.makedirs(image_folder)
+
+# Function to create a visualization for a specific target
+def create_visualization(target_name, include_patterns, output_filename):
+    print(f"Generating visualization for {target_name}...")
+
+    # Create the full path for the output file
+    output_file = os.path.join(image_folder, output_filename)
+
+    # Create configuration
+    config = Config(max_depth=10)
+    config.trace_filter = GlobbingFilter(
+        include=include_patterns,
+        exclude=[
+            'pycallgraph2.*',
+            '*.append',
+            '*.join',
+        ]
+    )
+
+    # Configure the output
+    graphviz = GraphvizOutput(
+        output_file=output_file,
+        font_name='Verdana',
+        font_size=7,
+        group_stdlib=True,
+        output_type='svg',
+        dpi=400
+    )
+
+    # Create minimal setup for all visualizations
+    u = ps.fields("u: float64[2D]", layout='fzyx')
+    yaml_path = files('pymatlib.data.alloys.SS304L').joinpath('SS304L_comprehensive.yaml')
+
+    # Run the appropriate code based on the target
+    with PyCallGraph(config=config, output=graphviz):
+        if target_name == "create_alloy_from_yaml":
+            mat = create_alloy_from_yaml(yaml_path, u.center())
+
+        elif target_name == "InterpolationArrayContainer":
+            mat = create_alloy_from_yaml(yaml_path, u.center())
+            arr_container = InterpolationArrayContainer.from_material("SS304L", mat)
+            with SourceFileGenerator() as sfg:
+                sfg.generate(arr_container)
+
+        elif target_name == "assignment_converter":
+            mat = create_alloy_from_yaml(yaml_path, u.center())
+            thermal_diffusivity = sp.Symbol("thermal_diffusivity")
+            subexp, subs = assignment_converter(mat.thermal_diffusivity.assignments)
+            subexp.append(ps.Assignment(thermal_diffusivity, mat.thermal_diffusivity.expr))
+
+    print(f"Visualization saved to {output_file}")
+
+# Generate each visualization
+create_visualization(
+    "create_alloy_from_yaml",
+    ['pymatlib.core.yaml_parser.*', 'create_alloy_from_yaml'],
+    'create_alloy_callgraph.svg'
+)
+
+create_visualization(
+    "InterpolationArrayContainer",
+    ['pymatlib.core.interpolators.*', 'InterpolationArrayContainer.*'],
+    'array_container_callgraph.svg'
+)
+
+create_visualization(
+    "assignment_converter",
+    ['pymatlib.core.assignment_converter.*', 'assignment_converter'],
+    'assignment_converter_callgraph.svg'
+)
+
+print("All visualizations completed.")
diff --git a/apps/yaml_parser_callgraph.py b/apps/yaml_parser_callgraph.py
new file mode 100644
index 0000000000000000000000000000000000000000..8d3107c6b364b06f7c214ba602f1e47591b698a2
--- /dev/null
+++ b/apps/yaml_parser_callgraph.py
@@ -0,0 +1,97 @@
+import os
+from pycallgraph2 import PyCallGraph, Config
+from pycallgraph2.output import GraphvizOutput
+from pycallgraph2.globbing_filter import GlobbingFilter
+
+# Define the path to the folder inside the apps directory
+apps_directory = '/local/ca00xebo/repos/pymatlib/apps'
+image_folder = os.path.join(apps_directory, 'callgraph_images')
+
+# Create the folder if it does not exist
+if not os.path.exists(image_folder):
+    os.makedirs(image_folder)
+
+# Create configuration to focus on your specific functions
+config = Config()
+config.trace_filter = GlobbingFilter(
+    include=[
+        'pymatlib.core.alloy.*',
+        'pymatlib.core.elements.*',
+        'pymatlib.core.yaml_parser.*',
+        'pymatlib.core.assignment_converter.*',
+        'pymatlib.core.interpolators.*',
+        'pymatlib.core.interpolators.interpolate_property.*',
+        'pymatlib.core.typedefs.*',
+        'pymatlib.core.models.*',
+        'pymatlib.core.data_handler.*',
+        'InterpolationArrayContainer.*',
+
+        'create_alloy_from_yaml',
+        'assignment_converter',
+        'interpolate_property',
+        'Assignment',
+        'ArrayTypes',
+        'PropertyTypes',
+        'MaterialProperty',
+        'density_by_thermal_expansion',
+        'thermal_diffusivity_by_heat_conductivity',
+        'energy_density_standard',
+        'energy_density_enthalpy_based',
+        'energy_density_total_enthalpy',
+        'read_data_from_file',
+        'wrapper',
+        'check_equidistant',
+        'check_strictly_increasing',
+        'ChemicalElement',
+        'interpolate_atomic_mass',
+        'interpolate_atomic_number',
+        'interpolate_temperature_boil',
+        'evalf',
+    ],
+    exclude=[
+        'pycallgraph2.*',
+        '*.append',  # Exclude common methods
+        '*.join',
+    ]
+)
+
+# Configure the output with the full path
+output_file = os.path.join(image_folder, 'yaml_parser_callgraph.svg')
+
+# Configure the output
+graphviz = GraphvizOutput(
+    output_file=output_file,
+    font_name='Verdana',
+    font_size=7,
+    group_stdlib=True,
+    output_type='svg',
+    dpi=1200
+)
+
+# Run the specific part of your code with call graph tracking
+with PyCallGraph(config=config, output=graphviz):
+    # Import necessary modules
+    import sympy as sp
+    import pystencils as ps
+    from importlib.resources import files
+    # from pystencilssfg import SourceFileGenerator
+    # from pymatlib.core.assignment_converter import assignment_converter
+    # from pymatlib.core.interpolators import InterpolationArrayContainer
+    from pymatlib.core.yaml_parser import create_alloy_from_yaml
+
+    u = ps.fields("u: float64[2D]", layout='fzyx')
+    yaml_path = files('pymatlib.data.alloys.SS304L').joinpath('SS304L_comprehensive.yaml')
+    mat = create_alloy_from_yaml(yaml_path, u.center())
+
+
+    '''with SourceFileGenerator() as sfg:
+        yaml_path = files('pymatlib.data.alloys.SS304L').joinpath('SS304L.yaml')
+        mat = create_alloy_from_yaml(yaml_path, u.center())
+        
+        arr_container = InterpolationArrayContainer.from_material("SS304L", mat)
+        sfg.generate(arr_container)
+
+        # Convert assignments to pystencils format
+        subexp, subs = assignment_converter(mat.thermal_diffusivity.assignments)
+        thermal_diffusivity = sp.Symbol("thermal_diffusivity")
+        subexp.append(ps.Assignment(thermal_diffusivity, mat.thermal_diffusivity.expr))'''