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<article id="content">
<header>
<h1 class="title">Module <code>tinytroupe.utils.json</code></h1>
</header>
<section id="section-intro">
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">import json
import copy
from pydantic import BaseModel
from tinytroupe.utils import logger
class JsonSerializableRegistry:
"""
A mixin class that provides JSON serialization, deserialization, and subclass registration.
"""
class_mapping = {}
def to_json(self, include: list = None, suppress: list = None, file_path: str = None,
serialization_type_field_name = "json_serializable_class_name") -> dict:
"""
Returns a JSON representation of the object.
Args:
include (list, optional): Attributes to include in the serialization. Will override the default behavior.
suppress (list, optional): Attributes to suppress from the serialization. Will override the default behavior.
file_path (str, optional): Path to a file where the JSON will be written.
"""
# Gather all serializable attributes from the class hierarchy
serializable_attrs = set()
suppress_attrs = set()
custom_serializers = {}
for cls in self.__class__.__mro__: # Traverse the class hierarchy
if hasattr(cls, 'serializable_attributes') and isinstance(cls.serializable_attributes, list):
serializable_attrs.update(cls.serializable_attributes)
if hasattr(cls, 'suppress_attributes_from_serialization') and isinstance(cls.suppress_attributes_from_serialization, list):
suppress_attrs.update(cls.suppress_attributes_from_serialization)
if hasattr(cls, 'custom_serializers') and isinstance(cls.custom_serializers, dict):
custom_serializers.update(cls.custom_serializers)
# Override attributes with method parameters if provided
if include:
serializable_attrs = set(include)
if suppress:
suppress_attrs.update(suppress)
def aux_serialize_item(item):
if isinstance(item, JsonSerializableRegistry):
return item.to_json(serialization_type_field_name=serialization_type_field_name)
elif isinstance(item, BaseModel):
# If it's a Pydantic model, convert it to a dict first
logger.debug(f"Serializing Pydantic model: {item}")
return item.model_dump(mode="json", exclude_unset=True)
else:
return copy.deepcopy(item)
result = {serialization_type_field_name: self.__class__.__name__}
for attr in serializable_attrs if serializable_attrs else self.__dict__:
if attr not in suppress_attrs:
value = getattr(self, attr, None)
attr_renamed = self._programmatic_name_to_json_name(attr)
# Check if there's a custom serializer for this attribute
if attr in custom_serializers:
result[attr_renamed] = custom_serializers[attr](value)
elif isinstance(value, list):
result[attr_renamed] = [aux_serialize_item(item) for item in value]
elif isinstance(value, dict):
result[attr_renamed] = {k: aux_serialize_item(v) for k, v in value.items()}
else: # isinstance(value, JsonSerializableRegistry) or isinstance(value, BaseModel) or other types
result[attr_renamed] = aux_serialize_item(value)
if file_path:
# Create directories if they do not exist
import os
os.makedirs(os.path.dirname(file_path), exist_ok=True)
with open(file_path, 'w') as f:
json.dump(result, f, indent=4)
return result
@classmethod
def from_json(cls, json_dict_or_path, suppress: list = None,
serialization_type_field_name = "json_serializable_class_name",
post_init_params: dict = None):
"""
Loads a JSON representation of the object and creates an instance of the class.
Args:
json_dict_or_path (dict or str): The JSON dictionary representing the object or a file path to load the JSON from.
suppress (list, optional): Attributes to suppress from being loaded.
Returns:
An instance of the class populated with the data from json_dict_or_path.
"""
if isinstance(json_dict_or_path, str):
with open(json_dict_or_path, 'r') as f:
json_dict = json.load(f)
else:
json_dict = json_dict_or_path
subclass_name = json_dict.get(serialization_type_field_name)
target_class = cls.class_mapping.get(subclass_name, cls)
instance = target_class.__new__(target_class) # Create an instance without calling __init__
# Gather all serializable attributes from the class hierarchy
serializable_attrs = set()
custom_deserializers = {}
suppress_attrs = set(suppress) if suppress else set()
for target_mro in target_class.__mro__:
if hasattr(target_mro, 'serializable_attributes') and isinstance(target_mro.serializable_attributes, list):
serializable_attrs.update(target_mro.serializable_attributes)
if hasattr(target_mro, 'custom_deserializers') and isinstance(target_mro.custom_deserializers, dict):
custom_deserializers.update(target_mro.custom_deserializers)
if hasattr(target_mro, 'suppress_attributes_from_serialization') and isinstance(target_mro.suppress_attributes_from_serialization, list):
suppress_attrs.update(target_mro.suppress_attributes_from_serialization)
# Assign values only for serializable attributes if specified, otherwise assign everything
for key in serializable_attrs if serializable_attrs else json_dict:
key_in_json = cls._programmatic_name_to_json_name(key)
if key_in_json in json_dict and key not in suppress_attrs:
value = json_dict[key_in_json]
if key in custom_deserializers:
# Use custom initializer if provided
setattr(instance, key, custom_deserializers[key](value))
elif isinstance(value, dict) and serialization_type_field_name in value:
# Assume it's another JsonSerializableRegistry object
setattr(instance, key, JsonSerializableRegistry.from_json(value, serialization_type_field_name=serialization_type_field_name))
elif isinstance(value, list):
# Handle collections, recursively deserialize if items are JsonSerializableRegistry objects
deserialized_collection = []
for item in value:
if isinstance(item, dict) and serialization_type_field_name in item:
deserialized_collection.append(JsonSerializableRegistry.from_json(item, serialization_type_field_name=serialization_type_field_name))
else:
deserialized_collection.append(copy.deepcopy(item))
setattr(instance, key, deserialized_collection)
else:
setattr(instance, key, copy.deepcopy(value))
# Call post-deserialization initialization if available
if hasattr(instance, '_post_deserialization_init') and callable(instance._post_deserialization_init):
post_init_params = post_init_params if post_init_params else {}
instance._post_deserialization_init(**post_init_params)
return instance
def __init_subclass__(cls, **kwargs):
super().__init_subclass__(**kwargs)
# Register the subclass using its name as the key
JsonSerializableRegistry.class_mapping[cls.__name__] = cls
# Automatically extend serializable attributes and custom initializers from parent classes
if hasattr(cls, 'serializable_attributes') and isinstance(cls.serializable_attributes, list):
for base in cls.__bases__:
if hasattr(base, 'serializable_attributes') and isinstance(base.serializable_attributes, list):
cls.serializable_attributes = list(set(base.serializable_attributes + cls.serializable_attributes))
if hasattr(cls, 'suppress_attributes_from_serialization') and isinstance(cls.suppress_attributes_from_serialization, list):
for base in cls.__bases__:
if hasattr(base, 'suppress_attributes_from_serialization') and isinstance(base.suppress_attributes_from_serialization, list):
cls.suppress_attributes_from_serialization = list(set(base.suppress_attributes_from_serialization + cls.suppress_attributes_from_serialization))
if hasattr(cls, 'custom_deserializers') and isinstance(cls.custom_deserializers, dict):
for base in cls.__bases__:
if hasattr(base, 'custom_deserializers') and isinstance(base.custom_deserializers, dict):
base_initializers = base.custom_deserializers.copy()
base_initializers.update(cls.custom_deserializers)
cls.custom_deserializers = base_initializers
if hasattr(cls, 'custom_serializers') and isinstance(cls.custom_serializers, dict):
for base in cls.__bases__:
if hasattr(base, 'custom_serializers') and isinstance(base.custom_serializers, dict):
base_serializers = base.custom_serializers.copy()
base_serializers.update(cls.custom_serializers)
cls.custom_serializers = base_serializers
def _post_deserialization_init(self, **kwargs):
# if there's a _post_init method, call it after deserialization
if hasattr(self, '_post_init'):
self._post_init(**kwargs)
@classmethod
def _programmatic_name_to_json_name(cls, name):
"""
Converts a programmatic name to a JSON name by converting it to snake case.
"""
if hasattr(cls, 'serializable_attributes_renaming') and isinstance(cls.serializable_attributes_renaming, dict):
return cls.serializable_attributes_renaming.get(name, name)
return name
@classmethod
def _json_name_to_programmatic_name(cls, name):
"""
Converts a JSON name to a programmatic name.
"""
if hasattr(cls, 'serializable_attributes_renaming') and isinstance(cls.serializable_attributes_renaming, dict):
reverse_rename = {}
for k, v in cls.serializable_attributes_renaming.items():
if v in reverse_rename:
raise ValueError(f"Duplicate value '{v}' found in serializable_attributes_renaming.")
reverse_rename[v] = k
return reverse_rename.get(name, name)
return name
def post_init(cls):
"""
Decorator to enforce a post-initialization method call in a class, if it has one.
The method must be named `_post_init`.
"""
original_init = cls.__init__
def new_init(self, *args, **kwargs):
original_init(self, *args, **kwargs)
if hasattr(cls, '_post_init'):
cls._post_init(self)
cls.__init__ = new_init
return cls
def merge_dicts(current, additions, overwrite=False, error_on_conflict=True, remove_duplicates=True):
"""
Merges two dictionaries and returns a new dictionary. Works as follows:
- If a key exists in the additions dictionary but not in the current dictionary, it is added.
- If a key maps to None in the current dictionary, it is replaced by the value in the additions dictionary.
- If a key exists in both dictionaries and the values are dictionaries, the function is called recursively.
- If a key exists in both dictionaries and the values are lists, the lists are concatenated and duplicates are removed
(if remove_duplicates is True).
- If the values are of different types, an exception is raised.
- If the values are of the same type but not both lists/dictionaries, the value from the additions dictionary overwrites the value in the current dictionary based on the overwrite parameter.
Parameters:
- current (dict): The original dictionary.
- additions (dict): The dictionary with values to add.
- overwrite (bool): Whether to overwrite values if they are of the same type but not both lists/dictionaries.
- error_on_conflict (bool): Whether to raise an error if there is a conflict and overwrite is False.
- remove_duplicates (bool): Whether to remove duplicates from lists when merging.
Returns:
- dict: A new dictionary with merged values.
"""
merged = current.copy() # Create a copy of the current dictionary to avoid altering it
for key in additions:
if key in merged:
# If the current value is None, directly assign the new value
if merged[key] is None:
merged[key] = additions[key]
# If both values are dictionaries, merge them recursively
elif isinstance(merged[key], dict) and isinstance(additions[key], dict):
merged[key] = merge_dicts(merged[key], additions[key], overwrite, error_on_conflict)
# If both values are lists, concatenate them and remove duplicates
elif isinstance(merged[key], list) and isinstance(additions[key], list):
merged[key].extend(additions[key])
# Remove duplicates while preserving order
if remove_duplicates:
merged[key] = remove_duplicate_items(merged[key])
# If the values are of different types, raise an exception
elif type(merged[key]) != type(additions[key]):
raise TypeError(f"Cannot merge different types: {type(merged[key])} and {type(additions[key])} for key '{key}'")
# If the values are of the same type but not both lists/dictionaries, decide based on the overwrite parameter
else:
if overwrite:
merged[key] = additions[key]
elif merged[key] != additions[key]:
if error_on_conflict:
raise ValueError(f"Conflict at key '{key}': overwrite is set to False and values are different.")
else:
continue # Ignore the conflict and continue
else:
# If the key is not present in merged, add it from additions
merged[key] = additions[key]
return merged
def remove_duplicate_items(lst):
"""
Removes duplicates from a list while preserving order.
Handles unhashable elements by using a list comprehension.
Parameters:
- lst (list): The list to remove duplicates from.
Returns:
- list: A new list with duplicates removed.
"""
seen = []
result = []
for item in lst:
if isinstance(item, dict):
# Convert dict to a frozenset of its items to make it hashable
item_key = frozenset(item.items())
else:
item_key = item
if item_key not in seen:
seen.append(item_key)
result.append(item)
return result</code></pre>
</details>
</section>
<section>
</section>
<section>
</section>
<section>
<h2 class="section-title" id="header-functions">Functions</h2>
<dl>
<dt id="tinytroupe.utils.json.merge_dicts"><code class="name flex">
<span>def <span class="ident">merge_dicts</span></span>(<span>current, additions, overwrite=False, error_on_conflict=True, remove_duplicates=True)</span>
</code></dt>
<dd>
<div class="desc"><p>Merges two dictionaries and returns a new dictionary. Works as follows:
- If a key exists in the additions dictionary but not in the current dictionary, it is added.
- If a key maps to None in the current dictionary, it is replaced by the value in the additions dictionary.
- If a key exists in both dictionaries and the values are dictionaries, the function is called recursively.
- If a key exists in both dictionaries and the values are lists, the lists are concatenated and duplicates are removed
(if remove_duplicates is True).
- If the values are of different types, an exception is raised.
- If the values are of the same type but not both lists/dictionaries, the value from the additions dictionary overwrites the value in the current dictionary based on the overwrite parameter.</p>
<p>Parameters:
- current (dict): The original dictionary.
- additions (dict): The dictionary with values to add.
- overwrite (bool): Whether to overwrite values if they are of the same type but not both lists/dictionaries.
- error_on_conflict (bool): Whether to raise an error if there is a conflict and overwrite is False.
- remove_duplicates (bool): Whether to remove duplicates from lists when merging.</p>
<p>Returns:
- dict: A new dictionary with merged values.</p></div>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">def merge_dicts(current, additions, overwrite=False, error_on_conflict=True, remove_duplicates=True):
"""
Merges two dictionaries and returns a new dictionary. Works as follows:
- If a key exists in the additions dictionary but not in the current dictionary, it is added.
- If a key maps to None in the current dictionary, it is replaced by the value in the additions dictionary.
- If a key exists in both dictionaries and the values are dictionaries, the function is called recursively.
- If a key exists in both dictionaries and the values are lists, the lists are concatenated and duplicates are removed
(if remove_duplicates is True).
- If the values are of different types, an exception is raised.
- If the values are of the same type but not both lists/dictionaries, the value from the additions dictionary overwrites the value in the current dictionary based on the overwrite parameter.
Parameters:
- current (dict): The original dictionary.
- additions (dict): The dictionary with values to add.
- overwrite (bool): Whether to overwrite values if they are of the same type but not both lists/dictionaries.
- error_on_conflict (bool): Whether to raise an error if there is a conflict and overwrite is False.
- remove_duplicates (bool): Whether to remove duplicates from lists when merging.
Returns:
- dict: A new dictionary with merged values.
"""
merged = current.copy() # Create a copy of the current dictionary to avoid altering it
for key in additions:
if key in merged:
# If the current value is None, directly assign the new value
if merged[key] is None:
merged[key] = additions[key]
# If both values are dictionaries, merge them recursively
elif isinstance(merged[key], dict) and isinstance(additions[key], dict):
merged[key] = merge_dicts(merged[key], additions[key], overwrite, error_on_conflict)
# If both values are lists, concatenate them and remove duplicates
elif isinstance(merged[key], list) and isinstance(additions[key], list):
merged[key].extend(additions[key])
# Remove duplicates while preserving order
if remove_duplicates:
merged[key] = remove_duplicate_items(merged[key])
# If the values are of different types, raise an exception
elif type(merged[key]) != type(additions[key]):
raise TypeError(f"Cannot merge different types: {type(merged[key])} and {type(additions[key])} for key '{key}'")
# If the values are of the same type but not both lists/dictionaries, decide based on the overwrite parameter
else:
if overwrite:
merged[key] = additions[key]
elif merged[key] != additions[key]:
if error_on_conflict:
raise ValueError(f"Conflict at key '{key}': overwrite is set to False and values are different.")
else:
continue # Ignore the conflict and continue
else:
# If the key is not present in merged, add it from additions
merged[key] = additions[key]
return merged</code></pre>
</details>
</dd>
<dt id="tinytroupe.utils.json.post_init"><code class="name flex">
<span>def <span class="ident">post_init</span></span>(<span>cls)</span>
</code></dt>
<dd>
<div class="desc"><p>Decorator to enforce a post-initialization method call in a class, if it has one.
The method must be named <code>_post_init</code>.</p></div>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">def post_init(cls):
"""
Decorator to enforce a post-initialization method call in a class, if it has one.
The method must be named `_post_init`.
"""
original_init = cls.__init__
def new_init(self, *args, **kwargs):
original_init(self, *args, **kwargs)
if hasattr(cls, '_post_init'):
cls._post_init(self)
cls.__init__ = new_init
return cls</code></pre>
</details>
</dd>
<dt id="tinytroupe.utils.json.remove_duplicate_items"><code class="name flex">
<span>def <span class="ident">remove_duplicate_items</span></span>(<span>lst)</span>
</code></dt>
<dd>
<div class="desc"><p>Removes duplicates from a list while preserving order.
Handles unhashable elements by using a list comprehension.</p>
<p>Parameters:
- lst (list): The list to remove duplicates from.</p>
<p>Returns:
- list: A new list with duplicates removed.</p></div>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">def remove_duplicate_items(lst):
"""
Removes duplicates from a list while preserving order.
Handles unhashable elements by using a list comprehension.
Parameters:
- lst (list): The list to remove duplicates from.
Returns:
- list: A new list with duplicates removed.
"""
seen = []
result = []
for item in lst:
if isinstance(item, dict):
# Convert dict to a frozenset of its items to make it hashable
item_key = frozenset(item.items())
else:
item_key = item
if item_key not in seen:
seen.append(item_key)
result.append(item)
return result</code></pre>
</details>
</dd>
</dl>
</section>
<section>
<h2 class="section-title" id="header-classes">Classes</h2>
<dl>
<dt id="tinytroupe.utils.json.JsonSerializableRegistry"><code class="flex name class">
<span>class <span class="ident">JsonSerializableRegistry</span></span>
</code></dt>
<dd>
<div class="desc"><p>A mixin class that provides JSON serialization, deserialization, and subclass registration.</p></div>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">class JsonSerializableRegistry:
"""
A mixin class that provides JSON serialization, deserialization, and subclass registration.
"""
class_mapping = {}
def to_json(self, include: list = None, suppress: list = None, file_path: str = None,
serialization_type_field_name = "json_serializable_class_name") -> dict:
"""
Returns a JSON representation of the object.
Args:
include (list, optional): Attributes to include in the serialization. Will override the default behavior.
suppress (list, optional): Attributes to suppress from the serialization. Will override the default behavior.
file_path (str, optional): Path to a file where the JSON will be written.
"""
# Gather all serializable attributes from the class hierarchy
serializable_attrs = set()
suppress_attrs = set()
custom_serializers = {}
for cls in self.__class__.__mro__: # Traverse the class hierarchy
if hasattr(cls, 'serializable_attributes') and isinstance(cls.serializable_attributes, list):
serializable_attrs.update(cls.serializable_attributes)
if hasattr(cls, 'suppress_attributes_from_serialization') and isinstance(cls.suppress_attributes_from_serialization, list):
suppress_attrs.update(cls.suppress_attributes_from_serialization)
if hasattr(cls, 'custom_serializers') and isinstance(cls.custom_serializers, dict):
custom_serializers.update(cls.custom_serializers)
# Override attributes with method parameters if provided
if include:
serializable_attrs = set(include)
if suppress:
suppress_attrs.update(suppress)
def aux_serialize_item(item):
if isinstance(item, JsonSerializableRegistry):
return item.to_json(serialization_type_field_name=serialization_type_field_name)
elif isinstance(item, BaseModel):
# If it's a Pydantic model, convert it to a dict first
logger.debug(f"Serializing Pydantic model: {item}")
return item.model_dump(mode="json", exclude_unset=True)
else:
return copy.deepcopy(item)
result = {serialization_type_field_name: self.__class__.__name__}
for attr in serializable_attrs if serializable_attrs else self.__dict__:
if attr not in suppress_attrs:
value = getattr(self, attr, None)
attr_renamed = self._programmatic_name_to_json_name(attr)
# Check if there's a custom serializer for this attribute
if attr in custom_serializers:
result[attr_renamed] = custom_serializers[attr](value)
elif isinstance(value, list):
result[attr_renamed] = [aux_serialize_item(item) for item in value]
elif isinstance(value, dict):
result[attr_renamed] = {k: aux_serialize_item(v) for k, v in value.items()}
else: # isinstance(value, JsonSerializableRegistry) or isinstance(value, BaseModel) or other types
result[attr_renamed] = aux_serialize_item(value)
if file_path:
# Create directories if they do not exist
import os
os.makedirs(os.path.dirname(file_path), exist_ok=True)
with open(file_path, 'w') as f:
json.dump(result, f, indent=4)
return result
@classmethod
def from_json(cls, json_dict_or_path, suppress: list = None,
serialization_type_field_name = "json_serializable_class_name",
post_init_params: dict = None):
"""
Loads a JSON representation of the object and creates an instance of the class.
Args:
json_dict_or_path (dict or str): The JSON dictionary representing the object or a file path to load the JSON from.
suppress (list, optional): Attributes to suppress from being loaded.
Returns:
An instance of the class populated with the data from json_dict_or_path.
"""
if isinstance(json_dict_or_path, str):
with open(json_dict_or_path, 'r') as f:
json_dict = json.load(f)
else:
json_dict = json_dict_or_path
subclass_name = json_dict.get(serialization_type_field_name)
target_class = cls.class_mapping.get(subclass_name, cls)
instance = target_class.__new__(target_class) # Create an instance without calling __init__
# Gather all serializable attributes from the class hierarchy
serializable_attrs = set()
custom_deserializers = {}
suppress_attrs = set(suppress) if suppress else set()
for target_mro in target_class.__mro__:
if hasattr(target_mro, 'serializable_attributes') and isinstance(target_mro.serializable_attributes, list):
serializable_attrs.update(target_mro.serializable_attributes)
if hasattr(target_mro, 'custom_deserializers') and isinstance(target_mro.custom_deserializers, dict):
custom_deserializers.update(target_mro.custom_deserializers)
if hasattr(target_mro, 'suppress_attributes_from_serialization') and isinstance(target_mro.suppress_attributes_from_serialization, list):
suppress_attrs.update(target_mro.suppress_attributes_from_serialization)
# Assign values only for serializable attributes if specified, otherwise assign everything
for key in serializable_attrs if serializable_attrs else json_dict:
key_in_json = cls._programmatic_name_to_json_name(key)
if key_in_json in json_dict and key not in suppress_attrs:
value = json_dict[key_in_json]
if key in custom_deserializers:
# Use custom initializer if provided
setattr(instance, key, custom_deserializers[key](value))
elif isinstance(value, dict) and serialization_type_field_name in value:
# Assume it's another JsonSerializableRegistry object
setattr(instance, key, JsonSerializableRegistry.from_json(value, serialization_type_field_name=serialization_type_field_name))
elif isinstance(value, list):
# Handle collections, recursively deserialize if items are JsonSerializableRegistry objects
deserialized_collection = []
for item in value:
if isinstance(item, dict) and serialization_type_field_name in item:
deserialized_collection.append(JsonSerializableRegistry.from_json(item, serialization_type_field_name=serialization_type_field_name))
else:
deserialized_collection.append(copy.deepcopy(item))
setattr(instance, key, deserialized_collection)
else:
setattr(instance, key, copy.deepcopy(value))
# Call post-deserialization initialization if available
if hasattr(instance, '_post_deserialization_init') and callable(instance._post_deserialization_init):
post_init_params = post_init_params if post_init_params else {}
instance._post_deserialization_init(**post_init_params)
return instance
def __init_subclass__(cls, **kwargs):
super().__init_subclass__(**kwargs)
# Register the subclass using its name as the key
JsonSerializableRegistry.class_mapping[cls.__name__] = cls
# Automatically extend serializable attributes and custom initializers from parent classes
if hasattr(cls, 'serializable_attributes') and isinstance(cls.serializable_attributes, list):
for base in cls.__bases__:
if hasattr(base, 'serializable_attributes') and isinstance(base.serializable_attributes, list):
cls.serializable_attributes = list(set(base.serializable_attributes + cls.serializable_attributes))
if hasattr(cls, 'suppress_attributes_from_serialization') and isinstance(cls.suppress_attributes_from_serialization, list):
for base in cls.__bases__:
if hasattr(base, 'suppress_attributes_from_serialization') and isinstance(base.suppress_attributes_from_serialization, list):
cls.suppress_attributes_from_serialization = list(set(base.suppress_attributes_from_serialization + cls.suppress_attributes_from_serialization))
if hasattr(cls, 'custom_deserializers') and isinstance(cls.custom_deserializers, dict):
for base in cls.__bases__:
if hasattr(base, 'custom_deserializers') and isinstance(base.custom_deserializers, dict):
base_initializers = base.custom_deserializers.copy()
base_initializers.update(cls.custom_deserializers)
cls.custom_deserializers = base_initializers
if hasattr(cls, 'custom_serializers') and isinstance(cls.custom_serializers, dict):
for base in cls.__bases__:
if hasattr(base, 'custom_serializers') and isinstance(base.custom_serializers, dict):
base_serializers = base.custom_serializers.copy()
base_serializers.update(cls.custom_serializers)
cls.custom_serializers = base_serializers
def _post_deserialization_init(self, **kwargs):
# if there's a _post_init method, call it after deserialization
if hasattr(self, '_post_init'):
self._post_init(**kwargs)
@classmethod
def _programmatic_name_to_json_name(cls, name):
"""
Converts a programmatic name to a JSON name by converting it to snake case.
"""
if hasattr(cls, 'serializable_attributes_renaming') and isinstance(cls.serializable_attributes_renaming, dict):
return cls.serializable_attributes_renaming.get(name, name)
return name
@classmethod
def _json_name_to_programmatic_name(cls, name):
"""
Converts a JSON name to a programmatic name.
"""
if hasattr(cls, 'serializable_attributes_renaming') and isinstance(cls.serializable_attributes_renaming, dict):
reverse_rename = {}
for k, v in cls.serializable_attributes_renaming.items():
if v in reverse_rename:
raise ValueError(f"Duplicate value '{v}' found in serializable_attributes_renaming.")
reverse_rename[v] = k
return reverse_rename.get(name, name)
return name</code></pre>
</details>
<h3>Subclasses</h3>
<ul class="hlist">
<li><a title="tinytroupe.agent.action_generator.ActionGenerator" href="../agent/action_generator.html#tinytroupe.agent.action_generator.ActionGenerator">ActionGenerator</a></li>
<li><a title="tinytroupe.agent.grounding.GroundingConnector" href="../agent/grounding.html#tinytroupe.agent.grounding.GroundingConnector">GroundingConnector</a></li>
<li><a title="tinytroupe.agent.mental_faculty.TinyMentalFaculty" href="../agent/mental_faculty.html#tinytroupe.agent.mental_faculty.TinyMentalFaculty">TinyMentalFaculty</a></li>
<li><a title="tinytroupe.agent.tiny_person.TinyPerson" href="../agent/tiny_person.html#tinytroupe.agent.tiny_person.TinyPerson">TinyPerson</a></li>
<li><a title="tinytroupe.enrichment.tiny_enricher.TinyEnricher" href="../enrichment/tiny_enricher.html#tinytroupe.enrichment.tiny_enricher.TinyEnricher">TinyEnricher</a></li>
<li><a title="tinytroupe.enrichment.tiny_styler.TinyStyler" href="../enrichment/tiny_styler.html#tinytroupe.enrichment.tiny_styler.TinyStyler">TinyStyler</a></li>
<li><a title="tinytroupe.extraction.artifact_exporter.ArtifactExporter" href="../extraction/artifact_exporter.html#tinytroupe.extraction.artifact_exporter.ArtifactExporter">ArtifactExporter</a></li>
<li><a title="tinytroupe.tools.tiny_tool.TinyTool" href="../tools/tiny_tool.html#tinytroupe.tools.tiny_tool.TinyTool">TinyTool</a></li>
</ul>
<h3>Class variables</h3>
<dl>
<dt id="tinytroupe.utils.json.JsonSerializableRegistry.class_mapping"><code class="name">var <span class="ident">class_mapping</span></code></dt>
<dd>
<div class="desc"></div>
</dd>
</dl>
<h3>Static methods</h3>
<dl>
<dt id="tinytroupe.utils.json.JsonSerializableRegistry.from_json"><code class="name flex">
<span>def <span class="ident">from_json</span></span>(<span>json_dict_or_path, suppress: list = None, serialization_type_field_name='json_serializable_class_name', post_init_params: dict = None)</span>
</code></dt>
<dd>
<div class="desc"><p>Loads a JSON representation of the object and creates an instance of the class.</p>
<h2 id="args">Args</h2>
<dl>
<dt><strong><code>json_dict_or_path</code></strong> : <code>dict</code> or <code>str</code></dt>
<dd>The JSON dictionary representing the object or a file path to load the JSON from.</dd>
<dt><strong><code>suppress</code></strong> : <code>list</code>, optional</dt>
<dd>Attributes to suppress from being loaded.</dd>
</dl>
<h2 id="returns">Returns</h2>
<p>An instance of the class populated with the data from json_dict_or_path.</p></div>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">@classmethod
def from_json(cls, json_dict_or_path, suppress: list = None,
serialization_type_field_name = "json_serializable_class_name",
post_init_params: dict = None):
"""
Loads a JSON representation of the object and creates an instance of the class.
Args:
json_dict_or_path (dict or str): The JSON dictionary representing the object or a file path to load the JSON from.
suppress (list, optional): Attributes to suppress from being loaded.
Returns:
An instance of the class populated with the data from json_dict_or_path.
"""
if isinstance(json_dict_or_path, str):
with open(json_dict_or_path, 'r') as f:
json_dict = json.load(f)
else:
json_dict = json_dict_or_path
subclass_name = json_dict.get(serialization_type_field_name)
target_class = cls.class_mapping.get(subclass_name, cls)
instance = target_class.__new__(target_class) # Create an instance without calling __init__
# Gather all serializable attributes from the class hierarchy
serializable_attrs = set()
custom_deserializers = {}
suppress_attrs = set(suppress) if suppress else set()
for target_mro in target_class.__mro__:
if hasattr(target_mro, 'serializable_attributes') and isinstance(target_mro.serializable_attributes, list):
serializable_attrs.update(target_mro.serializable_attributes)
if hasattr(target_mro, 'custom_deserializers') and isinstance(target_mro.custom_deserializers, dict):
custom_deserializers.update(target_mro.custom_deserializers)
if hasattr(target_mro, 'suppress_attributes_from_serialization') and isinstance(target_mro.suppress_attributes_from_serialization, list):
suppress_attrs.update(target_mro.suppress_attributes_from_serialization)
# Assign values only for serializable attributes if specified, otherwise assign everything
for key in serializable_attrs if serializable_attrs else json_dict:
key_in_json = cls._programmatic_name_to_json_name(key)
if key_in_json in json_dict and key not in suppress_attrs:
value = json_dict[key_in_json]
if key in custom_deserializers:
# Use custom initializer if provided
setattr(instance, key, custom_deserializers[key](value))
elif isinstance(value, dict) and serialization_type_field_name in value:
# Assume it's another JsonSerializableRegistry object
setattr(instance, key, JsonSerializableRegistry.from_json(value, serialization_type_field_name=serialization_type_field_name))
elif isinstance(value, list):
# Handle collections, recursively deserialize if items are JsonSerializableRegistry objects
deserialized_collection = []
for item in value:
if isinstance(item, dict) and serialization_type_field_name in item:
deserialized_collection.append(JsonSerializableRegistry.from_json(item, serialization_type_field_name=serialization_type_field_name))
else:
deserialized_collection.append(copy.deepcopy(item))
setattr(instance, key, deserialized_collection)
else:
setattr(instance, key, copy.deepcopy(value))
# Call post-deserialization initialization if available
if hasattr(instance, '_post_deserialization_init') and callable(instance._post_deserialization_init):
post_init_params = post_init_params if post_init_params else {}
instance._post_deserialization_init(**post_init_params)
return instance</code></pre>
</details>
</dd>
</dl>
<h3>Methods</h3>
<dl>
<dt id="tinytroupe.utils.json.JsonSerializableRegistry.to_json"><code class="name flex">
<span>def <span class="ident">to_json</span></span>(<span>self, include: list = None, suppress: list = None, file_path: str = None, serialization_type_field_name='json_serializable_class_name') ‑> dict</span>
</code></dt>
<dd>
<div class="desc"><p>Returns a JSON representation of the object.</p>
<h2 id="args">Args</h2>
<dl>
<dt><strong><code>include</code></strong> : <code>list</code>, optional</dt>
<dd>Attributes to include in the serialization. Will override the default behavior.</dd>
<dt><strong><code>suppress</code></strong> : <code>list</code>, optional</dt>
<dd>Attributes to suppress from the serialization. Will override the default behavior.</dd>
<dt><strong><code>file_path</code></strong> : <code>str</code>, optional</dt>
<dd>Path to a file where the JSON will be written.</dd>
</dl></div>
<details class="source">
<summary>
<span>Expand source code</span>
</summary>
<pre><code class="python">def to_json(self, include: list = None, suppress: list = None, file_path: str = None,
serialization_type_field_name = "json_serializable_class_name") -> dict:
"""
Returns a JSON representation of the object.
Args:
include (list, optional): Attributes to include in the serialization. Will override the default behavior.
suppress (list, optional): Attributes to suppress from the serialization. Will override the default behavior.
file_path (str, optional): Path to a file where the JSON will be written.
"""
# Gather all serializable attributes from the class hierarchy
serializable_attrs = set()
suppress_attrs = set()
custom_serializers = {}
for cls in self.__class__.__mro__: # Traverse the class hierarchy
if hasattr(cls, 'serializable_attributes') and isinstance(cls.serializable_attributes, list):
serializable_attrs.update(cls.serializable_attributes)
if hasattr(cls, 'suppress_attributes_from_serialization') and isinstance(cls.suppress_attributes_from_serialization, list):
suppress_attrs.update(cls.suppress_attributes_from_serialization)
if hasattr(cls, 'custom_serializers') and isinstance(cls.custom_serializers, dict):
custom_serializers.update(cls.custom_serializers)
# Override attributes with method parameters if provided
if include:
serializable_attrs = set(include)
if suppress:
suppress_attrs.update(suppress)
def aux_serialize_item(item):
if isinstance(item, JsonSerializableRegistry):
return item.to_json(serialization_type_field_name=serialization_type_field_name)
elif isinstance(item, BaseModel):
# If it's a Pydantic model, convert it to a dict first
logger.debug(f"Serializing Pydantic model: {item}")
return item.model_dump(mode="json", exclude_unset=True)
else:
return copy.deepcopy(item)
result = {serialization_type_field_name: self.__class__.__name__}
for attr in serializable_attrs if serializable_attrs else self.__dict__:
if attr not in suppress_attrs:
value = getattr(self, attr, None)
attr_renamed = self._programmatic_name_to_json_name(attr)
# Check if there's a custom serializer for this attribute
if attr in custom_serializers:
result[attr_renamed] = custom_serializers[attr](value)
elif isinstance(value, list):
result[attr_renamed] = [aux_serialize_item(item) for item in value]
elif isinstance(value, dict):
result[attr_renamed] = {k: aux_serialize_item(v) for k, v in value.items()}
else: # isinstance(value, JsonSerializableRegistry) or isinstance(value, BaseModel) or other types
result[attr_renamed] = aux_serialize_item(value)
if file_path:
# Create directories if they do not exist
import os
os.makedirs(os.path.dirname(file_path), exist_ok=True)
with open(file_path, 'w') as f:
json.dump(result, f, indent=4)
return result</code></pre>
</details>
</dd>
</dl>
</dd>
</dl>
</section>
</article>
<nav id="sidebar">
<h1>Index</h1>
<div class="toc">
<ul></ul>
</div>
<ul id="index">
<li><h3>Super-module</h3>
<ul>
<li><code><a title="tinytroupe.utils" href="index.html">tinytroupe.utils</a></code></li>
</ul>
</li>
<li><h3><a href="#header-functions">Functions</a></h3>
<ul class="">
<li><code><a title="tinytroupe.utils.json.merge_dicts" href="#tinytroupe.utils.json.merge_dicts">merge_dicts</a></code></li>
<li><code><a title="tinytroupe.utils.json.post_init" href="#tinytroupe.utils.json.post_init">post_init</a></code></li>
<li><code><a title="tinytroupe.utils.json.remove_duplicate_items" href="#tinytroupe.utils.json.remove_duplicate_items">remove_duplicate_items</a></code></li>
</ul>
</li>
<li><h3><a href="#header-classes">Classes</a></h3>
<ul>
<li>
<h4><code><a title="tinytroupe.utils.json.JsonSerializableRegistry" href="#tinytroupe.utils.json.JsonSerializableRegistry">JsonSerializableRegistry</a></code></h4>
<ul class="">
<li><code><a title="tinytroupe.utils.json.JsonSerializableRegistry.class_mapping" href="#tinytroupe.utils.json.JsonSerializableRegistry.class_mapping">class_mapping</a></code></li>
<li><code><a title="tinytroupe.utils.json.JsonSerializableRegistry.from_json" href="#tinytroupe.utils.json.JsonSerializableRegistry.from_json">from_json</a></code></li>
<li><code><a title="tinytroupe.utils.json.JsonSerializableRegistry.to_json" href="#tinytroupe.utils.json.JsonSerializableRegistry.to_json">to_json</a></code></li>
</ul>
</li>
</ul>
</li>
</ul>
</nav>
</main>
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