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Update LLM sequence comments and enhance tool imports for enum attributes
Browse filesCommented out unused LLM types in the DEFAULT_LLM_SEQUENCE for clarity. Additionally, imported new enum attribute tools to support enhanced functionality in the agent's toolset.
- agent.py +6 -6
- attributes_tools/tools_enum_attribute.py +345 -0
- tools.py +1 -0
agent.py
CHANGED
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@@ -418,11 +418,11 @@ class GaiaAgent:
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| 418 |
# Default LLM sequence order - references LLM_CONFIG keys
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| 419 |
DEFAULT_LLM_SEQUENCE = [
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| 420 |
"openrouter",
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| 421 |
-
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| 422 |
-
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| 423 |
-
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-
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-
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]
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| 427 |
# Print truncation length for debug output
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MAX_PRINT_LEN = 1000
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@@ -2581,7 +2581,7 @@ class GaiaAgent:
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'web_search_deep_research_exa_ai',
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'wiki_search', 'arxiv_search', 'web_search',
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# Comindware Platform tools
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-
'edit_or_create_text_attribute', 'get_text_attribute', 'delete_attribute', 'archive_or_unarchive_attribute', 'list_attributes', 'list_templates', 'list_applications'
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]
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| 2587 |
# Build a set of tool names for deduplication (handle both __name__ and .name attributes)
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| 418 |
# Default LLM sequence order - references LLM_CONFIG keys
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DEFAULT_LLM_SEQUENCE = [
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"openrouter",
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+
# "gigachat",
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+
# "mistral",
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| 423 |
+
# "gemini",
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+
# "groq",
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+
# "huggingface"
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]
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# Print truncation length for debug output
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MAX_PRINT_LEN = 1000
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| 2581 |
'web_search_deep_research_exa_ai',
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'wiki_search', 'arxiv_search', 'web_search',
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# Comindware Platform tools
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| 2584 |
+
'edit_or_create_text_attribute', 'get_text_attribute', 'edit_or_create_enum_attribute', 'get_enum_attribute', 'delete_attribute', 'archive_or_unarchive_attribute', 'list_attributes', 'list_templates', 'list_applications'
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| 2585 |
]
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| 2586 |
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| 2587 |
# Build a set of tool names for deduplication (handle both __name__ and .name attributes)
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attributes_tools/tools_enum_attribute.py
ADDED
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@@ -0,0 +1,345 @@
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|
| 1 |
+
from multiprocessing import Value
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| 2 |
+
from typing import Any, Dict, List, Optional, Literal
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| 3 |
+
from langchain.tools import tool
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| 4 |
+
from pydantic import BaseModel, Field, field_validator, model_validator
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| 5 |
+
import requests_
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| 6 |
+
from models import AttributeResult
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| 7 |
+
import re
|
| 8 |
+
|
| 9 |
+
ATTRIBUTE_ENDPOINT = "webapi/Attribute"
|
| 10 |
+
|
| 11 |
+
def _remove_nones(obj: Any) -> Any:
|
| 12 |
+
"""
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| 13 |
+
Recursively remove None values from dicts/lists to keep payload minimal and consistent with Platform expectations.
|
| 14 |
+
"""
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| 15 |
+
if isinstance(obj, dict):
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| 16 |
+
return {k: _remove_nones(v) for k, v in obj.items() if v is not None}
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| 17 |
+
if isinstance(obj, list):
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| 18 |
+
return [ _remove_nones(v) for v in obj if v is not None]
|
| 19 |
+
return obj
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| 20 |
+
|
| 21 |
+
class VariantAliasModel(BaseModel):
|
| 22 |
+
variant_type: Literal["Variant"] = Field(
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| 23 |
+
description="Variant type. RU: Тип значения",
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| 24 |
+
alias="type"
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| 25 |
+
)
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| 26 |
+
attribute_system_name: str = Field(
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| 27 |
+
description="Attribute system name. RU: Системное имя атрибута",
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| 28 |
+
alias="owner"
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| 29 |
+
)
|
| 30 |
+
system_name: str = Field(
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| 31 |
+
description="Variant system name. Ru: Системное имя значения",
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| 32 |
+
alias="alias"
|
| 33 |
+
)
|
| 34 |
+
|
| 35 |
+
@model_validator(mode='before')
|
| 36 |
+
def set_attribute_system_name_later(cls, values):
|
| 37 |
+
return values
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| 38 |
+
|
| 39 |
+
class VariantNameModel(BaseModel):
|
| 40 |
+
english_name: Optional[str] = Field(
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| 41 |
+
default=None,
|
| 42 |
+
description="Variant English name. RU: Английское название значения",
|
| 43 |
+
alias="en"
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| 44 |
+
)
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| 45 |
+
russian_name: str = Field(
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| 46 |
+
description="Variant Russian name. RU: Русское название значения",
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| 47 |
+
alias="ru"
|
| 48 |
+
)
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| 49 |
+
deutsche_name: Optional[str] = Field(
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| 50 |
+
default=None,
|
| 51 |
+
description="Variant Deutsche name. RU: Немецкое название значения",
|
| 52 |
+
alias="de"
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| 53 |
+
)
|
| 54 |
+
|
| 55 |
+
class VariantModel(BaseModel):
|
| 56 |
+
sytem_name: VariantAliasModel = Field(
|
| 57 |
+
alias="alias"
|
| 58 |
+
)
|
| 59 |
+
name: VariantNameModel
|
| 60 |
+
color: Optional[str] = Field(
|
| 61 |
+
default=None,
|
| 62 |
+
description="Variant display color via hex code. RU: Цвет отображения значения"
|
| 63 |
+
)
|
| 64 |
+
|
| 65 |
+
@field_validator('color')
|
| 66 |
+
def validate_hex_color(cls, v):
|
| 67 |
+
if not re.match(r'^#([A-Fa-f0-9]{6}|[A-Fa-f0-9]{3})$', v):
|
| 68 |
+
raise ValueError('Color must be a valid hex color code, e.g. #RRGGBB')
|
| 69 |
+
|
| 70 |
+
class EditOrCreateEnumAttributeSchema(BaseModel):
|
| 71 |
+
operation: Literal["create", "edit"] = Field(
|
| 72 |
+
description="Choose operation: Create or Edit the attribute. RU: Создать, Редактировать"
|
| 73 |
+
)
|
| 74 |
+
name: str = Field(
|
| 75 |
+
description="Human-readable name of the attribute. RU: Название"
|
| 76 |
+
)
|
| 77 |
+
system_name: str = Field(
|
| 78 |
+
description="System name of the attribute. RU: Системное имя"
|
| 79 |
+
)
|
| 80 |
+
application_system_name: str = Field(
|
| 81 |
+
description="System name of the application with the template where the attribute is created or edited. RU: Системное имя приложения"
|
| 82 |
+
)
|
| 83 |
+
template_system_name: str = Field(
|
| 84 |
+
description="System name of the template where the attribute is created or edited. RU: Системное имя шаблона"
|
| 85 |
+
)
|
| 86 |
+
display_format: Literal[
|
| 87 |
+
"Text",
|
| 88 |
+
"Indicator",
|
| 89 |
+
"Badge"
|
| 90 |
+
] = Field(
|
| 91 |
+
description="Attribute display format. RU: Формат отображения. When `display_format=CustomMask` provide `custom_mask`."
|
| 92 |
+
)
|
| 93 |
+
description: Optional[str] = Field(
|
| 94 |
+
default=None,
|
| 95 |
+
description="Human-readable business-oriented description of the attribute (auto-generate if empty). RU: Описание",
|
| 96 |
+
)
|
| 97 |
+
write_changes_to_the_log: bool = Field(
|
| 98 |
+
default=False,
|
| 99 |
+
description="Set to `True` to log attribute value changes. RU: Записывать изменения в журнал",
|
| 100 |
+
)
|
| 101 |
+
calculate_value: bool = Field(
|
| 102 |
+
default=False,
|
| 103 |
+
description="Set to `True` to calculate the attribute value automatically. Relevant only when `expression_for_calculation` is provided. RU: Вычислять автоматически",
|
| 104 |
+
)
|
| 105 |
+
expression_for_calculation: Optional[str] = Field(
|
| 106 |
+
default=None,
|
| 107 |
+
description="Expression to calculate the attribute value automatically. User-provided. RU: Выражение для вычисления",
|
| 108 |
+
)
|
| 109 |
+
variants: List['VariantModel'] = Field(
|
| 110 |
+
description="Attribute value variants. Ru: Варианты значений атрибута"
|
| 111 |
+
)
|
| 112 |
+
|
| 113 |
+
@model_validator(mode='after')
|
| 114 |
+
def inject_attribute_system_name_into_aliases(self) -> 'EditOrCreateEnumAttributeSchema':
|
| 115 |
+
for variant in self.variants:
|
| 116 |
+
variant.sytem_name.attribute_system_name = self.system_name
|
| 117 |
+
return self
|
| 118 |
+
|
| 119 |
+
@field_validator("operation", mode="before")
|
| 120 |
+
@classmethod
|
| 121 |
+
def normalize_operation(cls, v: str) -> str:
|
| 122 |
+
if v is None:
|
| 123 |
+
return v
|
| 124 |
+
value = str(v).strip().lower()
|
| 125 |
+
mapping = {
|
| 126 |
+
"создать": "create",
|
| 127 |
+
"редактировать": "edit",
|
| 128 |
+
}
|
| 129 |
+
return mapping.get(value, value)
|
| 130 |
+
|
| 131 |
+
@field_validator("name", "system_name", "application_system_name", "template_system_name", mode="before")
|
| 132 |
+
@classmethod
|
| 133 |
+
def non_empty_str(cls, v: Any) -> Any:
|
| 134 |
+
if isinstance(v, str) and v.strip() == "":
|
| 135 |
+
raise ValueError("must be a non-empty string")
|
| 136 |
+
return v
|
| 137 |
+
|
| 138 |
+
@model_validator(mode="after")
|
| 139 |
+
def validate_masks_and_calc(self) -> "EditOrCreateTextAttributeSchema":
|
| 140 |
+
if self.display_format == "CustomMask":
|
| 141 |
+
if not self.custom_mask or not str(self.custom_mask).strip():
|
| 142 |
+
raise ValueError("custom_mask is required when display_format is 'CustomMask'")
|
| 143 |
+
else:
|
| 144 |
+
# Ensure custom_mask is not accidentally provided for non-CustomMask
|
| 145 |
+
if self.custom_mask is not None and str(self.custom_mask).strip() != "":
|
| 146 |
+
raise ValueError("custom_mask must be omitted unless display_format is 'CustomMask'")
|
| 147 |
+
|
| 148 |
+
if self.expression_for_calculation is None:
|
| 149 |
+
# Calculation must be off when expression is not provided
|
| 150 |
+
object.__setattr__(self, "calculate_value", False)
|
| 151 |
+
else:
|
| 152 |
+
# Turn on calculation if expression is provided
|
| 153 |
+
object.__setattr__(self, "calculate_value", True)
|
| 154 |
+
|
| 155 |
+
return self
|
| 156 |
+
|
| 157 |
+
@tool("edit_or_create_enum_attribute", return_direct=False, args_schema=EditOrCreateEnumAttributeSchema)
|
| 158 |
+
def edit_or_create_enum_attribute(
|
| 159 |
+
operation: str,
|
| 160 |
+
name: str,
|
| 161 |
+
system_name: str,
|
| 162 |
+
application_system_name: str,
|
| 163 |
+
template_system_name: str,
|
| 164 |
+
display_format: str,
|
| 165 |
+
variants: List[VariantModel],
|
| 166 |
+
description: Optional[str] = None,
|
| 167 |
+
write_changes_to_the_log: Optional[bool] = False,
|
| 168 |
+
calculate_value: Optional[bool] = False,
|
| 169 |
+
expression_for_calculation: Optional[str] = None,
|
| 170 |
+
) -> Dict[str, Any]:
|
| 171 |
+
r"""
|
| 172 |
+
Edit or Create a enum attribute.
|
| 173 |
+
|
| 174 |
+
IMPORTANT: When providing `variants`, you MUST follow this exact structure (with aliases!):
|
| 175 |
+
|
| 176 |
+
Example `variants`:
|
| 177 |
+
[
|
| 178 |
+
{
|
| 179 |
+
"alias": {
|
| 180 |
+
"type": "Variant",
|
| 181 |
+
"owner": "<system_name of the attribute>", # ← will be auto-filled, but you can omit or set to placeholder
|
| 182 |
+
"alias": "variant_system_name_1"
|
| 183 |
+
},
|
| 184 |
+
"name": {
|
| 185 |
+
"ru": "Название на русском",
|
| 186 |
+
"en": "English name",
|
| 187 |
+
"de": "Deutscher Name"
|
| 188 |
+
},
|
| 189 |
+
"color": "#FF5733"
|
| 190 |
+
}
|
| 191 |
+
]
|
| 192 |
+
|
| 193 |
+
- `owner` in `alias` will be automatically set to the attribute's `system_name` — you may omit it or set to any placeholder.
|
| 194 |
+
- `color` must be a valid hex color, e.g. "#RRGGBB" or "#RGB".
|
| 195 |
+
- At least one variant is required.
|
| 196 |
+
- `ru` field in `name` is REQUIRED. `en` and `de` are optional.
|
| 197 |
+
|
| 198 |
+
Returns:
|
| 199 |
+
dict: {
|
| 200 |
+
"success": bool - True if the attribute was created or edited successfully
|
| 201 |
+
"status_code": int - HTTP response status code
|
| 202 |
+
"raw_response": dict|str|None - Raw response for auditing or payload body (sanitized)
|
| 203 |
+
"error": str|None - Error message if operation failed
|
| 204 |
+
}
|
| 205 |
+
"""
|
| 206 |
+
|
| 207 |
+
request_body: Dict[str, Any] = {
|
| 208 |
+
"globalAlias": {
|
| 209 |
+
"owner": template_system_name,
|
| 210 |
+
"type": "Undefined",
|
| 211 |
+
"alias": system_name
|
| 212 |
+
},
|
| 213 |
+
"type": "Enum",
|
| 214 |
+
"format": display_format,
|
| 215 |
+
"name": name,
|
| 216 |
+
"description": description,
|
| 217 |
+
"isTracked": write_changes_to_the_log,
|
| 218 |
+
"isCalculated": calculate_value if expression_for_calculation != None else False,
|
| 219 |
+
"expression": expression_for_calculation,
|
| 220 |
+
"variants": [
|
| 221 |
+
{
|
| 222 |
+
"alias": variant.system_name.model_dump(),
|
| 223 |
+
"name": variant.name.model_dump(),
|
| 224 |
+
"color": variant.color
|
| 225 |
+
}
|
| 226 |
+
for variant in variants
|
| 227 |
+
]
|
| 228 |
+
}
|
| 229 |
+
|
| 230 |
+
# Remove None values
|
| 231 |
+
request_body = _remove_nones(request_body)
|
| 232 |
+
|
| 233 |
+
try:
|
| 234 |
+
if operation == "create":
|
| 235 |
+
result = requests_._post_request(request_body, f"{ATTRIBUTE_ENDPOINT}/{application_system_name}")
|
| 236 |
+
if operation == "edit" or operation == "create":
|
| 237 |
+
result = requests_._put_request(request_body, f"{ATTRIBUTE_ENDPOINT}/{application_system_name}")
|
| 238 |
+
print("edit is complited")
|
| 239 |
+
else:
|
| 240 |
+
result = {
|
| 241 |
+
"success": False,
|
| 242 |
+
"error": f"No such operation for attribute: {operation}. Available operations: create, edit",
|
| 243 |
+
"status_code": 400
|
| 244 |
+
}
|
| 245 |
+
except Exception as e:
|
| 246 |
+
result = {
|
| 247 |
+
"success": False,
|
| 248 |
+
"error": f"Tool execution failed: {str(e)}",
|
| 249 |
+
"status_code": 500
|
| 250 |
+
}
|
| 251 |
+
|
| 252 |
+
# Ensure result is always a dict with proper structure
|
| 253 |
+
if not isinstance(result, dict):
|
| 254 |
+
result = {
|
| 255 |
+
"success": False,
|
| 256 |
+
"error": f"Unexpected result type: {type(result)}",
|
| 257 |
+
"status_code": 500
|
| 258 |
+
}
|
| 259 |
+
|
| 260 |
+
# Add additional error information if the API call failed
|
| 261 |
+
if not result.get("success", False) and result.get("error"):
|
| 262 |
+
error_info = result.get("error", "")
|
| 263 |
+
result["error"] = f"API operation failed: {error_info}"
|
| 264 |
+
|
| 265 |
+
validated = AttributeResult(**result)
|
| 266 |
+
return validated.model_dump()
|
| 267 |
+
|
| 268 |
+
class GetEnumAttributeSchema(BaseModel):
|
| 269 |
+
application_system_name: str = Field(
|
| 270 |
+
description="System name of the application with the template where the attribute is located. RU: Системное имя приложения"
|
| 271 |
+
)
|
| 272 |
+
template_system_name: str = Field(
|
| 273 |
+
description="System name of the template where the attribute is located. RU: Системное имя шаблона"
|
| 274 |
+
)
|
| 275 |
+
system_name: str = Field(
|
| 276 |
+
description="Unique system name of the attribute to fetch. RU: Системное имя атрибута"
|
| 277 |
+
)
|
| 278 |
+
|
| 279 |
+
@field_validator("application_system_name", "template_system_name", "system_name", mode="before")
|
| 280 |
+
@classmethod
|
| 281 |
+
def non_empty(cls, v: Any) -> Any:
|
| 282 |
+
if isinstance(v, str) and v.strip() == "":
|
| 283 |
+
raise ValueError("must be a non-empty string")
|
| 284 |
+
return v
|
| 285 |
+
|
| 286 |
+
|
| 287 |
+
@tool("get_enum_attribute", return_direct=False, args_schema=GetEnumAttributeSchema)
|
| 288 |
+
def get_enum_attribute(
|
| 289 |
+
application_system_name: str,
|
| 290 |
+
template_system_name: str,
|
| 291 |
+
system_name: str
|
| 292 |
+
) -> Dict[str, Any]:
|
| 293 |
+
"""
|
| 294 |
+
Get a enum attribute in a given template and application.
|
| 295 |
+
|
| 296 |
+
Returns:
|
| 297 |
+
dict: {
|
| 298 |
+
"success": bool - True if operation completed successfully
|
| 299 |
+
"status_code": int - HTTP response status code
|
| 300 |
+
"raw_response": dict|str|None - Raw response payload for auditing or payload body (sanitized)
|
| 301 |
+
"error": str|None - Error message if operation failed
|
| 302 |
+
}
|
| 303 |
+
"""
|
| 304 |
+
|
| 305 |
+
attribute_global_alias = f"Attribute@{template_system_name}.{system_name}"
|
| 306 |
+
|
| 307 |
+
result = requests_._get_request(f"{ATTRIBUTE_ENDPOINT}/{application_system_name}/{attribute_global_alias}")
|
| 308 |
+
|
| 309 |
+
# Check if the request was successful and has the expected structure
|
| 310 |
+
if not result.get('success', False):
|
| 311 |
+
return result
|
| 312 |
+
|
| 313 |
+
result_body = result.get('raw_response')
|
| 314 |
+
if result_body is None:
|
| 315 |
+
result.update({"error": "No response data received from server"})
|
| 316 |
+
return result
|
| 317 |
+
|
| 318 |
+
# Check if result_body has the expected 'response' key
|
| 319 |
+
if not isinstance(result_body, dict) or 'response' not in result_body:
|
| 320 |
+
result.update({"error": "Unexpected response structure from server"})
|
| 321 |
+
return result
|
| 322 |
+
|
| 323 |
+
keys_to_remove = ['isUnique', 'isTitle', 'isIndexed', 'isMultiValue', 'isMandatory', 'isOwnership', 'instanceGlobalAlias', 'imageColorType', 'imagePreserveAspectRatio']
|
| 324 |
+
|
| 325 |
+
for key in keys_to_remove:
|
| 326 |
+
if key in result_body['response']:
|
| 327 |
+
result_body['response'].pop(key, None)
|
| 328 |
+
|
| 329 |
+
result.update({"raw_response": result_body['response']})
|
| 330 |
+
validated = AttributeResult(**result)
|
| 331 |
+
return validated.model_dump()
|
| 332 |
+
|
| 333 |
+
if __name__ == "__main__":
|
| 334 |
+
results = edit_or_create_text_attribute.invoke({
|
| 335 |
+
"operation": "create",
|
| 336 |
+
"name": "US Phone Number",
|
| 337 |
+
"system_name": "USPhoneNumber",
|
| 338 |
+
"application_system_name": "AItestAndApi",
|
| 339 |
+
"template_system_name": "Test",
|
| 340 |
+
"display_format": "CustomMask",
|
| 341 |
+
"custom_mask": r"^+1-?\d{3}-?\d{3}-?\d{4}$",
|
| 342 |
+
"control_uniqueness": False,
|
| 343 |
+
"use_as_record_title": False
|
| 344 |
+
})
|
| 345 |
+
print(results)
|
tools.py
CHANGED
|
@@ -42,6 +42,7 @@ except ImportError:
|
|
| 42 |
from langchain_core.tools import tool
|
| 43 |
# Expose Comindware Platform tool(s)
|
| 44 |
from attributes_tools.tools_text_attribute import edit_or_create_text_attribute, get_text_attribute # noqa: F401
|
|
|
|
| 45 |
from attributes_tools.tool_delete_attribute import delete_attribute
|
| 46 |
from attributes_tools.tool_archive_or_unarchive_attribute import archive_or_unarchive_attribute
|
| 47 |
from templates_tools.tool_list_attributes import list_attributes
|
|
|
|
| 42 |
from langchain_core.tools import tool
|
| 43 |
# Expose Comindware Platform tool(s)
|
| 44 |
from attributes_tools.tools_text_attribute import edit_or_create_text_attribute, get_text_attribute # noqa: F401
|
| 45 |
+
from attributes_tools.tools_enum_attribute import edit_or_create_enum_attribute, get_enum_attribute
|
| 46 |
from attributes_tools.tool_delete_attribute import delete_attribute
|
| 47 |
from attributes_tools.tool_archive_or_unarchive_attribute import archive_or_unarchive_attribute
|
| 48 |
from templates_tools.tool_list_attributes import list_attributes
|