RDBC-967 Python 7.1.3->7.1.4 Sync + GenAI Tasks Operations

ravendb/__init__.py

@@ -82,10 +82,15 @@
     AiOperations,
     AiConversation,
     AiConversationResult,
+    ContentPart,
+    TextPart,
+    AiMessagePromptFields,
+    AiMessagePromptTypes,
 )
 from ravendb.documents.operations.ai.agents import (
     AiAgentConfiguration,
     AiAgentConfigurationResult,
+    AiAgentParameter,
     AiAgentToolAction,
     AiAgentToolQuery,
     AiAgentPersistenceConfiguration,

ravendb/documents/__init__.py

@@ -0,0 +1,5 @@
+from ravendb.documents.starting_point_change_vector import StartingPointChangeVector
+
+__all__ = [
+    "StartingPointChangeVector",
+]

ravendb/documents/ai/__init__.py

@@ -2,11 +2,16 @@
 from .ai_conversation import AiConversation
 from .ai_conversation_result import AiConversationResult
 from .ai_answer import AiAnswer, AiConversationStatus
+from .content_part import ContentPart, TextPart, AiMessagePromptFields, AiMessagePromptTypes
 
 __all__ = [
     "AiOperations",
     "AiConversation",
     "AiConversationResult",
     "AiAnswer",
     "AiConversationStatus",
+    "ContentPart",
+    "TextPart",
+    "AiMessagePromptFields",
+    "AiMessagePromptTypes",
 ]

ravendb/documents/ai/ai_conversation.py

@@ -6,6 +6,7 @@
 from datetime import timedelta
 
 from ravendb.documents.ai.ai_answer import AiAnswer, AiConversationStatus
+from ravendb.documents.ai.content_part import ContentPart, TextPart
 from ravendb.documents.operations.ai.agents import (
     AiAgentActionRequest,
     AiAgentActionResponse,
@@ -53,7 +54,7 @@ def __init__(
         self._conversation_id = conversation_id
         self._change_vector = change_vector
 
-        self._prompt_parts: List[str] = []
+        self._prompt_parts: List[ContentPart] = []
         self._action_responses: List[AiAgentActionResponse] = []
         self._action_requests: Optional[List[AiAgentActionRequest]] = None
 
@@ -269,7 +270,7 @@ def set_user_prompt(self, user_prompt: str) -> None:
         if not user_prompt or user_prompt.isspace():
             raise ValueError("User prompt cannot be empty or whitespace-only")
         self._prompt_parts.clear()
-        self._prompt_parts.append(user_prompt)
+        self.add_user_prompt(user_prompt)
 
     def add_user_prompt(self, *prompts: str) -> None:
         """
@@ -284,7 +285,7 @@ def add_user_prompt(self, *prompts: str) -> None:
         for prompt in prompts:
             if not prompt or prompt.isspace():
                 raise ValueError("User prompt cannot be empty or whitespace-only")
-            self._prompt_parts.append(prompt)
+            self._prompt_parts.append(TextPart(prompt))
 
     def handle(
         self,

ravendb/documents/ai/content_part.py

@@ -0,0 +1,60 @@
+from __future__ import annotations
+from typing import Dict, Any
+
+
+class AiMessagePromptFields:
+    """Constants for AI message prompt field names."""
+
+    TEXT = "text"
+    TYPE = "type"
+
+
+class AiMessagePromptTypes:
+    """Constants for AI message prompt types."""
+
+    TEXT = "text"
+
+
+class ContentPart:
+    """
+    Base class for content parts in AI prompts.
+    Content parts allow structured prompt content with different types (text, etc.).
+    """
+
+    def __init__(self, content_type: str):
+        self._type = content_type
+
+    @property
+    def type(self) -> str:
+        return self._type
+
+    def to_json(self) -> Dict[str, Any]:
+        """
+        Converts the content part to a JSON-serializable dictionary.
+        Subclasses should override this method to include their specific fields.
+        """
+        return {AiMessagePromptFields.TYPE: self._type}
+
+
+class TextPart(ContentPart):
+    """
+    Represents a text content part in AI prompts.
+    """
+
+    def __init__(self, text: str):
+        super().__init__(AiMessagePromptTypes.TEXT)
+        self._text = text
+
+    @property
+    def text(self) -> str:
+        return self._text
+
+    @text.setter
+    def text(self, value: str):
+        self._text = value
+
+    def to_json(self) -> Dict[str, Any]:
+        return {
+            AiMessagePromptFields.TYPE: self._type,
+            AiMessagePromptFields.TEXT: self._text,
+        }

ravendb/documents/operations/ai/__init__.py

@@ -0,0 +1,31 @@
+from ravendb.documents.operations.ai.ai_connection_string import (
+    AiConnectionString,
+    AiModelType,
+    AiConnectorType,
+)
+from ravendb.documents.operations.ai.ai_task_identifier_helper import AiTaskIdentifierHelper
+from ravendb.documents.operations.ai.gen_ai_transformation import GenAiTransformation
+from ravendb.documents.operations.ai.gen_ai_configuration import GenAiConfiguration
+from ravendb.documents.operations.ai.abstract_ai_integration_configuration import AbstractAiIntegrationConfiguration
+from ravendb.documents.operations.ai.ai_task_operation_results import (
+    AddAiTaskOperationResult,
+    AddGenAiOperationResult,
+    AddEmbeddingsGenerationOperationResult,
+)
+from ravendb.documents.operations.ai.add_gen_ai_operation import AddGenAiOperation
+from ravendb.documents.operations.ai.update_gen_ai_operation import UpdateGenAiOperation
+
+__all__ = [
+    "AiConnectionString",
+    "AiModelType",
+    "AiConnectorType",
+    "AiTaskIdentifierHelper",
+    "GenAiTransformation",
+    "GenAiConfiguration",
+    "AbstractAiIntegrationConfiguration",
+    "AddAiTaskOperationResult",
+    "AddGenAiOperationResult",
+    "AddEmbeddingsGenerationOperationResult",
+    "AddGenAiOperation",
+    "UpdateGenAiOperation",
+]

ravendb/documents/operations/ai/abstract_ai_integration_configuration.py

@@ -0,0 +1,46 @@
+from __future__ import annotations
+from abc import ABC
+from typing import TYPE_CHECKING, Optional, List
+
+from ravendb.documents.operations.etl.configuration import EtlConfiguration
+from ravendb.documents.operations.ai.ai_connection_string import AiConnectionString, AiConnectorType
+from ravendb.documents.operations.etl.transformation import Transformation
+
+if TYPE_CHECKING:
+    pass
+
+
+class AbstractAiIntegrationConfiguration(EtlConfiguration[AiConnectionString], ABC):
+    """
+    Base class for AI integration configurations.
+    Extends EtlConfiguration with AiConnectionString as the connection type.
+    """
+
+    def __init__(
+        self,
+        name: Optional[str] = None,
+        task_id: int = 0,
+        connection_string_name: Optional[str] = None,
+        mentor_node: Optional[str] = None,
+        pin_to_mentor_node: bool = False,
+        transforms: Optional[List[Transformation]] = None,
+        disabled: bool = False,
+        allow_etl_on_non_encrypted_channel: bool = False,
+    ):
+        super().__init__(
+            name=name,
+            task_id=task_id,
+            connection_string_name=connection_string_name,
+            mentor_node=mentor_node,
+            pin_to_mentor_node=pin_to_mentor_node,
+            transforms=transforms,
+            disabled=disabled,
+            allow_etl_on_non_encrypted_channel=allow_etl_on_non_encrypted_channel,
+        )
+
+    @property
+    def ai_connector_type(self) -> AiConnectorType:
+        """Returns the AI connector type based on the active provider in the connection."""
+        if self.connection:
+            return self.connection.get_active_provider()
+        return AiConnectorType.NONE

ravendb/documents/operations/ai/add_gen_ai_operation.py

@@ -0,0 +1,75 @@
+from __future__ import annotations
+import json
+from typing import Optional, TYPE_CHECKING
+from urllib.parse import quote
+
+from ravendb.documents.operations.definitions import MaintenanceOperation
+from ravendb.documents.conventions import DocumentConventions
+from ravendb.http.raven_command import RavenCommand
+from ravendb.http.server_node import ServerNode
+from ravendb.documents.starting_point_change_vector import StartingPointChangeVector
+from ravendb.documents.operations.ai.ai_task_operation_results import AddGenAiOperationResult
+import requests
+
+from ravendb.util.util import RaftIdGenerator
+
+if TYPE_CHECKING:
+    from ravendb.documents.operations.ai.gen_ai_configuration import GenAiConfiguration
+
+
+class AddGenAiOperation(MaintenanceOperation[AddGenAiOperationResult]):
+    """
+    Operation to add a new GenAI task to the database.
+    """
+
+    def __init__(
+        self,
+        configuration: GenAiConfiguration,
+        starting_point: Optional[StartingPointChangeVector] = StartingPointChangeVector.LAST_DOCUMENT,
+    ):
+        if configuration is None:
+            raise ValueError("configuration cannot be None")
+
+        self._configuration = configuration
+        self._starting_point = starting_point
+
+    def get_command(self, conventions: DocumentConventions) -> RavenCommand[AddGenAiOperationResult]:
+        return AddGenAiCommand(self._configuration, self._starting_point, conventions)
+
+
+class AddGenAiCommand(RavenCommand[AddGenAiOperationResult]):
+    def __init__(
+        self,
+        configuration: GenAiConfiguration,
+        starting_point: StartingPointChangeVector,
+        conventions: DocumentConventions,
+    ):
+        super().__init__(AddGenAiOperationResult)
+        self._configuration = configuration
+        self._starting_point = starting_point
+        self._conventions = conventions
+
+    def is_read_request(self) -> bool:
+        return False
+
+    def create_request(self, node: ServerNode) -> requests.Request:
+        url = f"{node.url}/databases/{node.database}/admin/etl?changeVector={quote(self._starting_point.value)}"
+
+        body_json = self._configuration.to_json()
+        body = json.dumps(body_json)
+
+        request = requests.Request("PUT", url)
+        request.headers = {"Content-Type": "application/json"}
+        request.data = body
+        return request
+
+    def set_response(self, response: str, from_cache: bool) -> None:
+        if response is None:
+            self.result = AddGenAiOperationResult()
+            return
+
+        response_json = json.loads(response)
+        self.result = AddGenAiOperationResult.from_json(response_json)
+
+    def get_raft_unique_request_id(self) -> str:
+        return RaftIdGenerator.new_id()

ravendb/documents/operations/ai/agents/__init__.py

@@ -1,5 +1,6 @@
 from .ai_agent_configuration import (
     AiAgentConfiguration,
+    AiAgentParameter,
     AiAgentToolAction,
     AiAgentToolQuery,
     AiAgentPersistenceConfiguration,
@@ -33,6 +34,7 @@
 __all__ = [
     "AiAgentConfiguration",
     "AiAgentConfigurationResult",
+    "AiAgentParameter",
     "AiAgentToolAction",
     "AiAgentToolQuery",
     "AiAgentPersistenceConfiguration",