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@ -804,7 +804,7 @@ class PublishedRagPipelineSecondStepApi(Resource):
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if not node_id:
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raise ValueError("Node ID is required")
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rag_pipeline_service = RagPipelineService()
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variables = rag_pipeline_service.get_published_second_step_parameters(pipeline=pipeline, node_id=node_id)
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variables = rag_pipeline_service.get_second_step_parameters(pipeline=pipeline, node_id=node_id, is_draft=False)
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return {
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"variables": variables,
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}
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@ -829,7 +829,7 @@ class PublishedRagPipelineFirstStepApi(Resource):
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if not node_id:
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raise ValueError("Node ID is required")
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rag_pipeline_service = RagPipelineService()
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variables = rag_pipeline_service.get_published_first_step_parameters(pipeline=pipeline, node_id=node_id)
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variables = rag_pipeline_service.get_first_step_parameters(pipeline=pipeline, node_id=node_id, is_draft=False)
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return {
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"variables": variables,
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}
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@ -854,7 +854,7 @@ class DraftRagPipelineFirstStepApi(Resource):
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if not node_id:
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raise ValueError("Node ID is required")
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rag_pipeline_service = RagPipelineService()
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variables = rag_pipeline_service.get_draft_first_step_parameters(pipeline=pipeline, node_id=node_id)
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variables = rag_pipeline_service.get_first_step_parameters(pipeline=pipeline, node_id=node_id, is_draft=True)
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return {
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"variables": variables,
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}
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@ -880,7 +880,7 @@ class DraftRagPipelineSecondStepApi(Resource):
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raise ValueError("Node ID is required")
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rag_pipeline_service = RagPipelineService()
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variables = rag_pipeline_service.get_draft_second_step_parameters(pipeline=pipeline, node_id=node_id)
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variables = rag_pipeline_service.get_second_step_parameters(pipeline=pipeline, node_id=node_id, is_draft=True)
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return {
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"variables": variables,
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}
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@ -113,6 +113,14 @@ class RagPipelineService:
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)
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if not customized_template:
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raise ValueError("Customized pipeline template not found.")
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# check template name is exist
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template_name = template_info.name
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if template_name:
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template = db.session.query(PipelineCustomizedTemplate).filter(PipelineCustomizedTemplate.name == template_name,
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PipelineCustomizedTemplate.tenant_id == current_user.current_tenant_id,
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PipelineCustomizedTemplate.id != template_id).first()
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if template:
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raise ValueError("Template name is already exists")
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customized_template.name = template_info.name
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customized_template.description = template_info.description
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customized_template.icon = template_info.icon_info.model_dump()
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@ -785,7 +793,7 @@ class RagPipelineService:
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break
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if not datasource_node_data:
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raise ValueError("Datasource node data not found")
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variables = datasource_node_data.get("variables", {})
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variables = published_workflow.rag_pipeline_variables
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if variables:
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variables_map = {item["variable"]: item for item in variables}
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else:
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@ -793,29 +801,29 @@ class RagPipelineService:
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datasource_parameters = datasource_node_data.get("datasource_parameters", {})
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user_input_variables = []
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for key, value in datasource_parameters.items():
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if not re.match(r"\{\{#([a-zA-Z0-9_]{1,50}(?:\.[a-zA-Z_][a-zA-Z0-9_]{0,29}){1,10})#\}\}", value["value"]):
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user_input_variables.append(variables_map.get(key, {}))
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if value.get("value") and isinstance(value.get("value"), str):
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if re.match(r"\{\{#([a-zA-Z0-9_]{1,50}(?:\.[a-zA-Z_][a-zA-Z0-9_]{0,29}){1,10})#\}\}", value["value"]):
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user_input_variables.append(variables_map.get(key, {}))
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return user_input_variables
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def get_draft_first_step_parameters(self, pipeline: Pipeline, node_id: str) -> list[dict]:
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def get_first_step_parameters(self, pipeline: Pipeline, node_id: str, is_draft: bool = False) -> list[dict]:
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"""
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Get first step parameters of rag pipeline
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"""
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draft_workflow = self.get_draft_workflow(pipeline=pipeline)
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if not draft_workflow:
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workflow = self.get_draft_workflow(pipeline=pipeline) if is_draft else self.get_published_workflow(pipeline=pipeline)
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if not workflow:
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raise ValueError("Workflow not initialized")
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# get second step node
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datasource_node_data = None
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datasource_nodes = draft_workflow.graph_dict.get("nodes", [])
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datasource_nodes = workflow.graph_dict.get("nodes", [])
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for datasource_node in datasource_nodes:
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if datasource_node.get("id") == node_id:
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datasource_node_data = datasource_node.get("data", {})
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break
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if not datasource_node_data:
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raise ValueError("Datasource node data not found")
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variables = datasource_node_data.get("variables", {})
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variables = workflow.rag_pipeline_variables
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if variables:
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variables_map = {item["variable"]: item for item in variables}
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else:
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@ -824,16 +832,21 @@ class RagPipelineService:
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user_input_variables = []
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for key, value in datasource_parameters.items():
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if not re.match(r"\{\{#([a-zA-Z0-9_]{1,50}(?:\.[a-zA-Z_][a-zA-Z0-9_]{0,29}){1,10})#\}\}", value["value"]):
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user_input_variables.append(variables_map.get(key, {}))
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if value.get("value") and isinstance(value.get("value"), str):
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pattern = r"\{\{#([a-zA-Z0-9_]{1,50}(?:\.[a-zA-Z_][a-zA-Z0-9_]{0,29}){1,10})#\}\}"
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match = re.match(pattern, value["value"])
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if match:
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full_path = match.group(1)
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last_part = full_path.split('.')[-1]
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user_input_variables.append(variables_map.get(last_part, {}))
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return user_input_variables
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def get_draft_second_step_parameters(self, pipeline: Pipeline, node_id: str) -> list[dict]:
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def get_second_step_parameters(self, pipeline: Pipeline, node_id: str, is_draft: bool = False) -> list[dict]:
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"""
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Get second step parameters of rag pipeline
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"""
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workflow = self.get_draft_workflow(pipeline=pipeline)
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workflow = self.get_draft_workflow(pipeline=pipeline) if is_draft else self.get_published_workflow(pipeline=pipeline)
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if not workflow:
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raise ValueError("Workflow not initialized")
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@ -841,13 +854,32 @@ class RagPipelineService:
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rag_pipeline_variables = workflow.rag_pipeline_variables
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if not rag_pipeline_variables:
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return []
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variables_map = {item["variable"]: item for item in rag_pipeline_variables}
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# get datasource provider
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# get datasource node data
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datasource_node_data = None
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datasource_nodes = workflow.graph_dict.get("nodes", [])
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for datasource_node in datasource_nodes:
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if datasource_node.get("id") == node_id:
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datasource_node_data = datasource_node.get("data", {})
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break
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if datasource_node_data:
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datasource_parameters = datasource_node_data.get("datasource_parameters", {})
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for key, value in datasource_parameters.items():
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if value.get("value") and isinstance(value.get("value"), str):
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pattern = r"\{\{#([a-zA-Z0-9_]{1,50}(?:\.[a-zA-Z_][a-zA-Z0-9_]{0,29}){1,10})#\}\}"
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match = re.match(pattern, value["value"])
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if match:
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full_path = match.group(1)
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last_part = full_path.split('.')[-1]
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variables_map.pop(last_part)
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all_second_step_variables = list(variables_map.values())
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datasource_provider_variables = [
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item
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for item in rag_pipeline_variables
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if item.get("belong_to_node_id") == node_id or item.get("belong_to_node_id") == "shared"
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]
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item
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for item in all_second_step_variables
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if item.get("belong_to_node_id") == node_id or item.get("belong_to_node_id") == "shared"
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]
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return datasource_provider_variables
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def get_rag_pipeline_paginate_workflow_runs(self, pipeline: Pipeline, args: dict) -> InfiniteScrollPagination:
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@ -968,6 +1000,16 @@ class RagPipelineService:
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dataset = pipeline.dataset
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if not dataset:
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raise ValueError("Dataset not found")
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# check template name is exist
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template_name = args.get("name")
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if template_name:
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template = db.session.query(PipelineCustomizedTemplate).filter(
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PipelineCustomizedTemplate.name == template_name,
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PipelineCustomizedTemplate.tenant_id == pipeline.tenant_id,
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).first()
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if template:
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raise ValueError("Template name is already exists")
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max_position = (
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db.session.query(func.max(PipelineCustomizedTemplate.position))
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