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import yaml
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from extensions.ext_database import db
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from libs.login import current_account_with_tenant
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from models.dataset import PipelineCustomizedTemplate
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from services.rag_pipeline.pipeline_template.pipeline_template_base import PipelineTemplateRetrievalBase
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from services.rag_pipeline.pipeline_template.pipeline_template_type import PipelineTemplateType
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class CustomizedPipelineTemplateRetrieval(PipelineTemplateRetrievalBase):
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"""
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Retrieval recommended app from database
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"""
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def get_pipeline_templates(self, language: str) -> dict:
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_, current_tenant_id = current_account_with_tenant()
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result = self.fetch_pipeline_templates_from_customized(tenant_id=current_tenant_id, language=language)
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return result
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def get_pipeline_template_detail(self, template_id: str):
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result = self.fetch_pipeline_template_detail_from_db(template_id)
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return result
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def get_type(self) -> str:
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return PipelineTemplateType.CUSTOMIZED
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@classmethod
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def fetch_pipeline_templates_from_customized(cls, tenant_id: str, language: str) -> dict:
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"""
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Fetch pipeline templates from db.
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:param tenant_id: tenant id
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:param language: language
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:return:
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"""
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pipeline_customized_templates = (
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db.session.query(PipelineCustomizedTemplate)
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.where(PipelineCustomizedTemplate.tenant_id == tenant_id, PipelineCustomizedTemplate.language == language)
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.order_by(PipelineCustomizedTemplate.position.asc(), PipelineCustomizedTemplate.created_at.desc())
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.all()
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)
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recommended_pipelines_results = []
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for pipeline_customized_template in pipeline_customized_templates:
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recommended_pipeline_result = {
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"id": pipeline_customized_template.id,
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"name": pipeline_customized_template.name,
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"description": pipeline_customized_template.description,
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"icon": pipeline_customized_template.icon,
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"position": pipeline_customized_template.position,
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"chunk_structure": pipeline_customized_template.chunk_structure,
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}
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recommended_pipelines_results.append(recommended_pipeline_result)
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return {"pipeline_templates": recommended_pipelines_results}
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@classmethod
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def fetch_pipeline_template_detail_from_db(cls, template_id: str) -> dict | None:
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"""
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Fetch pipeline template detail from db.
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:param template_id: Template ID
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:return:
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"""
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pipeline_template = (
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db.session.query(PipelineCustomizedTemplate).where(PipelineCustomizedTemplate.id == template_id).first()
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)
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if not pipeline_template:
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return None
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dsl_data = yaml.safe_load(pipeline_template.yaml_content)
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graph_data = dsl_data.get("workflow", {}).get("graph", {})
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return {
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"id": pipeline_template.id,
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"name": pipeline_template.name,
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"icon_info": pipeline_template.icon,
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"description": pipeline_template.description,
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"chunk_structure": pipeline_template.chunk_structure,
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"export_data": pipeline_template.yaml_content,
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"graph": graph_data,
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"created_by": pipeline_template.created_user_name,
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}
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