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from uuid import UUID
import uuid
from sqlalchemy import select
from src.repositories import BaseRepository
from src.models import QueryType, CreateOrUpdateType, ProposalAIAnalysis, ProposalStrength, ProposalWeakness, ProposalRejectionReason, ProposalImprovement, Category
class ProposalAIAnalysisClient:
def __init__(self):
self.repository = BaseRepository
self.tables_mapping = {
"STRENGTHS": ProposalStrength,
"WEAKNESSES": ProposalWeakness,
"REJECTION_REASONS": ProposalRejectionReason,
"IMPROVEMENTS": ProposalImprovement,
"AI_SCORE": ProposalAIAnalysis
}
async def __aenter__(self):
return self
async def __aexit__(self, exc_type, exc_value, traceback):
pass
async def get_all_data(self, query_type: QueryType = QueryType.ALL, id: str = None, proposal_id: str = None, category: Category = None):
async with self.repository(model=self.tables_mapping[query_type.name]).get_session() as session:
query = select(self.tables_mapping[query_type.name])
if id:
query = query.where(self.tables_mapping[query_type.name].id == id)
if proposal_id:
query = query.where(self.tables_mapping[query_type.name].proposal_id == proposal_id)
if category:
query = query.where(self.tables_mapping[query_type.name].category == category)
result = await session.execute(query)
all_result = result.scalars().all()
final_result_dict = [{k: v for k, v in r.__dict__.items() if not k.startswith("_")} for r in all_result]
return final_result_dict
async def create_entry(self, query_type: QueryType = QueryType.ALL, data: dict = None):
data["id"] = str(uuid.uuid4())
async with self.repository(model=self.tables_mapping[query_type.name]).get_session() as session:
entry = self.tables_mapping[query_type.name](**data)
session.add(entry)
await session.commit()
await session.refresh(entry)
return entry
async def create_data(self, query_type: QueryType = QueryType.ALL, create_or_update_type: CreateOrUpdateType = CreateOrUpdateType.ALL, data: dict = None):
if create_or_update_type == CreateOrUpdateType.ID:
result = await self.create_entry(query_type=query_type, data=data)
return await self.get_all_data(query_type=query_type, id=result.id)
else:
for d in data:
if d != "proposal_id" and d != "category":
for point in data[d]:
entry_data = {"proposal_id": data["proposal_id"], "category": data["category"], d: point}
await self.create_entry(query_type=query_type, data=entry_data)
return await self.get_all_data(query_type=query_type, proposal_id=data["proposal_id"], category=data["category"])
async def update_data(self, query_type: QueryType = QueryType.ALL, create_or_update_type: CreateOrUpdateType = CreateOrUpdateType.ALL, data: dict = None):
if query_type == QueryType.AI_SCORE:
if create_or_update_type == CreateOrUpdateType.ID:
async with self.repository(model=self.tables_mapping[query_type.name]).get_session() as session:
result = await session.execute(select(self.tables_mapping[query_type.name]).where(self.tables_mapping[query_type.name].id == data["id"]))
all_result = result.scalars().first()
for key, value in data.items():
setattr(all_result, key, value)
await session.commit()
await session.refresh(all_result)
return await self.get_all_data(query_type=query_type, id=data["id"])
else:
async with self.repository(model=self.tables_mapping[query_type.name]).get_session() as session:
result = await session.execute(select(self.tables_mapping[query_type.name]).where(self.tables_mapping[query_type.name].proposal_id == data["proposal_id"]))
all_result = result.scalars().first()
for key, value in data.items():
setattr(all_result, key, value)
await session.commit()
await session.refresh(all_result)
return await self.get_all_data(query_type=query_type, proposal_id=data["proposal_id"])
else:
if create_or_update_type == CreateOrUpdateType.ID:
async with self.repository(model=self.tables_mapping[query_type.name]).get_session() as session:
result = await session.execute(select(self.tables_mapping[query_type.name]).where(self.tables_mapping[query_type.name].id == data["id"]))
all_result = result.scalars().all()
for r in all_result:
for key, value in data.items():
setattr(r, key, value)
await session.commit()
await session.refresh(r)
return await self.get_all_data(query_type=query_type, id=data["id"])
else:
await self.delete_data(query_type=query_type, proposal_id=data["proposal_id"], category=data["category"])
return await self.create_data(query_type=query_type, create_or_update_type=create_or_update_type, data=data)
async def delete_data(self, query_type: QueryType = QueryType.ALL, id: str = None, proposal_id: str = None, category: Category = None):
async with self.repository(model=self.tables_mapping[query_type.name]).get_session() as session:
query = select(self.tables_mapping[query_type.name])
if id:
query = query.where(self.tables_mapping[query_type.name].id == id)
if proposal_id:
query = query.where(self.tables_mapping[query_type.name].proposal_id == proposal_id)
if category:
query = query.where(self.tables_mapping[query_type.name].category == category)
result = await session.execute(query)
all_result = result.scalars().all()
for r in all_result:
await session.delete(r)
await session.commit()
return True
async def get_complete_analysis(self, proposal_id: str = None):
analysis = {
"ai_score": 0,
"technical": {
"strengths": [],
"weaknesses": [],
"rejection_reasons": [],
"improvements": []
},
"management": {
"strengths": [],
"weaknesses": [],
"rejection_reasons": [],
"improvements": []
},
"past_performance": {
"strengths": [],
"weaknesses": [],
"rejection_reasons": [],
"improvements": []
},
"price": {
"strengths": [],
"weaknesses": [],
"rejection_reasons": [],
"improvements": []
}
}
result = await self.get_all_data(query_type=QueryType.AI_SCORE, proposal_id=proposal_id)
analysis["ai_score"] = result[0]["ai_score"]
for category in Category:
strengths = await self.get_all_data(query_type=QueryType.STRENGTHS, proposal_id=proposal_id, category=category)
analysis[category.value.lower()]["strengths"] = [s["strength_point"] for s in strengths] if strengths else []
weaknesses = await self.get_all_data(query_type=QueryType.WEAKNESSES, proposal_id=proposal_id, category=category)
analysis[category.value.lower()]["weaknesses"] = [w["weakness_point"] for w in weaknesses] if weaknesses else []
rejection_reason = await self.get_all_data(query_type=QueryType.REJECTION_REASONS, proposal_id=proposal_id, category=category)
analysis[category.value.lower()]["rejection_reasons"] = [r["reason"] for r in rejection_reason] if rejection_reason else []
improvements = await self.get_all_data(query_type=QueryType.IMPROVEMENTS, proposal_id=proposal_id, category=category)
analysis[category.value.lower()]["improvements"] = [i["improvement_point"] for i in improvements] if improvements else []
# strengths = await self.get_all_data(query_type=QueryType.STRENGTHS, proposal_id=proposal_id)
# analysis["strengths"] = [s["strength_point"] for s in strengths]
# weakness = await self.get_all_data(query_type=QueryType.WEAKNESSES, proposal_id=proposal_id)
# analysis["weaknesses"] = [w["weakness_point"] for w in weakness]
# rejection_reason = await self.get_all_data(query_type=QueryType.REJECTION_REASONS, proposal_id=proposal_id)
# analysis["rejection_reasons"] = [r["reason"] for r in rejection_reason]
# improvements = await self.get_all_data(query_type=QueryType.IMPROVEMENTS, proposal_id=proposal_id)
# analysis["improvements"] = [i["improvement_point"] for i in improvements]
return analysis
async def create_complete_analysis(self, data: dict = None):
if "ai_score" in data:
await self.create_data(query_type=QueryType.AI_SCORE, create_or_update_type=CreateOrUpdateType.ID, data={"proposal_id": data["proposal_id"], "ai_score": data["ai_score"]})
for category in Category:
if "strengths" in data[category.value.lower()]:
await self.create_data(query_type=QueryType.STRENGTHS, create_or_update_type=CreateOrUpdateType.ALL, data={"proposal_id": data["proposal_id"], "category": category, "strength_point": data[category.value.lower()]["strengths"]})
if "weaknesses" in data[category.value.lower()]:
await self.create_data(query_type=QueryType.WEAKNESSES, create_or_update_type=CreateOrUpdateType.ALL, data={"proposal_id": data["proposal_id"], "category": category, "weakness_point": data[category.value.lower()]["weaknesses"]})
if "rejection_reasons" in data[category.value.lower()]:
await self.create_data(query_type=QueryType.REJECTION_REASONS, create_or_update_type=CreateOrUpdateType.ALL, data={"proposal_id": data["proposal_id"], "category": category, "reason": data[category.value.lower()]["rejection_reasons"]})
if "improvements" in data[category.value.lower()]:
await self.create_data(query_type=QueryType.IMPROVEMENTS, create_or_update_type=CreateOrUpdateType.ALL, data={"proposal_id": data["proposal_id"], "category": category, "improvement_point": data[category.value.lower()]["improvements"]})
# if "strengths" in data:
# await self.create_data(query_type=QueryType.STRENGTHS, create_or_update_type=CreateOrUpdateType.ALL, data={"proposal_id": data["proposal_id"], "strength_point": data["strengths"]})
# if "weaknesses" in data:
# await self.create_data(query_type=QueryType.WEAKNESSES, create_or_update_type=CreateOrUpdateType.ALL, data={"proposal_id": data["proposal_id"], "weakness_point": data["weaknesses"]})
# if "rejection_reasons" in data:
# await self.create_data(query_type=QueryType.REJECTION_REASONS, create_or_update_type=CreateOrUpdateType.ALL, data={"proposal_id": data["proposal_id"], "reason": data["rejection_reasons"]})
# if "improvements" in data:
# await self.create_data(query_type=QueryType.IMPROVEMENTS, create_or_update_type=CreateOrUpdateType.ALL, data={"proposal_id": data["proposal_id"], "improvement_point": data["improvements"]})
return await self.get_complete_analysis(proposal_id=data["proposal_id"])
async def delete_complete_analysis(self, proposal_id: str = None):
await self.delete_data(query_type=QueryType.AI_SCORE, proposal_id=proposal_id)
await self.delete_data(query_type=QueryType.STRENGTHS, proposal_id=proposal_id)
await self.delete_data(query_type=QueryType.WEAKNESSES, proposal_id=proposal_id)
await self.delete_data(query_type=QueryType.REJECTION_REASONS, proposal_id=proposal_id)
await self.delete_data(query_type=QueryType.IMPROVEMENTS, proposal_id=proposal_id)
return True
async def update_complete_analysis(self, data: dict = None):
old_data = await self.get_complete_analysis(proposal_id=data["proposal_id"])
if "ai_score" in data:
old_data["ai_score"] = data["ai_score"]
for category in Category:
if category.value.lower() not in data:
continue
if "strengths" in data[category.value.lower()]:
old_data[category.value.lower()]["strengths"] = data[category.value.lower()]["strengths"]
if "weaknesses" in data[category.value.lower()]:
old_data[category.value.lower()]["weaknesses"] = data[category.value.lower()]["weaknesses"]
if "rejection_reasons" in data[category.value.lower()]:
old_data[category.value.lower()]["rejection_reasons"] = data[category.value.lower()]["rejection_reasons"]
if "improvements" in data[category.value.lower()]:
old_data[category.value.lower()]["improvements"] = data[category.value.lower()]["improvements"]
# if "strengths" in data:
# old_data["strengths"] = data["strengths"]
# if "weaknesses" in data:
# old_data["weaknesses"] = data["weaknesses"]
# if "rejection_reasons" in data:
# old_data["rejection_reasons"] = data["rejection_reasons"]
# if "improvements" in data:
# old_data["improvements"] = data["improvements"]
await self.delete_complete_analysis(proposal_id=data["proposal_id"])
old_data["proposal_id"] = data["proposal_id"]
return await self.create_complete_analysis(data=old_data) |