Add AI-powered nutrition and plan modules

Introduces DSPy-based nutrition and plan generation modules, including image analysis for nutritional info and personalized diet/exercise plans. Adds new API endpoints for health metrics/goals, nutrition image analysis, and plan management. Updates models, schemas, and backend structure to support these features, and includes initial training data and configuration for prompt optimization.

backend/app/api/v1/api.py

@@ -1,8 +1,10 @@
 from fastapi import APIRouter
-from app.api.v1.endpoints import users, login, nutrition, health
+
+from app.api.v1.endpoints import health, login, nutrition, plans, users
 
 api_router = APIRouter()
 api_router.include_router(login.router, tags=["login"])
 api_router.include_router(users.router, prefix="/users", tags=["users"])
 api_router.include_router(nutrition.router, prefix="/nutrition", tags=["nutrition"])
 api_router.include_router(health.router, prefix="/health", tags=["health"])
+api_router.include_router(plans.router, prefix="/plans", tags=["plans"])

backend/app/api/v1/endpoints/health.py

@@ -1,35 +1,80 @@
+from datetime import datetime
 from typing import Any, List
-from fastapi import APIRouter, Depends, HTTPException
-from sqlmodel import Session, select
-from app.api import deps
-from app.models.health import HealthMetric
+
+from fastapi import APIRouter, Depends
 from pydantic import BaseModel
+from sqlmodel import Session, select
+
+from app.api import deps
+from app.models.health import HealthGoal, HealthMetric
 
 router = APIRouter()
 
+
 class HealthMetricCreate(BaseModel):
     metric_type: str
     value: float
     unit: str
-    user_id: int # TODO: remove when auth is fully integrated
 
-@router.post("/", response_model=HealthMetric)
+
+class HealthGoalCreate(BaseModel):
+    goal_type: str
+    target_value: float
+    target_date: datetime | None = None
+
+
+@router.post("/metrics", response_model=HealthMetric)
 def create_metric(
     *,
     session: Session = Depends(deps.get_session),
+    current_user: deps.CurrentUser,
     metric_in: HealthMetricCreate,
 ) -> Any:
-    metric = HealthMetric(metric_type=metric_in.metric_type, value=metric_in.value, unit=metric_in.unit, user_id=metric_in.user_id)
+    metric = HealthMetric(
+        metric_type=metric_in.metric_type, value=metric_in.value, unit=metric_in.unit, user_id=current_user.id
+    )
     session.add(metric)
     session.commit()
     session.refresh(metric)
     return metric
 
-@router.get("/{user_id}", response_model=List[HealthMetric])
+
+@router.get("/metrics", response_model=List[HealthMetric])
 def read_metrics(
-    user_id: int,
+    current_user: deps.CurrentUser,
     session: Session = Depends(deps.get_session),
 ) -> Any:
-    statement = select(HealthMetric).where(HealthMetric.user_id == user_id)
+    statement = (
+        select(HealthMetric).where(HealthMetric.user_id == current_user.id).order_by(HealthMetric.timestamp.desc())
+    )
     metrics = session.exec(statement).all()
     return metrics
+
+
+@router.post("/goals", response_model=HealthGoal)
+def create_goal(
+    *,
+    session: Session = Depends(deps.get_session),
+    current_user: deps.CurrentUser,
+    goal_in: HealthGoalCreate,
+) -> Any:
+    goal = HealthGoal(
+        goal_type=goal_in.goal_type,
+        target_value=goal_in.target_value,
+        target_date=goal_in.target_date,
+        user_id=current_user.id,
+    )
+    session.add(goal)
+    session.commit()
+    session.refresh(goal)
+    return goal
+
+
+@router.get("/goals", response_model=List[HealthGoal])
+def read_goals(
+    current_user: deps.CurrentUser,
+    session: Session = Depends(deps.get_session),
+) -> Any:
+    statement = select(HealthGoal).where(HealthGoal.user_id == current_user.id)
+    goals = session.exec(statement).all()
+    return goals

backend/app/api/v1/endpoints/login.py

@@ -1,35 +1,34 @@
 from datetime import timedelta
 from typing import Any
+
 from fastapi import APIRouter, Depends, HTTPException
 from fastapi.security import OAuth2PasswordRequestForm
 from sqlmodel import Session, select
 
 from app.api import deps
-from app.core import security
 from app.config import settings
+from app.core import security
 from app.models.user import User
 from app.schemas.token import Token
 
 router = APIRouter()
 
+
 @router.post("/login/access-token", response_model=Token)
 def login_access_token(
-    session: Session = Depends(deps.get_session),
-    form_data: OAuth2PasswordRequestForm = Depends()
+    session: Session = Depends(deps.get_session), form_data: OAuth2PasswordRequestForm = Depends()
 ) -> Any:
     """
     OAuth2 compatible token login, get an access token for future requests
     """
     statement = select(User).where(User.email == form_data.username)
     user = session.exec(statement).first()
-    
+
     if not user or not security.verify_password(form_data.password, user.password_hash):
         raise HTTPException(status_code=400, detail="Incorrect email or password")
-    
+
     access_token_expires = timedelta(minutes=settings.ACCESS_TOKEN_EXPIRE_MINUTES)
     return {
-        "access_token": security.create_access_token(
-            user.id, expires_delta=access_token_expires
-        ),
+        "access_token": security.create_access_token(user.id, expires_delta=access_token_expires),
         "token_type": "bearer",
     }

backend/app/api/v1/endpoints/nutrition.py

@@ -1,21 +1,21 @@
+import litellm
+import dspy
 from typing import Any
-from fastapi import APIRouter, Depends, HTTPException
+
+from fastapi import APIRouter, Depends, File, Form, HTTPException, UploadFile
 from pydantic import BaseModel
 from sqlmodel import Session
+
+from app.ai.nutrition import NutritionalInfo, analyze_nutrition_from_image, nutrition_module
 from app.api import deps
-from app.ai.nutrition import nutrition_module, NutritionalInfo
-from app.core.security import create_access_token # Just ensuring we have auth imports if needed later
-from app.models.user import User
+from app.models.food import FoodLog  # Added FoodItem
 
 router = APIRouter()
 
+
 class AnalyzeRequest(BaseModel):
     description: str
 
-from app.models.food import FoodLog, FoodItem
-from app.api.deps import get_session
-from app.core.security import get_password_hash # Not needed
-from app.config import settings
 
 @router.post("/analyze", response_model=NutritionalInfo)
 def analyze_food(
@@ -30,6 +30,24 @@ def analyze_food(
     except Exception as e:
         raise HTTPException(status_code=500, detail=str(e))
 
+
+@router.post("/analyze/image", response_model=NutritionalInfo)
+async def analyze_food_image(
+    file: UploadFile = File(...),
+    description: str = Form(""),
+) -> Any:
+    """
+    Analyze food image and return nutritional info.
+    """
+    try:
+        contents = await file.read()
+        return analyze_nutrition_from_image(contents, description)
+    except litellm.exceptions.BadRequestError as e:
+        raise HTTPException(status_code=400, detail=f"Invalid image or request: {str(e)}")
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=str(e))
+
+
 @router.post("/log", response_model=FoodLog)
 def log_food(
     *,

backend/app/api/v1/endpoints/plans.py

@@ -0,0 +1,67 @@
+from typing import Any, List
+
+from fastapi import APIRouter, Depends, HTTPException
+from pydantic import BaseModel
+from sqlmodel import Session, select
+
+from app.ai.plans import plan_module
+from app.api import deps
+from app.models.plan import Plan
+
+router = APIRouter()
+
+
+class PlanRequest(BaseModel):
+    goal: str
+    user_details: str  # e.g., "Male, 30, 80kg"
+
+
+@router.post("/generate", response_model=Plan)
+def generate_plan(
+    *,
+    current_user: deps.CurrentUser,
+    request: PlanRequest,
+    session: Session = Depends(deps.get_session),
+) -> Any:
+    """
+    Generate a new diet/exercise plan using AI.
+    """
+    try:
+        # Generate plan using DSPy
+        generated = plan_module(user_profile=request.user_details, goal=request.goal)
+
+        # Determine content string (markdown representation)
+        content_md = (
+            f"# {generated.plan.title}\n\n{generated.plan.summary}\n\n## Diet\n"
+            + "\n".join([f"- {item}" for item in generated.plan.diet_plan])
+            + "\n\n## Exercise\n"
+            + "\n".join([f"- {item}" for item in generated.plan.exercise_plan])
+            + "\n\n## Tips\n"
+            + "\n".join([f"- {item}" for item in generated.plan.tips])
+        )
+
+        plan = Plan(
+            user_id=current_user.id,
+            goal=request.goal,
+            content=content_md,
+            structured_content=generated.plan.model_dump(),
+        )
+        session.add(plan)
+        session.commit()
+        session.refresh(plan)
+        return plan
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=str(e))
+
+
+@router.get("/", response_model=List[Plan])
+def read_plans(
+    current_user: deps.CurrentUser,
+    session: Session = Depends(deps.get_session),
+) -> Any:
+    """
+    Get all plans for the current user.
+    """
+    statement = select(Plan).where(Plan.user_id == current_user.id).order_by(Plan.created_at.desc())
+    plans = session.exec(statement).all()
+    return plans

backend/app/api/v1/endpoints/users.py

@@ -1,4 +1,5 @@
 from typing import Any
+
 from fastapi import APIRouter, Depends, HTTPException
 from sqlmodel import Session, select
 
@@ -9,6 +10,7 @@ from app.schemas.user import UserCreate, UserRead
 
 router = APIRouter()
 
+
 @router.post("/", response_model=UserRead)
 def create_user(
     *,
@@ -24,7 +26,7 @@ def create_user(
             status_code=400,
             detail="The user with this email already exists in the system",
         )
-    
+
     user = User(
         email=user_in.email,
         username=user_in.username,