basic recommendation is working

app.py

@@ -26,6 +26,14 @@ def train_products():
     from train.products import train
     return train();
 
+@app.route("/plan/recommend", methods=['GET','POST'])
+def recommend_plan_steps():
+    from plan.recommend import recommend
+    return recommend();
+
+from plan.recommend import recommend
+recommend();
+
 #from train.faq import train
 #train();
 

plan/recommend.py

@@ -0,0 +1,58 @@
+def recommend():
+
+    from typing import Optional, List
+
+    from langchain_core.pydantic_v1 import BaseModel, Field
+
+    class Goals(BaseModel):
+        """Information about a suggested goal."""
+
+        goal: Optional[str] = Field(default=None, description="a SMART target for the user")
+        timeframe: Optional[str] = Field(default=None, description="whether the goal is short-term, medium-term, or long-term")
+
+    class GoalList(BaseModel):
+        """A list of goals the user should accomplish to achieve an ambition."""
+
+        response: List[Goals] = Field(description="A list of goals the user should accomplish to achieve an ambition")
+
+    from typing import Optional
+
+    from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
+    from langchain_core.pydantic_v1 import BaseModel, Field
+    from langchain_openai import ChatOpenAI
+
+
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            (
+                "system",
+                """
+                    You are an advice agent supporting students at a post-92 university in England.
+                    Your advice should be tailored to the context
+
+                    The user will tell you one of their ambitions - this might be a career aim, a personal aspiration, or something to do with their time at university.
+                    You should provide a list of six things that they could do to help them to achieve that ambition.
+                    These should take the form of SMART targets.
+
+                    You should recommend three short-term targets, two medium-term targets and one longer-term target.
+                    They should be achievable before they graduate.
+                    You should not recommend that they graduate with a degree other than the one they are doing
+                    But you can suggest follow on courses, such as Masters degrees or professional qualifications.
+
+                    The user is currently studying B.A Graphic Design. They are in their second year, and have two years left.
+                """,
+            ),
+            ("human", "{text}"),
+        ]
+    )
+
+    llm = ChatOpenAI(model="gpt-3.5-turbo-0125", temperature=0.5);
+
+    runnable = prompt | llm.with_structured_output(schema=GoalList)
+
+    text = "Become a graphic designer"
+    response = runnable.invoke({"text": text})
+
+    print(response);
+
+    return "hello"