adding model recommendation

pag/monitor.py

@@ -364,9 +364,9 @@ def monitor_fields():
                 # print(f"interval_dates:{len(interval_dates)}")
                 # print(f"history_metric_data:{len(history_metric_data)}")
                 # print(f"masked_future_metric_data:{len(masked_future_metric_data)}")
-                print(predictions)
+                # print(predictions)
             
-                print(interval_dates)
+                # print(interval_dates)
                 prediction_chart_data = pd.DataFrame(
                 {
                     f"history_{metric}_values": history_metric_data,
@@ -379,6 +379,28 @@ def monitor_fields():
 
                 st.area_chart(prediction_chart_data, x="date", y=[f"history_{metric}_values", f"predicted_{metric}_values"])
 
+                crop = "Wheat"
+
+                try:
+                    prompt = "given the ndvi values weekly for the next 30 weeks, comment if they are appropriate to grow {crop} (write one paragraph showing your conclusion): NDVI values:{predictions}"
+                    response = client.chat.completions.create(
+                        model="gpt-4o",
+                        messages=[
+                            {
+                            "role": "user",
+                            "content": prompt
+                            }
+                        ],
+                        temperature=1,
+                        max_tokens=256,
+                        top_p=1,
+                        frequency_penalty=0,
+                        presence_penalty=0
+                    )
+                    st.write(response.choices[0].message.content)
+                except:
+                    st.write("Server Error: Could't generate recommendation!")
+