update

app.py

@@ -9,47 +9,145 @@ client = AzureOpenAI(azure_endpoint = "https://personalityanalysisfinetuning.ope
 
 
 example_profile = {
-    'main_profile': {'VISION': {'score': 'AVERAGE',
-                                 'summary': 'Sees the ‘big picture’ and maintains line of sight'},
-                      'INTEGRITY': {'score': 'LOW',
-                                    'summary': 'Genuine, honest and straightforward. Authentic'},
-                      'AUTHORITY': {'score': 'HIGH',
-                                    'summary': 'Takes charge of situations; controls and directs'},
-                      'INFLUENCE': {'score': 'HIGH',
-                                    'summary': 'Affects how others think and feel without control or direction'},
-                      'IDEATION': {'score': 'AVERAGE',
-                                   'summary': 'Generates original and/or innovative ideas; makes unexpected connections'},
-                      'OPPORTUNISM': {'score': 'HIGH',
-                                      'summary': 'Alert to opportunity; prepared to seize opportunities'},
-                      'CONFIDENCE': {'score': 'HIGH',
-                                     'summary': 'Self-belief/confidence across different domains'},
-                      'DRIVE': {'score': 'HIGH',
-                                'summary': 'Strong desire to accomplish goals. Propensity to act decisively and get things done.'},
-                      'DISCIPLINE': {'score': 'HIGH',
-                                     'summary': 'Planned rather than spontaneous behaviour. Attention to detail and accuracy. Organises and plans to achieve goals'},
-                      'AGILITY': {'score': 'AVERAGE',
-                                  'summary': 'Switches easily between different cognitive processes. Comfortable with ill-defined problems and situations. Adaptable and constructive.'},
-                      'RESILIENCE': {'score': 'HIGH',
-                                     'summary': 'Remains calm and optimistic under pressure. Perseveres in the face of adversity. Recovers from setbacks.'}},
-     'red_flag': {'HUBRIS': {'score': 'LOW',
-                             'summary': 'Conceit and self-importance. Overestimation of knowledge and/or ability in respect of tasks. Misplaced belief in unique or exceptional abilities'},
-                  'NARCISSISTIC': {'score': 'LOW',
-                                   'summary': 'Need and seek attention, flattery and affirmation. Unable to recognise and/or understand the feelings and needs of others. Expectation of special treatment'},
-                  'MERCURIAL': {'score': 'LOW',
-                                'summary': 'Given to sudden changes of mood, behaviour or direction. Given to unconventional or strange behaviour or beliefs. Difficult to predict and/or surprising.'},
-                  'DOMINANT': {'score': 'LOW',
-                               'summary': 'Forceful, insistent, domineering. Hostile and argumentative. Unyielding in the face of evidence or argument.'},
-                  'MACHIAVELLIAN': {'score': 'LOW',
-                                    'summary': 'Deliberate deceitfulness in the pursuit on one’s interest; acting in bad faith. Ruthless pursuit of own interests regardless of considerations of right or wrong. General distrust of the motives of others; attribution of bad faith.'},
-                  'RECKLESS': {'score': 'AVERAGE',
-                               'summary': 'Acts without forethought. Acts without sufficient regard for consequences; rash. Fails to take proper care.'}},
-     'bio_information': {'Name': 'Pierre',
-                         'Gender': 'Male',
-                         'Age': 42,
-                         'Nationality': 'French',
-                         'Role': 'Chief Executive',
-                         'Years_in_role': 2,
-                         'Years_in_comparable_role': 8}}
+"Team": [
+    {
+      "name": "JAMES ARTHUR",
+      "main_profile": {
+        "VISION": {
+          "score": "HIGH"
+        },
+        "IDEATION": {
+          "score": "HIGH"
+        },
+        "OPPORTUNISM": {
+          "score": "HIGH"
+        },
+        "DRIVE": {
+          "score": "HIGH"
+        },
+        "RESILIENCE": {
+          "score": "HIGH"
+        }
+      },
+      "red_flag": {
+        "HUBRIS": {
+          "score": "HIGH"
+        },
+        "MERCURIAL": {
+          "score": "LOW"
+        },
+        "DOMINANT": {
+          "score": "HIGH"
+        },
+        "MACHIAVELLIAN": {
+          "score": "AVERAGE"
+        }
+      }
+    },
+    {
+      "name": "LOUSIE HART",
+      "main_profile": {
+        "VISION": {
+          "score": "AVERAGE"
+        },
+        "IDEATION": {
+          "score": "AVERAGE"
+        },
+        "OPPORTUNISM": {
+          "score": "AVERAGE"
+        },
+        "DRIVE": {
+          "score": "HIGH"
+        },
+        "RESILIENCE": {
+          "score": "HIGH"
+        }
+      },
+      "red_flag": {
+        "HUBRIS": {
+          "score": "AVERAGE"
+        },
+        "MERCURIAL": {
+          "score": "LOW"
+        },
+        "DOMINANT": {
+          "score": "HIGH"
+        },
+        "MACHIAVELLIAN": {
+          "score": "LOW"
+        }
+      }
+    },
+    {
+      "name": "SIMONE LEVY",
+      "main_profile": {
+        "VISION": {
+          "score": "LOW"
+        },
+        "IDEATION": {
+          "score": "AVERAGE"
+        },
+        "OPPORTUNISM": {
+          "score": "LOW"
+        },
+        "DRIVE": {
+          "score": "AVERAGE"
+        },
+        "RESILIENCE": {
+          "score": "LOW"
+        }
+      },
+      "red_flag": {
+        "HUBRIS": {
+          "score": "LOW"
+        },
+        "MERCURIAL": {
+          "score": "LOW"
+        },
+        "DOMINANT": {
+          "score": "LOW"
+        },
+        "MACHIAVELLIAN": {
+          "score": "LOW"
+        }
+      }
+    },
+    {
+      "name": "Uri Lef",
+      "main_profile": {
+        "VISION": {
+          "score": "HIGH"
+        },
+        "IDEATION": {
+          "score": "HIGH"
+        },
+        "OPPORTUNISM": {
+          "score": "HIGH"
+        },
+        "DRIVE": {
+          "score": "AVERAGE"
+        },
+        "RESILIENCE": {
+          "score": "LOW"
+        }
+      },
+      "red_flag": {
+        "HUBRIS": {
+          "score": "AVERAGE"
+        },
+        "MERCURIAL": {
+          "score": "HIGH"
+        },
+        "DOMINANT": {
+          "score": "HIGH"
+        },
+        "MACHIAVELLIAN": {
+          "score": "AVERAGE"
+        }
+      }
+    }
+  ]
+}
 
 # Function to generate a completion using OpenAI API
 # def generate_one_completion(message, temperature):
@@ -67,31 +165,38 @@ example_profile = {
 
 import json
 
-def generate_prompt_from_profile(profile, version="TestTakersSummary"):
+def generate_prompt_from_profile(profile, version="TeamSummary"):
     with open('prompts.json') as f:
         prompt_sets = json.load(f)['Prompts']
         prompt_templates = prompt_sets[version]
 
     try:
-        # Fetching profile data
-        individual_name = profile['bio_information'].get('Name', 'the individual')
+        team_members = profile['Team']
 
-        # Generating bio, profile, and red flags sections
-        bio_section = "\n".join([f"- {k.replace('_', ' ').title()}: {v}" for k, v in profile['bio_information'].items()])
-        main_profile_section = "\n".join([f"- {trait.title()}: {details['score']} - {details['summary']}" for trait, details in profile['main_profile'].items()])
-        red_flags_section = "\n".join([f"- {trait.title()}: {details['score']} - {details['summary']}" for trait, details in profile['red_flag'].items()])
+        team_member_profiles = []
+        for member in team_members:
+            profile = f"{member['name']}: Main Profile - VISION: {member['main_profile']['VISION']['score']}, " \
+                      f"IDEATION: {member['main_profile']['IDEATION']['score']}, " \
+                      f"OPPORTUNISM: {member['main_profile']['OPPORTUNISM']['score']}, " \
+                      f"DRIVE: {member['main_profile']['DRIVE']['score']}, " \
+                      f"RESILIENCE: {member['main_profile']['RESILIENCE']['score']}. " \
+                      f"Red Flags - HUBRIS: {member['red_flag']['HUBRIS']['score']}, " \
+                      f"MERCURIAL: {member['red_flag']['MERCURIAL']['score']}, " \
+                      f"DOMINANT: {member['red_flag']['DOMINANT']['score']}, " \
+                      f"MACHIAVELLIAN: {member['red_flag']['MACHIAVELLIAN']['score']}."
+            team_member_profiles.append(profile)
 
-        # Replacing placeholders in the prompts
-        prompts = [x.replace('{{INDIVIDUAL_NAME}}', individual_name).replace('{{BIO}}', bio_section).replace('{{PROFILE}}', main_profile_section).replace('{{REDFLAGS_PROFILE}}', red_flags_section) for x in prompt_templates]
+        # Join the team member profiles into a single string
+        team_member_profiles_str = "\n".join(team_member_profiles)
+
+        prompt = prompt_templates[0].replace("{{TEAM_MEMBERS}}", team_member_profiles_str)
 
-        # Compiling final prompt
-        prompt = "\n".join(prompts)
 
     except KeyError as e:
         return [{"role": "system", "content": f"Error processing profile data: missing {str(e)}"}]
 
     message = [
-        {"role": "system", "content": prompt_sets[version][0]},
+        {"role": "system", "content": prompt_sets["System"][0]},
         {"role": "user", "content": prompt}
     ]
 
@@ -99,19 +204,30 @@ def generate_prompt_from_profile(profile, version="TestTakersSummary"):
 
 
 def display_profile_info(profile):
-    main_profile = profile["main_profile"]
-    red_flag = profile["red_flag"]
-    bio_info = profile["bio_information"]
 
-    st.sidebar.markdown("### Bio Information: ")
-    st.sidebar.markdown("\n".join([f"- **{key.replace('_', ' ')}**: {value}" for key, value in bio_info.items()]))
-    st.sidebar.markdown("### Main Profile: ")
-    st.sidebar.markdown("\n".join([f"- **{attribute}**: {details['score']} - {details['summary']}" for attribute, details in main_profile.items()]))
-    st.sidebar.markdown("### Red Flags: ")
-    st.sidebar.markdown("\n".join([f"- **{attribute}**: {details['score']} - {details['summary']}" for attribute, details in red_flag.items()]))
+    st.markdown("### Profile Information:")
+    team_members = profile["Team"]
+    for member in team_members:
+        st.markdown(f"#### {member['name']}")
+        main_profile = member["main_profile"]
+        red_flag = member["red_flag"]
+        st.markdown("### Main Profile:")
+        st.markdown("\n".join([f"- **{attribute}**: {details['score']}" for attribute, details in main_profile.items()]))
+        st.markdown("### Red Flags:")
+        st.markdown("\n".join([f"- **{attribute}**: {details['score']}" for attribute, details in red_flag.items()]))
+    # main_profile = profile["main_profile"]
+    # red_flag = profile["red_flag"]
+    # bio_info = profile["bio_information"]
+    #
+    # st.sidebar.markdown("### Bio Information: ")
+    # st.sidebar.markdown("\n".join([f"- **{key.replace('_', ' ')}**: {value}" for key, value in bio_info.items()]))
+    # st.sidebar.markdown("### Main Profile: ")
+    # st.sidebar.markdown("\n".join([f"- **{attribute}**: {details['score']} - {details['summary']}" for attribute, details in main_profile.items()]))
+    # st.sidebar.markdown("### Red Flags: ")
+    # st.sidebar.markdown("\n".join([f"- **{attribute}**: {details['score']} - {details['summary']}" for attribute, details in red_flag.items()]))
 
 def validate_json(profile):
-    required_keys = ['bio_information', 'main_profile','red_flag']
+    required_keys = ['Team']
     for key in required_keys:
         if key not in profile:
             return False, f"Key '{key}' is missing."
@@ -159,6 +275,8 @@ def main_app():
             #with st.spinner('Generating completion...'):
             prompt = generate_prompt_from_profile(profile, version=st.session_state['version'])
 
+
+
             with st.chat_message("assistant"):
                 stream = client.chat.completions.create(
                 model="personality_gpt4o",

example_data.json

@@ -12,143 +12,144 @@
       "MERCURIAL": "Given to sudden changes of mood, behaviour or direction, Given to unconventional or strange behaviour or beliefs, Difficult to predict and/or surprising",
       "DOMINANT": "Forceful, insistent, domineering, Hostile and argumentative, Unyielding in the face of evidence or argument",
       "MACHIAVELLIAN": "Deliberate deceitfulness in the pursuit on one’s interest; acting in bad faith, Ruthless pursuit of own interests regardless of considerations of right or wrong, General distrust of the motives of others; attribution of bad faith"
-    },
-    "Team": [
-      {
-        "name": "JAMES ARTHUR",
-        "main_profile": {
-          "VISION": {
-            "score": "HIGH"
-          },
-          "IDEATION": {
-            "score": "HIGH"
-          },
-          "OPPORTUNISM": {
-            "score": "HIGH"
-          },
-          "DRIVE": {
-            "score": "HIGH"
-          },
-          "RESILIENCE": {
-            "score": "HIGH"
-          }
-        },
-        "red_flag": {
-          "HUBRIS": {
-            "score": "HIGH"
-          },
-          "MERCURIAL": {
-            "score": "LOW"
-          },
-          "DOMINANT": {
-            "score": "HIGH"
-          },
-          "MACHIAVELLIAN": {
-            "score": "AVERAGE"
-          }
+    }
+  },
+  "Team": [
+    {
+      "name": "JAMES ARTHUR",
+      "main_profile": {
+        "VISION": {
+          "score": "HIGH"
+        },
+        "IDEATION": {
+          "score": "HIGH"
+        },
+        "OPPORTUNISM": {
+          "score": "HIGH"
+        },
+        "DRIVE": {
+          "score": "HIGH"
+        },
+        "RESILIENCE": {
+          "score": "HIGH"
         }
       },
-      {
-        "name": "LOUSIE HART",
-        "main_profile": {
-          "VISION": {
-            "score": "AVERAGE"
-          },
-          "IDEATION": {
-            "score": "AVERAGE"
-          },
-          "OPPORTUNISM": {
-            "score": "AVERAGE"
-          },
-          "DRIVE": {
-            "score": "HIGH"
-          },
-          "RESILIENCE": {
-            "score": "HIGH"
-          }
-        },
-        "red_flag": {
-          "HUBRIS": {
-            "score": "AVERAGE"
-          },
-          "MERCURIAL": {
-            "score": "LOW"
-          },
-          "DOMINANT": {
-            "score": "HIGH"
-          },
-          "MACHIAVELLIAN": {
-            "score": "LOW"
-          }
+      "red_flag": {
+        "HUBRIS": {
+          "score": "HIGH"
+        },
+        "MERCURIAL": {
+          "score": "LOW"
+        },
+        "DOMINANT": {
+          "score": "HIGH"
+        },
+        "MACHIAVELLIAN": {
+          "score": "AVERAGE"
+        }
+      }
+    },
+    {
+      "name": "LOUSIE HART",
+      "main_profile": {
+        "VISION": {
+          "score": "AVERAGE"
+        },
+        "IDEATION": {
+          "score": "AVERAGE"
+        },
+        "OPPORTUNISM": {
+          "score": "AVERAGE"
+        },
+        "DRIVE": {
+          "score": "HIGH"
+        },
+        "RESILIENCE": {
+          "score": "HIGH"
         }
       },
-      {
-        "name": "SIMONE LEVY",
-        "main_profile": {
-          "VISION": {
-            "score": "LOW"
-          },
-          "IDEATION": {
-            "score": "AVERAGE"
-          },
-          "OPPORTUNISM": {
-            "score": "LOW"
-          },
-          "DRIVE": {
-            "score": "AVERAGE"
-          },
-          "RESILIENCE": {
-            "score": "LOW"
-          }
-        },
-        "red_flag": {
-          "HUBRIS": {
-            "score": "LOW"
-          },
-          "MERCURIAL": {
-            "score": "LOW"
-          },
-          "DOMINANT": {
-            "score": "LOW"
-          },
-          "MACHIAVELLIAN": {
-            "score": "LOW"
-          }
+      "red_flag": {
+        "HUBRIS": {
+          "score": "AVERAGE"
+        },
+        "MERCURIAL": {
+          "score": "LOW"
+        },
+        "DOMINANT": {
+          "score": "HIGH"
+        },
+        "MACHIAVELLIAN": {
+          "score": "LOW"
+        }
+      }
+    },
+    {
+      "name": "SIMONE LEVY",
+      "main_profile": {
+        "VISION": {
+          "score": "LOW"
+        },
+        "IDEATION": {
+          "score": "AVERAGE"
+        },
+        "OPPORTUNISM": {
+          "score": "LOW"
+        },
+        "DRIVE": {
+          "score": "AVERAGE"
+        },
+        "RESILIENCE": {
+          "score": "LOW"
         }
       },
-      {
-        "name": "Uri Lef",
-        "main_profile": {
-          "VISION": {
-            "score": "HIGH"
-          },
-          "IDEATION": {
-            "score": "HIGH"
-          },
-          "OPPORTUNISM": {
-            "score": "HIGH"
-          },
-          "DRIVE": {
-            "score": "AVERAGE"
-          },
-          "RESILIENCE": {
-            "score": "LOW"
-          }
-        },
-        "red_flag": {
-          "HUBRIS": {
-            "score": "AVERAGE"
-          },
-          "MERCURIAL": {
-            "score": "HIGH"
-          },
-          "DOMINANT": {
-            "score": "HIGH"
-          },
-          "MACHIAVELLIAN": {
-            "score": "AVERAGE"
-          }
+      "red_flag": {
+        "HUBRIS": {
+          "score": "LOW"
+        },
+        "MERCURIAL": {
+          "score": "LOW"
+        },
+        "DOMINANT": {
+          "score": "LOW"
+        },
+        "MACHIAVELLIAN": {
+          "score": "LOW"
         }
       }
+    },
+    {
+      "name": "Uri Lef",
+      "main_profile": {
+        "VISION": {
+          "score": "HIGH"
+        },
+        "IDEATION": {
+          "score": "HIGH"
+        },
+        "OPPORTUNISM": {
+          "score": "HIGH"
+        },
+        "DRIVE": {
+          "score": "AVERAGE"
+        },
+        "RESILIENCE": {
+          "score": "LOW"
+        }
+      },
+      "red_flag": {
+        "HUBRIS": {
+          "score": "AVERAGE"
+        },
+        "MERCURIAL": {
+          "score": "HIGH"
+        },
+        "DOMINANT": {
+          "score": "HIGH"
+        },
+        "MACHIAVELLIAN": {
+          "score": "AVERAGE"
+        }
       }
-    }
+    }
+  ]
+}

prompts.json

@@ -1,6 +1,29 @@
 {
     "Prompts": {
         "System" : ["You are an expert in career advice and personality consultant. Do not infer or assume information beyond what's explicitly provided in the conversation. Avoid drawing on external knowledge or making generalizations not directly supported by the report content. Do not answer unrelevant questions."],
+        "TeamSummary": [
+            "Analyze the profiles of team members in ### Descriptions ###, ### Team Members ###, and answer the ### Questions ### in around 800 words.",
+            "### Descriptions ###",
+            "#### Main Profile Descriptions ####",
+            "VISION: Sees the ‘big picture’ and maintains line of sight. Alignment of goals and actions.",
+            "IDEATION: Generates original and/or innovative ideas; makes unexpected connections.",
+            "OPPORTUNISM: Alert to opportunity; prepared to seize opportunities.",
+            "DRIVE: Strong desire to accomplish goals, Propensity to act decisively and get things done; proactive rather than reactive.",
+            "RESILIENCE: Remains calm and optimistic under pressure, Perseveres in the face of adversity, Recovers from setbacks.",
+            "#### Red Flag Descriptions ####",
+            "HUBRIS: Conceit and self-importance, Overestimation of knowledge and/or ability in respect of tasks, Misplaced belief in unique or exceptional abilities.",
+            "MERCURIAL: Given to sudden changes of mood, behaviour or direction, Given to unconventional or strange behaviour or beliefs, Difficult to predict and/or surprising.",
+            "DOMINANT: Forceful, insistent, domineering, Hostile and argumentative, Unyielding in the face of evidence or argument.",
+            "MACHIAVELLIAN: Deliberate deceitfulness in the pursuit on one’s interest; acting in bad faith, Ruthless pursuit of own interests regardless of considerations of right or wrong, General distrust of the motives of others; attribution of bad faith.",
+            "### Team Members ###",
+            "{{TEAM_MEMBERS}}",
+            "### Questions ###",
+            "1. Write a section with the title: \"Team Dynamics and Optimization Strategies\"",
+            "2. Subsection with the title: \"Team Composition:\" including each team member's name followed by their potential (e.g., High Potential) and their individual strengths and challenges. Structure each team member's information as bullet points.",
+            "3. Subsection with the title: \"Team Dynamics:\" including detailed points on role assignment, strength utilization, and challenge mitigation for the team. Provide specific recommendations for each team member.",
+            "4. Subsection with the title: \"Optimization Strategies:\" detailing mentorship and coaching, collaborative culture, structured processes, and ethical standards to optimize team effectiveness. Provide actionable steps and examples for each strategy."
+        ],
+
         "TestTakersSummary": [
             "Analyze {{INDIVIDUAL_NAME}}'s profile in ### Bio Information ###, ## Main Profile ###, ### Red Flags Profile ###, and answer the ### Questions ### with around 800 words length.",
             "### Bio Information of {{INDIVIDUAL_NAME}} ###",