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"""Main Gradio application file."""
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import gradio as gr
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import os
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import json
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import google.generativeai as genai
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from dotenv import load_dotenv
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import datetime
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import interview_logic
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import interview_history
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load_dotenv()
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import firebase_admin
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from firebase_admin import credentials, auth, firestore
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def initialize_firebase():
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"""Attempts to initialize Firebase Admin SDK."""
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if firebase_admin._apps:
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print("Firebase app already initialized in app.py.")
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return firebase_admin.get_app()
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cred = None
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try:
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firebase_credentials_path = os.getenv("FIREBASE_CREDENTIALS_PATH", "prepgenie-64134-firebase-adminsdk-fbsvc-3370ac4ab9.json")
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if firebase_credentials_path and os.path.exists(firebase_credentials_path):
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print(f"Initializing Firebase with credentials file in app.py: {firebase_credentials_path}")
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cred = credentials.Certificate(firebase_credentials_path)
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firebase_app = firebase_admin.initialize_app(cred)
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print("Firebase Admin initialized successfully using credentials file in app.py.")
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return firebase_app
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elif not firebase_credentials_path:
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print("FIREBASE_CREDENTIALS_PATH is not set or is None in app.py.")
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else:
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print(f"Firebase credentials file not found at {firebase_credentials_path} in app.py.")
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except Exception as e:
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print(f"Failed to initialize Firebase using credentials file in app.py: {e}")
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try:
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firebase_credentials_json = os.getenv("FIREBASE_CREDENTIALS_JSON")
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if firebase_credentials_json:
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print("Initializing Firebase with credentials from FIREBASE_CREDENTIALS_JSON environment variable in app.py.")
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cred_dict = json.loads(firebase_credentials_json)
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cred = credentials.Certificate(cred_dict)
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firebase_app = firebase_admin.initialize_app(cred)
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print("Firebase Admin initialized successfully using FIREBASE_CREDENTIALS_JSON in app.py.")
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return firebase_app
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else:
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print("FIREBASE_CREDENTIALS_JSON environment variable not set in app.py.")
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except (json.JSONDecodeError, ValueError) as e:
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print(f"Error parsing FIREBASE_CREDENTIALS_JSON in app.py: {e}")
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except Exception as e:
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print(f"Failed to initialize Firebase using FIREBASE_CREDENTIALS_JSON in app.py: {e}")
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print("Warning: Firebase Admin SDK could not be initialized in app.py. Authentication features will not work.")
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return None
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FIREBASE_APP = initialize_firebase()
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FIREBASE_AVAILABLE = FIREBASE_APP is not None
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genai.configure(api_key=os.getenv("GOOGLE_API_KEY") or "YOUR_DEFAULT_API_KEY_HERE")
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TEXT_MODEL = genai.GenerativeModel("gemini-1.5-flash")
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print("Using Generative AI model: gemini-1.5-flash in app.py")
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try:
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from login_module import chat as chat_module
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CHAT_MODULE_AVAILABLE = True
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print("Chat module imported successfully in app.py.")
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except ImportError as e:
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print(f"Warning: Could not import chat module in app.py: {e}")
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CHAT_MODULE_AVAILABLE = False
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chat_module = None
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def apply_ui_updates(updates_dict):
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"""Converts logic function UI update instructions to Gradio updates."""
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gr_updates = {}
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for component_name, instruction in updates_dict.items():
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if instruction == "gr_hide":
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gr_updates[component_name] = gr.update(visible=False)
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elif instruction == "gr_show":
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gr_updates[component_name] = gr.update(visible=True)
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elif instruction == "gr_show_and_update":
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gr_updates[component_name] = gr.update(visible=True)
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elif instruction == "gr_show_and_update_error":
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gr_updates[component_name] = gr.update(visible=True)
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elif instruction == "gr_clear":
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gr_updates[component_name] = ""
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elif instruction == "gr_clear_dict":
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gr_updates[component_name] = {}
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else:
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gr_updates[component_name] = gr.update()
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return gr_updates
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def navigate_to_interview():
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return (gr.update(visible=True), gr.update(visible=False), gr.update(visible=False))
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def navigate_to_chat():
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return (gr.update(visible=False), gr.update(visible=True), gr.update(visible=False))
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def navigate_to_history():
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return (gr.update(visible=False), gr.update(visible=False), gr.update(visible=True))
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def process_resume_handler(file_obj):
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"""Handles resume processing event."""
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result = interview_logic.process_resume_logic(file_obj)
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ui_updates = apply_ui_updates(result["ui_updates"])
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return (
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result["status"],
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ui_updates.get("role_selection", gr.update()),
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ui_updates.get("start_interview_btn", gr.update()),
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ui_updates.get("question_display", gr.update()),
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ui_updates.get("answer_instructions", gr.update()),
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ui_updates.get("audio_input", gr.update()),
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ui_updates.get("submit_answer_btn", gr.update()),
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ui_updates.get("next_question_btn", gr.update()),
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ui_updates.get("submit_interview_btn", gr.update()),
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ui_updates.get("answer_display", gr.update()),
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ui_updates.get("feedback_display", gr.update()),
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ui_updates.get("metrics_display", gr.update()),
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result["processed_data"]
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)
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def start_interview_handler(roles, processed_resume_data):
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"""Handles interview start event."""
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formatted_resume_data = interview_logic.getallinfo(processed_resume_data, TEXT_MODEL)
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result = interview_logic.start_interview_logic(roles, formatted_resume_data, TEXT_MODEL)
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ui_updates = apply_ui_updates(result["ui_updates"])
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return (
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result["status"],
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result["initial_question"],
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ui_updates.get("audio_input", gr.update()),
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ui_updates.get("submit_answer_btn", gr.update()),
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ui_updates.get("next_question_btn", gr.update()),
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ui_updates.get("submit_interview_btn", gr.update()),
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ui_updates.get("feedback_display", gr.update()),
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ui_updates.get("metrics_display", gr.update()),
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ui_updates.get("question_display", gr.update()),
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ui_updates.get("answer_instructions", gr.update()),
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result["interview_state"]
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)
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def submit_answer_handler(audio, interview_state):
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"""Handles answer submission event."""
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result = interview_logic.submit_answer_logic(audio, interview_state, TEXT_MODEL)
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ui_updates = apply_ui_updates(result["ui_updates"])
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feedback_update = ui_updates.get("feedback_display", gr.update())
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if "gr_show_and_update" in result["ui_updates"].values():
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feedback_update = gr.update(visible=True, value=result["feedback_text"])
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metrics_update = ui_updates.get("metrics_display", gr.update())
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if "gr_show_and_update" in result["ui_updates"].values():
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metrics_update = gr.update(visible=True, value=result["metrics"])
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return (
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result["status"],
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result["answer_text"],
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result["interview_state"],
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feedback_update,
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metrics_update,
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ui_updates.get("audio_input", gr.update()),
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ui_updates.get("submit_answer_btn", gr.update()),
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ui_updates.get("next_question_btn", gr.update()),
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ui_updates.get("submit_interview_btn", gr.update()),
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ui_updates.get("question_display", gr.update()),
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ui_updates.get("answer_instructions", gr.update())
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)
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def next_question_handler(interview_state):
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"""Handles next question event."""
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result = interview_logic.next_question_logic(interview_state)
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ui_updates = apply_ui_updates(result["ui_updates"])
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return (
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result["status"],
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result["next_q"],
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result["interview_state"],
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ui_updates.get("audio_input", gr.update()),
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ui_updates.get("submit_answer_btn", gr.update()),
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ui_updates.get("next_question_btn", gr.update()),
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ui_updates.get("feedback_display", gr.update()),
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ui_updates.get("metrics_display", gr.update()),
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ui_updates.get("submit_interview_btn", gr.update()),
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ui_updates.get("question_display", gr.update()),
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ui_updates.get("answer_instructions", gr.update()),
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ui_updates.get("answer_display", ""),
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ui_updates.get("metrics_display_clear", {})
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)
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def submit_interview_handler(interview_state, user_id_state=""):
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"""Handles interview submission event."""
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result = interview_logic.submit_interview_logic(interview_state, TEXT_MODEL)
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ui_updates = apply_ui_updates(result["ui_updates"])
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if FIREBASE_AVAILABLE and user_id_state and "report_text" in result and "chart_buffer" in result:
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print(f"Attempting to save history for user: {user_id_state} in submit_interview_handler")
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interview_summary_data = {
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"timestamp": datetime.datetime.now().isoformat(),
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"resume_overview": interview_state.get("resume_data", ""),
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"selected_roles": interview_state.get("selected_roles", []),
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"questions": list(interview_state.get("interactions", {}).keys()),
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"answers": list(interview_state.get("interactions", {}).values()),
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"feedback": interview_state.get("feedback", []),
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"interactions": interview_state.get("interactions", {}),
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"metrics_list": interview_state.get("metrics_list", []),
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"final_metrics": interview_logic.parse_metrics(interview_logic.getmetrics(interview_state.get("interactions", {}), interview_state.get("resume_data", ""), TEXT_MODEL)),
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"average_rating": sum(interview_logic.parse_metrics(interview_logic.getmetrics(interview_state.get("interactions", {}), interview_state.get("resume_data", ""), TEXT_MODEL)).values()) / len(interview_logic.parse_metrics(interview_logic.getmetrics(interview_state.get("interactions", {}), interview_state.get("resume_data", ""), TEXT_MODEL))) if interview_logic.parse_metrics(interview_logic.getmetrics(interview_state.get("interactions", {}), interview_state.get("resume_data", ""), TEXT_MODEL)) else 0.0,
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"evaluation_report": result["report_text"]
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}
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save_success = interview_history.save_interview_history(user_id_state, interview_summary_data)
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if save_success:
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print("Interview history saved successfully in submit_interview_handler.")
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else:
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print("Failed to save interview history in submit_interview_handler.")
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else:
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if not user_id_state:
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print("User not logged in. Skipping history save in submit_interview_handler.")
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else:
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print("Firestore not available. Skipping history save in submit_interview_handler.")
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report_update = ui_updates.get("evaluation_report_display", gr.update())
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if "gr_show_and_update" in result["ui_updates"].values():
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report_update = gr.update(visible=True, value=result["report_text"])
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elif "gr_show_and_update_error" in result["ui_updates"].values():
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report_update = gr.update(visible=True, value=result["report_text"])
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chart_update = ui_updates.get("evaluation_chart_display", gr.update())
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if "gr_show_and_update" in result["ui_updates"].values():
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chart_update = gr.update(visible=True, value=result["chart_buffer"])
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elif "gr_show_and_update_error" in result["ui_updates"].values():
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chart_update = gr.update(visible=False)
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return (
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result["status"],
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result["interview_state"],
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report_update,
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chart_update
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)
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def login(email, password):
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if not FIREBASE_AVAILABLE:
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return (
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"Firebase not initialized. Login unavailable.",
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gr.update(visible=True), gr.update(visible=False), gr.update(visible=False),
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"", "", "", ""
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)
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if not email or not password:
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return (
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"Please enter email and password.",
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gr.update(visible=True), gr.update(visible=False), gr.update(visible=False),
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email, password, "", ""
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)
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try:
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user = auth.get_user_by_email(email)
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welcome_msg = f"Welcome, {user.display_name or user.uid}!"
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return (
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welcome_msg,
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gr.update(visible=False), gr.update(visible=False), gr.update(visible=True),
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"", "", user.uid, user.email
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)
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except auth.UserNotFoundError:
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return (
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"User not found. Please check your email or sign up.",
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gr.update(visible=True), gr.update(visible=False), gr.update(visible=False),
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email, password, "", ""
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)
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except Exception as e:
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error_msg = f"Login failed: {str(e)}"
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print(error_msg)
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return (
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error_msg,
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gr.update(visible=True), gr.update(visible=False), gr.update(visible=False),
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email, password, "", ""
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)
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def signup(email, password, username):
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if not FIREBASE_AVAILABLE:
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return (
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"Firebase not initialized. Signup unavailable.",
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gr.update(visible=True), gr.update(visible=False), gr.update(visible=False),
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"", "", "", "", ""
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)
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if not email or not password or not username:
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return (
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"Please fill all fields.",
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gr.update(visible=False), gr.update(visible=True), gr.update(visible=False),
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email, password, username, "", ""
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)
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try:
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user = auth.create_user(email=email, password=password, uid=username, display_name=username)
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success_msg = f"Account created successfully for {username}!"
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return (
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success_msg,
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gr.update(visible=True), gr.update(visible=False), gr.update(visible=False),
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"", "", "", user.uid, user.email
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)
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except auth.UidAlreadyExistsError:
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return (
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"Username already exists. Please choose another.",
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gr.update(visible=False), gr.update(visible=True), gr.update(visible=False),
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email, password, username, "", ""
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)
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except auth.EmailAlreadyExistsError:
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return (
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"Email already exists. Please use another email.",
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gr.update(visible=False), gr.update(visible=True), gr.update(visible=False),
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email, password, username, "", ""
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)
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except Exception as e:
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error_msg = f"Signup failed: {str(e)}"
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print(error_msg)
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return (
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error_msg,
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gr.update(visible=False), gr.update(visible=True), gr.update(visible=False),
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email, password, username, "", ""
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)
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def logout():
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return (
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"",
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gr.update(visible=True), gr.update(visible=False), gr.update(visible=False),
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"", "", "", "", ""
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)
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with gr.Blocks(title="PrepGenie - Mock Interviewer") as demo:
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interview_state = gr.State({})
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user_state = gr.State("")
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user_email_state = gr.State("")
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processed_resume_data_state = gr.State("")
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with gr.Row():
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gr.Markdown(
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"""
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<h1 style="display: flex; justify-content: center; align-items: center;">
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PrepGenie- Interview Preparation App
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</h1>
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""",
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elem_id="title"
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)
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with gr.Column(visible=True) as login_section:
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gr.Markdown("## Login")
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login_email_input = gr.Textbox(label="Email Address")
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login_password_input = gr.Textbox(label="Password", type="password")
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login_btn = gr.Button("Login")
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login_status = gr.Textbox(label="Login Status", interactive=False)
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switch_to_signup_btn = gr.Button("Don't have an account? Sign Up")
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with gr.Column(visible=False) as signup_section:
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gr.Markdown("## Sign Up")
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signup_email_input = gr.Textbox(label="Email Address")
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signup_password_input = gr.Textbox(label="Password", type="password")
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signup_username_input = gr.Textbox(label="Unique Username")
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signup_btn = gr.Button("Create my account")
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signup_status = gr.Textbox(label="Signup Status", interactive=False)
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switch_to_login_btn = gr.Button("Already have an account? Login")
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with gr.Column(visible=False) as main_app:
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with gr.Row():
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with gr.Column(scale=1):
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logout_btn = gr.Button("Logout")
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|
|
with gr.Column(scale=4):
|
|
|
welcome_display = gr.Markdown("### Welcome, User!")
|
|
|
|
|
|
with gr.Row():
|
|
|
with gr.Column(scale=1):
|
|
|
interview_btn = gr.Button("Mock Interview")
|
|
|
if CHAT_MODULE_AVAILABLE:
|
|
|
chat_btn = gr.Button("Chat with Resume")
|
|
|
else:
|
|
|
chat_btn = gr.Button("Chat with Resume (Unavailable)", interactive=False)
|
|
|
history_btn = gr.Button("My Interview History")
|
|
|
|
|
|
with gr.Column(scale=4):
|
|
|
|
|
|
with gr.Column(visible=False) as interview_selection:
|
|
|
gr.Markdown("## Mock Interview")
|
|
|
with gr.Row():
|
|
|
with gr.Column():
|
|
|
file_upload_interview = gr.File(label="Upload Resume (PDF)", file_types=[".pdf"])
|
|
|
process_btn_interview = gr.Button("Process Resume")
|
|
|
with gr.Column():
|
|
|
file_status_interview = gr.Textbox(label="Status", interactive=False)
|
|
|
role_selection = gr.Dropdown(
|
|
|
choices=["Data Scientist", "Software Engineer", "Product Manager", "Data Analyst", "Business Analyst"],
|
|
|
multiselect=True, label="Select Job Role(s)", visible=False
|
|
|
)
|
|
|
start_interview_btn = gr.Button("Start Interview", visible=False)
|
|
|
question_display = gr.Textbox(label="Question", interactive=False, visible=False)
|
|
|
answer_instructions = gr.Markdown("Click 'Record Answer' and speak your response.", visible=False)
|
|
|
audio_input = gr.Audio(label="Record Answer", type="numpy", visible=False)
|
|
|
submit_answer_btn = gr.Button("Submit Answer", visible=False)
|
|
|
next_question_btn = gr.Button("Next Question", visible=False)
|
|
|
submit_interview_btn = gr.Button("Submit Interview", visible=False, variant="primary")
|
|
|
answer_display = gr.Textbox(label="Your Answer", interactive=False, visible=False)
|
|
|
feedback_display = gr.Textbox(label="Feedback", interactive=False, visible=False)
|
|
|
metrics_display = gr.JSON(label="Metrics", visible=False)
|
|
|
processed_resume_data_hidden_interview = gr.Textbox(visible=False)
|
|
|
|
|
|
with gr.Column(visible=False) as evaluation_selection:
|
|
|
gr.Markdown("## Interview Evaluation Results")
|
|
|
evaluation_report_display = gr.Markdown(label="Your Evaluation Report", visible=False)
|
|
|
evaluation_chart_display = gr.Image(label="Skills Breakdown", type="pil", visible=False)
|
|
|
|
|
|
|
|
|
if CHAT_MODULE_AVAILABLE:
|
|
|
with gr.Column(visible=False) as chat_selection:
|
|
|
gr.Markdown("## Chat with Resume")
|
|
|
with gr.Row():
|
|
|
with gr.Column():
|
|
|
file_upload_chat = gr.File(label="Upload Resume (PDF)", file_types=[".pdf"])
|
|
|
process_chat_btn = gr.Button("Process Resume")
|
|
|
with gr.Column():
|
|
|
file_status_chat = gr.Textbox(label="Status", interactive=False)
|
|
|
chatbot = gr.Chatbot(label="Chat History", visible=False, type="messages")
|
|
|
query_input = gr.Textbox(label="Ask about your resume", placeholder="Type your question here...", visible=False)
|
|
|
send_btn = gr.Button("Send", visible=False)
|
|
|
else:
|
|
|
with gr.Column(visible=False) as chat_selection:
|
|
|
gr.Markdown("## Chat with Resume (Unavailable)")
|
|
|
gr.Textbox(value="Chat module is not available.", interactive=False)
|
|
|
|
|
|
|
|
|
with gr.Column(visible=False) as history_selection:
|
|
|
gr.Markdown("## Your Interview History")
|
|
|
load_history_btn = gr.Button("Load My Past Interviews")
|
|
|
history_output = gr.Textbox(label="Past Interviews", max_lines=30, interactive=False, visible=True)
|
|
|
|
|
|
|
|
|
interview_view = interview_selection
|
|
|
chat_view = chat_selection
|
|
|
history_view = history_selection
|
|
|
|
|
|
|
|
|
interview_btn.click(fn=navigate_to_interview, inputs=None, outputs=[interview_view, chat_view, history_view])
|
|
|
if CHAT_MODULE_AVAILABLE:
|
|
|
chat_btn.click(fn=navigate_to_chat, inputs=None, outputs=[interview_view, chat_view, history_view])
|
|
|
history_btn.click(fn=navigate_to_history, inputs=None, outputs=[interview_view, chat_view, history_view])
|
|
|
|
|
|
|
|
|
process_btn_interview.click(
|
|
|
fn=process_resume_handler,
|
|
|
inputs=[file_upload_interview],
|
|
|
outputs=[
|
|
|
file_status_interview, role_selection, start_interview_btn,
|
|
|
question_display, answer_instructions, audio_input,
|
|
|
submit_answer_btn, next_question_btn, submit_interview_btn,
|
|
|
answer_display, feedback_display, metrics_display,
|
|
|
processed_resume_data_hidden_interview
|
|
|
]
|
|
|
)
|
|
|
start_interview_btn.click(
|
|
|
fn=start_interview_handler,
|
|
|
inputs=[role_selection, processed_resume_data_hidden_interview],
|
|
|
outputs=[
|
|
|
file_status_interview, question_display,
|
|
|
audio_input, submit_answer_btn, next_question_btn,
|
|
|
submit_interview_btn, feedback_display, metrics_display,
|
|
|
question_display, answer_instructions,
|
|
|
interview_state
|
|
|
]
|
|
|
)
|
|
|
submit_answer_btn.click(
|
|
|
fn=submit_answer_handler,
|
|
|
inputs=[audio_input, interview_state],
|
|
|
outputs=[
|
|
|
file_status_interview, answer_display, interview_state,
|
|
|
feedback_display, metrics_display,
|
|
|
audio_input, submit_answer_btn, next_question_btn,
|
|
|
submit_interview_btn, question_display, answer_instructions
|
|
|
]
|
|
|
)
|
|
|
next_question_btn.click(
|
|
|
fn=next_question_handler,
|
|
|
inputs=[interview_state],
|
|
|
outputs=[
|
|
|
file_status_interview, question_display, interview_state,
|
|
|
audio_input, submit_answer_btn, next_question_btn,
|
|
|
feedback_display, metrics_display, submit_interview_btn,
|
|
|
question_display, answer_instructions,
|
|
|
answer_display, metrics_display
|
|
|
]
|
|
|
)
|
|
|
submit_interview_btn.click(
|
|
|
fn=submit_interview_handler,
|
|
|
inputs=[interview_state, user_state],
|
|
|
outputs=[
|
|
|
file_status_interview,
|
|
|
interview_state,
|
|
|
evaluation_report_display,
|
|
|
evaluation_chart_display
|
|
|
]
|
|
|
)
|
|
|
|
|
|
|
|
|
if CHAT_MODULE_AVAILABLE:
|
|
|
process_chat_btn.click(
|
|
|
fn=chat_module.process_resume_chat,
|
|
|
inputs=[file_upload_chat],
|
|
|
outputs=[file_status_chat, processed_resume_data_state, query_input, send_btn, chatbot]
|
|
|
)
|
|
|
send_btn.click(
|
|
|
fn=chat_module.chat_with_resume,
|
|
|
inputs=[query_input, processed_resume_data_state, chatbot],
|
|
|
outputs=[query_input, chatbot]
|
|
|
)
|
|
|
query_input.submit(
|
|
|
fn=chat_module.chat_with_resume,
|
|
|
inputs=[query_input, processed_resume_data_state, chatbot],
|
|
|
outputs=[query_input, chatbot]
|
|
|
)
|
|
|
|
|
|
|
|
|
load_history_btn.click(fn=interview_history.load_user_history, inputs=[user_state], outputs=[history_output])
|
|
|
|
|
|
|
|
|
login_btn.click(
|
|
|
fn=login,
|
|
|
inputs=[login_email_input, login_password_input],
|
|
|
outputs=[login_status, login_section, signup_section, main_app,
|
|
|
login_email_input, login_password_input, user_state, user_email_state]
|
|
|
)
|
|
|
signup_btn.click(
|
|
|
fn=signup,
|
|
|
inputs=[signup_email_input, signup_password_input, signup_username_input],
|
|
|
outputs=[signup_status, login_section, signup_section, main_app,
|
|
|
signup_email_input, signup_password_input, signup_username_input,
|
|
|
user_state, user_email_state]
|
|
|
)
|
|
|
logout_btn.click(
|
|
|
fn=logout,
|
|
|
inputs=None,
|
|
|
outputs=[login_status, login_section, signup_section, main_app,
|
|
|
login_email_input, login_password_input, signup_username_input,
|
|
|
user_state, user_email_state]
|
|
|
)
|
|
|
switch_to_signup_btn.click(
|
|
|
fn=lambda: (gr.update(visible=False), gr.update(visible=True)),
|
|
|
inputs=None,
|
|
|
outputs=[login_section, signup_section]
|
|
|
)
|
|
|
switch_to_login_btn.click(
|
|
|
fn=lambda: (gr.update(visible=True), gr.update(visible=False)),
|
|
|
inputs=None,
|
|
|
outputs=[login_section, signup_section]
|
|
|
)
|
|
|
|
|
|
if __name__ == "__main__":
|
|
|
demo.launch(server_name="0.0.0.0")
|
|
|
|