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CONCEPT_MAP_JSON = """ | |
{ | |
"central_node": "Artificial Intelligence (AI)", | |
"nodes": [ | |
{ | |
"id": "ml_fundamental", | |
"label": "Machine Learning", | |
"relationship": "is essential for", | |
"subnodes": [ | |
{ | |
"id": "dl_branch", | |
"label": "Deep Learning", | |
"relationship": "for example", | |
"subnodes": [ | |
{ | |
"id": "cnn_example", | |
"label": "CNNs", | |
"relationship": "for example" | |
}, | |
{ | |
"id": "rnn_example", | |
"label": "RNNs", | |
"relationship": "for example" | |
} | |
] | |
}, | |
{ | |
"id": "rl_branch", | |
"label": "Reinforcement Learning", | |
"relationship": "for example", | |
"subnodes": [ | |
{ | |
"id": "qlearning_example", | |
"label": "Q-Learning", | |
"relationship": "example" | |
}, | |
{ | |
"id": "pg_example", | |
"label": "Policy Gradients", | |
"relationship": "example" | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "ai_types", | |
"label": "Types", | |
"relationship": "formed by", | |
"subnodes": [ | |
{ | |
"id": "agi_type", | |
"label": "AGI", | |
"relationship": "this is", | |
"subnodes": [ | |
{ | |
"id": "strong_ai", | |
"label": "Strong AI", | |
"relationship": "provoked by", | |
"subnodes": [ | |
{ | |
"id": "human_intel", | |
"label": "Human-level Intel.", | |
"relationship": "of" | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "ani_type", | |
"label": "ANI", | |
"relationship": "this is", | |
"subnodes": [ | |
{ | |
"id": "weak_ai", | |
"label": "Weak AI", | |
"relationship": "provoked by", | |
"subnodes": [ | |
{ | |
"id": "narrow_tasks", | |
"label": "Narrow Tasks", | |
"relationship": "of" | |
} | |
] | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "ai_capabilities", | |
"label": "Capabilities", | |
"relationship": "change", | |
"subnodes": [ | |
{ | |
"id": "data_proc", | |
"label": "Data Processing", | |
"relationship": "can", | |
"subnodes": [ | |
{ | |
"id": "big_data", | |
"label": "Big Data", | |
"relationship": "as", | |
"subnodes": [ | |
{ | |
"id": "analysis_example", | |
"label": "Data Analysis", | |
"relationship": "example" | |
}, | |
{ | |
"id": "prediction_example", | |
"label": "Prediction", | |
"relationship": "example" | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "decision_making", | |
"label": "Decision Making", | |
"relationship": "can be", | |
"subnodes": [ | |
{ | |
"id": "automation", | |
"label": "Automation", | |
"relationship": "as", | |
"subnodes": [ | |
{ | |
"id": "robotics_example", | |
"label": "Robotics", | |
"relationship": "Example"}, | |
{ | |
"id": "autonomous_example", | |
"label": "Autonomous Vehicles", | |
"relationship": "of one" | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "problem_solving", | |
"label": "Problem Solving", | |
"relationship": "can", | |
"subnodes": [ | |
{ | |
"id": "optimization", | |
"label": "Optimization", | |
"relationship": "as is", | |
"subnodes": [ | |
{ | |
"id": "algorithms_example", | |
"label": "Algorithms", | |
"relationship": "for example" | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
""" | |
SYNOPTIC_CHART_JSON = """ | |
{ | |
"central_node": "AI Project Lifecycle", | |
"nodes": [ | |
{ | |
"id": "phase1", | |
"label": "I. Problem Definition & Data Acquisition", | |
"relationship": "Starts with", | |
"subnodes": [ | |
{ | |
"id": "sub1_1", | |
"label": "1. Problem Formulation", | |
"relationship": "Involves", | |
"subnodes": [ | |
{"id": "sub1_1_1", "label": "1.1. Identify Business Need", "relationship": "e.g."}, | |
{"id": "sub1_1_2", "label": "1.2. Define KPIs", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "sub1_2", | |
"label": "2. Data Collection", | |
"relationship": "Followed by", | |
"subnodes": [ | |
{"id": "sub1_2_1", "label": "2.1. Source Data", "relationship": "from"}, | |
{"id": "sub1_2_2", "label": "2.2. Data Cleaning", "relationship": "includes"} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "phase2", | |
"label": "II. Model Development", | |
"relationship": "Proceeds to", | |
"subnodes": [ | |
{ | |
"id": "sub2_1", | |
"label": "1. Feature Engineering", | |
"relationship": "Comprises", | |
"subnodes": [ | |
{"id": "sub2_1_1", "label": "1.1. Feature Selection", "relationship": "e.g."}, | |
{"id": "sub2_1_2", "label": "1.2. Feature Transformation", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "sub2_2", | |
"label": "2. Model Training", | |
"relationship": "Involves", | |
"subnodes": [ | |
{"id": "sub2_2_1", "label": "2.1. Algorithm Selection", "relationship": "uses"}, | |
{"id": "sub2_2_2", "label": "2.2. Hyperparameter Tuning", "relationship": "optimizes"} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "phase3", | |
"label": "III. Evaluation & Deployment", | |
"relationship": "Culminates in", | |
"subnodes": [ | |
{ | |
"id": "sub3_1", | |
"label": "1. Model Evaluation", | |
"relationship": "Includes", | |
"subnodes": [ | |
{"id": "sub3_1_1", "label": "1.1. Performance Metrics", "relationship": "measures"}, | |
{"id": "sub3_1_2", "label": "1.2. Bias & Fairness Audits", "relationship": "ensures"} | |
] | |
}, | |
{ | |
"id": "sub3_2", | |
"label": "2. Deployment & Monitoring", | |
"relationship": "Requires", | |
"subnodes": [ | |
{"id": "sub3_2_1", "label": "2.1. API/Integration Development", "relationship": "for"}, | |
{"id": "sub3_2_2", "label": "2.2. Continuous Monitoring", "relationship": "ensures"} | |
] | |
} | |
] | |
} | |
] | |
} | |
""" | |
RADIAL_DIAGRAM_JSON = """ | |
{ | |
"central_node": "AI Core Concepts & Domains", | |
"nodes": [ | |
{ | |
"id": "foundational_ml", | |
"label": "Foundational ML", | |
"relationship": "builds on", | |
"subnodes": [ | |
{"id": "supervised_l", "label": "Supervised Learning", "relationship": "e.g."}, | |
{"id": "unsupervised_l", "label": "Unsupervised Learning", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "dl_architectures", | |
"label": "Deep Learning Arch.", | |
"relationship": "evolved from", | |
"subnodes": [ | |
{"id": "cnns_rad", "label": "CNNs", "relationship": "e.g."}, | |
{"id": "rnns_rad", "label": "RNNs", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "major_applications", | |
"label": "Major AI Applications", | |
"relationship": "applied in", | |
"subnodes": [ | |
{"id": "nlp_rad", "label": "Natural Language Processing", "relationship": "e.g."}, | |
{"id": "cv_rad", "label": "Computer Vision", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "ethical_concerns", | |
"label": "Ethical AI Concerns", | |
"relationship": "addresses", | |
"subnodes": [ | |
{"id": "fairness_rad", "label": "Fairness & Bias", "relationship": "e.g."}, | |
{"id": "explainability", "label": "Explainability (XAI)", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "future_trends", | |
"label": "Future AI Trends", | |
"relationship": "looking at", | |
"subnodes": [ | |
{"id": "agi_future", "label": "AGI Development", "relationship": "e.g."}, | |
{"id": "quantum_ai", "label": "Quantum AI", "relationship": "e.g."} | |
] | |
} | |
] | |
} | |
""" | |
PROCESS_FLOW_JSON = """ | |
{ | |
"start_node": "Start Inference Request", | |
"nodes": [ | |
{ | |
"id": "user_input", | |
"label": "Receive User Input (Data)", | |
"type": "io" | |
}, | |
{ | |
"id": "preprocess_data", | |
"label": "Preprocess Data", | |
"type": "process" | |
}, | |
{ | |
"id": "validate_data", | |
"label": "Validate Data Format/Type", | |
"type": "decision" | |
}, | |
{ | |
"id": "data_valid_yes", | |
"label": "Data Valid?", | |
"type": "decision" | |
}, | |
{ | |
"id": "load_model", | |
"label": "Load AI Model (if not cached)", | |
"type": "process" | |
}, | |
{ | |
"id": "run_inference", | |
"label": "Run AI Model Inference", | |
"type": "process" | |
}, | |
{ | |
"id": "postprocess_output", | |
"label": "Postprocess Model Output", | |
"type": "process" | |
}, | |
{ | |
"id": "send_response", | |
"label": "Send Response to User", | |
"type": "io" | |
}, | |
{ | |
"id": "log_error", | |
"label": "Log Error & Notify User", | |
"type": "process" | |
}, | |
{ | |
"id": "end_inference_process", | |
"label": "End Inference Process", | |
"type": "end" | |
} | |
], | |
"connections": [ | |
{"from": "start_node", "to": "user_input", "label": "Request"}, | |
{"from": "user_input", "to": "preprocess_data", "label": "Data Received"}, | |
{"from": "preprocess_data", "to": "validate_data", "label": "Cleaned"}, | |
{"from": "validate_data", "to": "data_valid_yes", "label": "Check"}, | |
{"from": "data_valid_yes", "to": "load_model", "label": "Yes"}, | |
{"from": "data_valid_yes", "to": "log_error", "label": "No"}, | |
{"from": "load_model", "to": "run_inference", "label": "Model Ready"}, | |
{"from": "run_inference", "to": "postprocess_output", "label": "Output Generated"}, | |
{"from": "postprocess_output", "to": "send_response", "label": "Ready"}, | |
{"from": "send_response", "to": "end_inference_process", "label": "Response Sent"}, | |
{"from": "log_error", "to": "end_inference_process", "label": "Error Handled"} | |
] | |
} | |
""" | |
WBS_DIAGRAM_JSON = """ | |
{ | |
"project_title": "AI Model Development Project", | |
"phases": [ | |
{ | |
"id": "phase_prep", | |
"label": "Preparation", | |
"tasks": [ | |
{ | |
"id": "task_1_1_vision", | |
"label": "Identify Vision", | |
"subtasks": [ | |
{ | |
"id": "subtask_1_1_1_design_staff", | |
"label": "Design & Staffing", | |
"sub_subtasks": [ | |
{ | |
"id": "ss_task_1_1_1_1_env_setup", | |
"label": "Environment Setup", | |
"sub_sub_subtasks": [ | |
{ | |
"id": "sss_task_1_1_1_1_1_lib_install", | |
"label": "Install Libraries", | |
"final_level_tasks": [ | |
{"id": "ft_1_1_1_1_1_1_data_access", "label": "Grant Data Access"} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "phase_plan", | |
"label": "Planning", | |
"tasks": [ | |
{ | |
"id": "task_2_1_cost_analysis", | |
"label": "Cost Analysis", | |
"subtasks": [ | |
{ | |
"id": "subtask_2_1_1_benefit_analysis", | |
"label": "Benefit Analysis", | |
"sub_subtasks": [ | |
{ | |
"id": "ss_task_2_1_1_1_risk_assess", | |
"label": "AI Risk Assessment", | |
"sub_sub_subtasks": [ | |
{ | |
"id": "sss_task_2_1_1_1_1_model_selection", | |
"label": "Model Selection", | |
"final_level_tasks": [ | |
{"id": "ft_2_1_1_1_1_1_data_strategy", "label": "Data Strategy"} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "phase_dev", | |
"label": "Development", | |
"tasks": [ | |
{ | |
"id": "task_3_1_change_mgmt", | |
"label": "Data Preprocessing", | |
"subtasks": [ | |
{ | |
"id": "subtask_3_1_1_implementation", | |
"label": "Feature Engineering", | |
"sub_subtasks": [ | |
{ | |
"id": "ss_task_3_1_1_1_beta_testing", | |
"label": "Model Training", | |
"sub_sub_subtasks": [ | |
{ | |
"id": "sss_task_3_1_1_1_1_other_task", | |
"label": "Model Evaluation", | |
"final_level_tasks": [ | |
{"id": "ft_3_1_1_1_1_1_hyperparam_tune", "label": "Hyperparameter Tuning"} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
""" | |
CONCEPT_MAP_JSON = """ | |
{ | |
"central_node": "Artificial Intelligence (AI)", | |
"nodes": [ | |
{ | |
"id": "ml_fundamental", | |
"label": "Machine Learning", | |
"relationship": "is essential for", | |
"subnodes": [ | |
{ | |
"id": "dl_branch", | |
"label": "Deep Learning", | |
"relationship": "for example", | |
"subnodes": [ | |
{ | |
"id": "cnn_example", | |
"label": "CNNs", | |
"relationship": "for example" | |
}, | |
{ | |
"id": "rnn_example", | |
"label": "RNNs", | |
"relationship": "for example" | |
} | |
] | |
}, | |
{ | |
"id": "rl_branch", | |
"label": "Reinforcement Learning", | |
"relationship": "for example", | |
"subnodes": [ | |
{ | |
"id": "qlearning_example", | |
"label": "Q-Learning", | |
"relationship": "example" | |
}, | |
{ | |
"id": "pg_example", | |
"label": "Policy Gradients", | |
"relationship": "example" | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "ai_types", | |
"label": "Types", | |
"relationship": "formed by", | |
"subnodes": [ | |
{ | |
"id": "agi_type", | |
"label": "AGI", | |
"relationship": "this is", | |
"subnodes": [ | |
{ | |
"id": "strong_ai", | |
"label": "Strong AI", | |
"relationship": "provoked by", | |
"subnodes": [ | |
{ | |
"id": "human_intel", | |
"label": "Human-level Intel.", | |
"relationship": "of" | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "ani_type", | |
"label": "ANI", | |
"relationship": "this is", | |
"subnodes": [ | |
{ | |
"id": "weak_ai", | |
"label": "Weak AI", | |
"relationship": "provoked by", | |
"subnodes": [ | |
{ | |
"id": "narrow_tasks", | |
"label": "Narrow Tasks", | |
"relationship": "of" | |
} | |
] | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "ai_capabilities", | |
"label": "Capabilities", | |
"relationship": "change", | |
"subnodes": [ | |
{ | |
"id": "data_proc", | |
"label": "Data Processing", | |
"relationship": "can", | |
"subnodes": [ | |
{ | |
"id": "big_data", | |
"label": "Big Data", | |
"relationship": "as", | |
"subnodes": [ | |
{ | |
"id": "analysis_example", | |
"label": "Data Analysis", | |
"relationship": "example" | |
}, | |
{ | |
"id": "prediction_example", | |
"label": "Prediction", | |
"relationship": "example" | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "decision_making", | |
"label": "Decision Making", | |
"relationship": "can be", | |
"subnodes": [ | |
{ | |
"id": "automation", | |
"label": "Automation", | |
"relationship": "as", | |
"subnodes": [ | |
{ | |
"id": "robotics_example", | |
"label": "Robotics", | |
"relationship": "Example"}, | |
{ | |
"id": "autonomous_example", | |
"label": "Autonomous Vehicles", | |
"relationship": "of one" | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "problem_solving", | |
"label": "Problem Solving", | |
"relationship": "can", | |
"subnodes": [ | |
{ | |
"id": "optimization", | |
"label": "Optimization", | |
"relationship": "as is", | |
"subnodes": [ | |
{ | |
"id": "algorithms_example", | |
"label": "Algorithms", | |
"relationship": "for example" | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
""" | |
# JSON for Synoptic Chart (horizontal hierarchy) - AI related, 4 levels | |
SYNOPTIC_CHART_JSON = """ | |
{ | |
"central_node": "AI Project Lifecycle", | |
"nodes": [ | |
{ | |
"id": "phase1", | |
"label": "I. Problem Definition & Data Acquisition", | |
"relationship": "Starts with", | |
"subnodes": [ | |
{ | |
"id": "sub1_1", | |
"label": "1. Problem Formulation", | |
"relationship": "Involves", | |
"subnodes": [ | |
{"id": "sub1_1_1", "label": "1.1. Identify Business Need", "relationship": "e.g."}, | |
{"id": "sub1_1_2", "label": "1.2. Define KPIs", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "sub1_2", | |
"label": "2. Data Collection", | |
"relationship": "Followed by", | |
"subnodes": [ | |
{"id": "sub1_2_1", "label": "2.1. Source Data", "relationship": "from"}, | |
{"id": "sub1_2_2", "label": "2.2. Data Cleaning", "relationship": "includes"} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "phase2", | |
"label": "II. Model Development", | |
"relationship": "Proceeds to", | |
"subnodes": [ | |
{ | |
"id": "sub2_1", | |
"label": "1. Feature Engineering", | |
"relationship": "Comprises", | |
"subnodes": [ | |
{"id": "sub2_1_1", "label": "1.1. Feature Selection", "relationship": "e.g."}, | |
{"id": "sub2_1_2", "label": "1.2. Feature Transformation", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "sub2_2", | |
"label": "2. Model Training", | |
"relationship": "Involves", | |
"subnodes": [ | |
{"id": "sub2_2_1", "label": "2.1. Algorithm Selection", "relationship": "uses"}, | |
{"id": "sub2_2_2", "label": "2.2. Hyperparameter Tuning", "relationship": "optimizes"} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "phase3", | |
"label": "III. Evaluation & Deployment", | |
"relationship": "Culminates in", | |
"subnodes": [ | |
{ | |
"id": "sub3_1", | |
"label": "1. Model Evaluation", | |
"relationship": "Includes", | |
"subnodes": [ | |
{"id": "sub3_1_1", "label": "1.1. Performance Metrics", "relationship": "measures"}, | |
{"id": "sub3_1_2", "label": "1.2. Bias & Fairness Audits", "relationship": "ensures"} | |
] | |
}, | |
{ | |
"id": "sub3_2", | |
"label": "2. Deployment & Monitoring", | |
"relationship": "Requires", | |
"subnodes": [ | |
{"id": "sub3_2_1", "label": "2.1. API/Integration Development", "relationship": "for"}, | |
{"id": "sub3_2_2", "label": "2.2. Continuous Monitoring", "relationship": "ensures"} | |
] | |
} | |
] | |
} | |
] | |
} | |
""" | |
# JSON for Radial Diagram (central expansion) - AI related, 3 levels with 5->10 structure | |
RADIAL_DIAGRAM_JSON = """ | |
{ | |
"central_node": "AI Core Concepts & Domains", | |
"nodes": [ | |
{ | |
"id": "foundational_ml", | |
"label": "Foundational ML", | |
"relationship": "builds on", | |
"subnodes": [ | |
{"id": "supervised_l", "label": "Supervised Learning", "relationship": "e.g."}, | |
{"id": "unsupervised_l", "label": "Unsupervised Learning", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "dl_architectures", | |
"label": "Deep Learning Arch.", | |
"relationship": "evolved from", | |
"subnodes": [ | |
{"id": "cnns_rad", "label": "CNNs", "relationship": "e.g."}, | |
{"id": "rnns_rad", "label": "RNNs", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "major_applications", | |
"label": "Major AI Applications", | |
"relationship": "applied in", | |
"subnodes": [ | |
{"id": "nlp_rad", "label": "Natural Language Processing", "relationship": "e.g."}, | |
{"id": "cv_rad", "label": "Computer Vision", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "ethical_concerns", | |
"label": "Ethical AI Concerns", | |
"relationship": "addresses", | |
"subnodes": [ | |
{"id": "fairness_rad", "label": "Fairness & Bias", "relationship": "e.g."}, | |
{"id": "explainability", "label": "Explainability (XAI)", "relationship": "e.g."} | |
] | |
}, | |
{ | |
"id": "future_trends", | |
"label": "Future AI Trends", | |
"relationship": "looking at", | |
"subnodes": [ | |
{"id": "agi_future", "label": "AGI Development", "relationship": "e.g."}, | |
{"id": "quantum_ai", "label": "Quantum AI", "relationship": "e.g."} | |
] | |
} | |
] | |
} | |
""" | |
PROCESS_FLOW_JSON = """ | |
{ | |
"start_node": "Start Inference Request", | |
"nodes": [ | |
{ | |
"id": "user_input", | |
"label": "Receive User Input (Data)", | |
"type": "io" | |
}, | |
{ | |
"id": "preprocess_data", | |
"label": "Preprocess Data", | |
"type": "process" | |
}, | |
{ | |
"id": "validate_data", | |
"label": "Validate Data Format/Type", | |
"type": "decision" | |
}, | |
{ | |
"id": "data_valid_yes", | |
"label": "Data Valid?", | |
"type": "decision" | |
}, | |
{ | |
"id": "load_model", | |
"label": "Load AI Model (if not cached)", | |
"type": "process" | |
}, | |
{ | |
"id": "run_inference", | |
"label": "Run AI Model Inference", | |
"type": "process" | |
}, | |
{ | |
"id": "postprocess_output", | |
"label": "Postprocess Model Output", | |
"type": "process" | |
}, | |
{ | |
"id": "send_response", | |
"label": "Send Response to User", | |
"type": "io" | |
}, | |
{ | |
"id": "log_error", | |
"label": "Log Error & Notify User", | |
"type": "process" | |
}, | |
{ | |
"id": "end_inference_process", | |
"label": "End Inference Process", | |
"type": "end" | |
} | |
], | |
"connections": [ | |
{"from": "start_node", "to": "user_input", "label": "Request"}, | |
{"from": "user_input", "to": "preprocess_data", "label": "Data Received"}, | |
{"from": "preprocess_data", "to": "validate_data", "label": "Cleaned"}, | |
{"from": "validate_data", "to": "data_valid_yes", "label": "Check"}, | |
{"from": "data_valid_yes", "to": "load_model", "label": "Yes"}, | |
{"from": "data_valid_yes", "to": "log_error", "label": "No"}, | |
{"from": "load_model", "to": "run_inference", "label": "Model Ready"}, | |
{"from": "run_inference", "to": "postprocess_output", "label": "Output Generated"}, | |
{"from": "postprocess_output", "to": "send_response", "label": "Ready"}, | |
{"from": "send_response", "to": "end_inference_process", "label": "Response Sent"}, | |
{"from": "log_error", "to": "end_inference_process", "label": "Error Handled"} | |
] | |
} | |
""" | |
# New JSON for Work Breakdown Structure (WBS) Diagram - similar to image, but not identical | |
WBS_DIAGRAM_JSON = """ | |
{ | |
"project_title": "AI Model Development Project", | |
"phases": [ | |
{ | |
"id": "phase_prep", | |
"label": "Preparation", | |
"tasks": [ | |
{ | |
"id": "task_1_1_vision", | |
"label": "Identify Vision", | |
"subtasks": [ | |
{ | |
"id": "subtask_1_1_1_design_staff", | |
"label": "Design & Staffing", | |
"sub_subtasks": [ | |
{ | |
"id": "ss_task_1_1_1_1_env_setup", | |
"label": "Environment Setup", | |
"sub_sub_subtasks": [ | |
{ | |
"id": "sss_task_1_1_1_1_1_lib_install", | |
"label": "Install Libraries", | |
"final_level_tasks": [ | |
{"id": "ft_1_1_1_1_1_1_data_access", "label": "Grant Data Access"} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "phase_plan", | |
"label": "Planning", | |
"tasks": [ | |
{ | |
"id": "task_2_1_cost_analysis", | |
"label": "Cost Analysis", | |
"subtasks": [ | |
{ | |
"id": "subtask_2_1_1_benefit_analysis", | |
"label": "Benefit Analysis", | |
"sub_subtasks": [ | |
{ | |
"id": "ss_task_2_1_1_1_risk_assess", | |
"label": "AI Risk Assessment", | |
"sub_sub_subtasks": [ | |
{ | |
"id": "sss_task_2_1_1_1_1_model_selection", | |
"label": "Model Selection", | |
"final_level_tasks": [ | |
{"id": "ft_2_1_1_1_1_1_data_strategy", "label": "Data Strategy"} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
}, | |
{ | |
"id": "phase_dev", | |
"label": "Development", | |
"tasks": [ | |
{ | |
"id": "task_3_1_change_mgmt", | |
"label": "Data Preprocessing", | |
"subtasks": [ | |
{ | |
"id": "subtask_3_1_1_implementation", | |
"label": "Feature Engineering", | |
"sub_subtasks": [ | |
{ | |
"id": "ss_task_3_1_1_1_beta_testing", | |
"label": "Model Training", | |
"sub_sub_subtasks": [ | |
{ | |
"id": "sss_task_3_1_1_1_1_other_task", | |
"label": "Model Evaluation", | |
"final_level_tasks": [ | |
{"id": "ft_3_1_1_1_1_1_hyperparam_tune", "label": "Hyperparameter Tuning"} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
] | |
} | |
""" | |
# JSON for Timeline Diagram | |
TIMELINE_JSON = """ | |
{ | |
"title": "Complete History of Artificial Intelligence", | |
"events_per_row": 4, | |
"events": [ | |
{ | |
"id": "event_1", | |
"label": "AI Concept Birth", | |
"date": "1943", | |
"description": "McCulloch & Pitts neural network model" | |
}, | |
{ | |
"id": "event_2", | |
"label": "Turing Test", | |
"date": "1950", | |
"description": "Alan Turing proposes machine intelligence test" | |
}, | |
{ | |
"id": "event_3", | |
"label": "Dartmouth Conference", | |
"date": "1956", | |
"description": "Term 'Artificial Intelligence' coined" | |
}, | |
{ | |
"id": "event_4", | |
"label": "First AI Program", | |
"date": "1957", | |
"description": "General Problem Solver (GPS) created" | |
}, | |
{ | |
"id": "event_5", | |
"label": "Perceptron Algorithm", | |
"date": "1958", | |
"description": "Frank Rosenblatt develops perceptron" | |
}, | |
{ | |
"id": "event_6", | |
"label": "LISP Programming", | |
"date": "1959", | |
"description": "John McCarthy creates LISP for AI" | |
}, | |
{ | |
"id": "event_7", | |
"label": "Expert Systems", | |
"date": "1965", | |
"description": "DENDRAL - first expert system" | |
}, | |
{ | |
"id": "event_8", | |
"label": "AI Winter Begins", | |
"date": "1974", | |
"description": "Funding cuts due to unmet expectations" | |
}, | |
{ | |
"id": "event_9", | |
"label": "Backpropagation", | |
"date": "1986", | |
"description": "Algorithm for training neural networks" | |
}, | |
{ | |
"id": "event_10", | |
"label": "Deep Blue Victory", | |
"date": "1997", | |
"description": "IBM computer defeats chess champion" | |
}, | |
{ | |
"id": "event_11", | |
"label": "Machine Learning Boom", | |
"date": "2000s", | |
"description": "Support Vector Machines, Random Forests" | |
}, | |
{ | |
"id": "event_12", | |
"label": "Deep Learning Revival", | |
"date": "2006", | |
"description": "Geoffrey Hinton's deep belief networks" | |
}, | |
{ | |
"id": "event_13", | |
"label": "ImageNet Challenge", | |
"date": "2012", | |
"description": "AlexNet wins with deep CNN" | |
}, | |
{ | |
"id": "event_14", | |
"label": "AlphaGo Triumph", | |
"date": "2016", | |
"description": "DeepMind defeats Go world champion" | |
}, | |
{ | |
"id": "event_15", | |
"label": "Transformer Architecture", | |
"date": "2017", | |
"description": "Attention Is All You Need paper" | |
}, | |
{ | |
"id": "event_16", | |
"label": "GPT Era Begins", | |
"date": "2018-2023", | |
"description": "Large Language Models revolution" | |
} | |
] | |
} | |
""" | |
BINARY_TREE_JSON = """ | |
{ | |
"root": { | |
"id": "root", | |
"label": "50", | |
"left": { | |
"id": "left_1", | |
"label": "30", | |
"left": { | |
"id": "left_2", | |
"label": "20", | |
"left": { | |
"id": "left_4", | |
"label": "10" | |
}, | |
"right": { | |
"id": "right_4", | |
"label": "25" | |
} | |
}, | |
"right": { | |
"id": "right_2", | |
"label": "40", | |
"left": { | |
"id": "left_5", | |
"label": "35" | |
}, | |
"right": { | |
"id": "right_5", | |
"label": "45" | |
} | |
} | |
}, | |
"right": { | |
"id": "right_1", | |
"label": "70", | |
"left": { | |
"id": "left_3", | |
"label": "60", | |
"left": { | |
"id": "left_6", | |
"label": "55" | |
}, | |
"right": { | |
"id": "right_6", | |
"label": "65" | |
} | |
}, | |
"right": { | |
"id": "right_3", | |
"label": "80", | |
"left": { | |
"id": "left_7", | |
"label": "75" | |
}, | |
"right": { | |
"id": "right_7", | |
"label": "90" | |
} | |
} | |
} | |
} | |
} | |
""" | |
NETWORK_GRAPH_JSON = """ | |
{ | |
"nodes": [ | |
{"id": "customers", "label": "Customers", "type": "user"}, | |
{"id": "sellers", "label": "Sellers", "type": "user"}, | |
{"id": "admin", "label": "Admin", "type": "user"}, | |
{"id": "web_frontend", "label": "Web Frontend", "type": "server"}, | |
{"id": "product_service", "label": "Product Service", "type": "service"}, | |
{"id": "cart_service", "label": "Cart Service", "type": "service"}, | |
{"id": "order_service", "label": "Order Service", "type": "service"}, | |
{"id": "payment_service", "label": "Payment Service", "type": "service"}, | |
{"id": "inventory_tracker", "label": "Inventory Tracker", "type": "service"}, | |
{"id": "review_system", "label": "Review System", "type": "service"}, | |
{"id": "email_sender", "label": "Email Sender", "type": "service"}, | |
{"id": "image_uploader", "label": "Image Uploader", "type": "service"}, | |
{"id": "product_db", "label": "Product Database", "type": "database"}, | |
{"id": "user_db", "label": "User Database", "type": "database"}, | |
{"id": "order_db", "label": "Order Database", "type": "database"}, | |
{"id": "image_storage", "label": "Image Storage", "type": "database"}, | |
{"id": "stripe_api", "label": "Stripe API", "type": "service"} | |
], | |
"connections": [ | |
{"from": "customers", "to": "web_frontend", "label": "Browse", "weight": 5}, | |
{"from": "sellers", "to": "web_frontend", "label": "Manage Store", "weight": 3}, | |
{"from": "admin", "to": "web_frontend", "label": "Admin Panel", "weight": 2}, | |
{"from": "web_frontend", "to": "product_service", "label": "Get Products", "weight": 4}, | |
{"from": "web_frontend", "to": "cart_service", "label": "Cart Actions", "weight": 4}, | |
{"from": "web_frontend", "to": "order_service", "label": "Place Order", "weight": 3}, | |
{"from": "product_service", "to": "product_db", "label": "Product Data", "weight": 4}, | |
{"from": "product_service", "to": "review_system", "label": "Product Reviews", "weight": 2}, | |
{"from": "cart_service", "to": "inventory_tracker", "label": "Check Stock", "weight": 3}, | |
{"from": "order_service", "to": "order_db", "label": "Store Order", "weight": 4}, | |
{"from": "order_service", "to": "payment_service", "label": "Process Payment", "weight": 4}, | |
{"from": "order_service", "to": "email_sender", "label": "Order Confirmation", "weight": 2}, | |
{"from": "payment_service", "to": "stripe_api", "label": "Charge Card", "weight": 4}, | |
{"from": "inventory_tracker", "to": "product_db", "label": "Update Stock", "weight": 3}, | |
{"from": "review_system", "to": "user_db", "label": "User Reviews", "weight": 2}, | |
{"from": "sellers", "to": "image_uploader", "label": "Upload Images", "weight": 2}, | |
{"from": "image_uploader", "to": "image_storage", "label": "Store Images", "weight": 3} | |
] | |
} | |
""" | |
CLASS_DIAGRAM_JSON = """ | |
{ | |
"classes": [ | |
{ | |
"name": "Vehicle", | |
"type": "abstract", | |
"attributes": [ | |
{"name": "id", "type": "String", "visibility": "-"}, | |
{"name": "brand", "type": "String", "visibility": "#"}, | |
{"name": "model", "type": "String", "visibility": "#"}, | |
{"name": "year", "type": "int", "visibility": "#"}, | |
{"name": "price", "type": "double", "visibility": "+"}, | |
{"name": "vehicleCount", "type": "int", "visibility": "+", "static": true} | |
], | |
"methods": [ | |
{"name": "Vehicle", "parameters": [{"name": "brand", "type": "String"}, {"name": "model", "type": "String"}], "return_type": "Vehicle", "visibility": "+"}, | |
{"name": "startEngine", "return_type": "void", "visibility": "+", "abstract": true}, | |
{"name": "stopEngine", "return_type": "void", "visibility": "+"}, | |
{"name": "getPrice", "return_type": "double", "visibility": "+"}, | |
{"name": "setPrice", "parameters": [{"name": "price", "type": "double"}], "return_type": "void", "visibility": "+"}, | |
{"name": "getTotalVehicles", "return_type": "int", "visibility": "+", "static": true} | |
] | |
}, | |
{ | |
"name": "Car", | |
"type": "class", | |
"attributes": [ | |
{"name": "doors", "type": "int", "visibility": "-"}, | |
{"name": "transmission", "type": "TransmissionType", "visibility": "-"}, | |
{"name": "fuelType", "type": "FuelType", "visibility": "-"} | |
], | |
"methods": [ | |
{"name": "Car", "parameters": [{"name": "brand", "type": "String"}, {"name": "model", "type": "String"}, {"name": "doors", "type": "int"}], "return_type": "Car", "visibility": "+"}, | |
{"name": "startEngine", "return_type": "void", "visibility": "+"}, | |
{"name": "openTrunk", "return_type": "void", "visibility": "+"}, | |
{"name": "getDoors", "return_type": "int", "visibility": "+"}, | |
{"name": "setTransmission", "parameters": [{"name": "transmission", "type": "TransmissionType"}], "return_type": "void", "visibility": "+"} | |
] | |
}, | |
{ | |
"name": "Motorcycle", | |
"type": "class", | |
"attributes": [ | |
{"name": "engineSize", "type": "int", "visibility": "-"}, | |
{"name": "hasWindshield", "type": "boolean", "visibility": "-"} | |
], | |
"methods": [ | |
{"name": "Motorcycle", "parameters": [{"name": "brand", "type": "String"}, {"name": "model", "type": "String"}], "return_type": "Motorcycle", "visibility": "+"}, | |
{"name": "startEngine", "return_type": "void", "visibility": "+"}, | |
{"name": "wheelie", "return_type": "void", "visibility": "+"}, | |
{"name": "getEngineSize", "return_type": "int", "visibility": "+"} | |
] | |
}, | |
{ | |
"name": "Engine", | |
"type": "class", | |
"attributes": [ | |
{"name": "horsepower", "type": "int", "visibility": "-"}, | |
{"name": "cylinders", "type": "int", "visibility": "-"}, | |
{"name": "fuelType", "type": "FuelType", "visibility": "-"} | |
], | |
"methods": [ | |
{"name": "Engine", "parameters": [{"name": "horsepower", "type": "int"}, {"name": "cylinders", "type": "int"}], "return_type": "Engine", "visibility": "+"}, | |
{"name": "start", "return_type": "boolean", "visibility": "+"}, | |
{"name": "stop", "return_type": "void", "visibility": "+"}, | |
{"name": "getHorsepower", "return_type": "int", "visibility": "+"} | |
] | |
}, | |
{ | |
"name": "TransmissionType", | |
"type": "enum", | |
"attributes": [ | |
{"name": "MANUAL", "type": "TransmissionType", "visibility": "+", "static": true}, | |
{"name": "AUTOMATIC", "type": "TransmissionType", "visibility": "+", "static": true}, | |
{"name": "CVT", "type": "TransmissionType", "visibility": "+", "static": true} | |
], | |
"methods": [] | |
}, | |
{ | |
"name": "FuelType", | |
"type": "enum", | |
"attributes": [ | |
{"name": "GASOLINE", "type": "FuelType", "visibility": "+", "static": true}, | |
{"name": "DIESEL", "type": "FuelType", "visibility": "+", "static": true}, | |
{"name": "ELECTRIC", "type": "FuelType", "visibility": "+", "static": true}, | |
{"name": "HYBRID", "type": "FuelType", "visibility": "+", "static": true} | |
], | |
"methods": [] | |
}, | |
{ | |
"name": "VehicleService", | |
"type": "interface", | |
"attributes": [], | |
"methods": [ | |
{"name": "maintenance", "parameters": [{"name": "vehicle", "type": "Vehicle"}], "return_type": "void", "visibility": "+", "abstract": true}, | |
{"name": "repair", "parameters": [{"name": "vehicle", "type": "Vehicle"}, {"name": "issue", "type": "String"}], "return_type": "boolean", "visibility": "+", "abstract": true}, | |
{"name": "inspectVehicle", "parameters": [{"name": "vehicle", "type": "Vehicle"}], "return_type": "InspectionReport", "visibility": "+", "abstract": true} | |
] | |
}, | |
{ | |
"name": "GarageService", | |
"type": "class", | |
"attributes": [ | |
{"name": "garageName", "type": "String", "visibility": "-"}, | |
{"name": "location", "type": "String", "visibility": "-"} | |
], | |
"methods": [ | |
{"name": "GarageService", "parameters": [{"name": "name", "type": "String"}], "return_type": "GarageService", "visibility": "+"}, | |
{"name": "maintenance", "parameters": [{"name": "vehicle", "type": "Vehicle"}], "return_type": "void", "visibility": "+"}, | |
{"name": "repair", "parameters": [{"name": "vehicle", "type": "Vehicle"}, {"name": "issue", "type": "String"}], "return_type": "boolean", "visibility": "+"}, | |
{"name": "inspectVehicle", "parameters": [{"name": "vehicle", "type": "Vehicle"}], "return_type": "InspectionReport", "visibility": "+"} | |
] | |
} | |
], | |
"relationships": [ | |
{ | |
"from": "Car", | |
"to": "Vehicle", | |
"type": "inheritance" | |
}, | |
{ | |
"from": "Motorcycle", | |
"to": "Vehicle", | |
"type": "inheritance" | |
}, | |
{ | |
"from": "Car", | |
"to": "Engine", | |
"type": "composition", | |
"multiplicity_from": "1", | |
"multiplicity_to": "1" | |
}, | |
{ | |
"from": "Motorcycle", | |
"to": "Engine", | |
"type": "composition", | |
"multiplicity_from": "1", | |
"multiplicity_to": "1" | |
}, | |
{ | |
"from": "Car", | |
"to": "TransmissionType", | |
"type": "association", | |
"multiplicity_from": "1", | |
"multiplicity_to": "1" | |
}, | |
{ | |
"from": "Vehicle", | |
"to": "FuelType", | |
"type": "association", | |
"multiplicity_from": "1", | |
"multiplicity_to": "1" | |
}, | |
{ | |
"from": "GarageService", | |
"to": "VehicleService", | |
"type": "realization" | |
}, | |
{ | |
"from": "GarageService", | |
"to": "Vehicle", | |
"type": "dependency", | |
"multiplicity_from": "1", | |
"multiplicity_to": "*" | |
} | |
] | |
} | |
""" | |
# JSON for Entity Relationship Diagram | |
ENTITY_RELATIONSHIP_JSON = """ | |
{ | |
"entities": [ | |
{ | |
"name": "User", | |
"type": "strong", | |
"attributes": [ | |
{ | |
"name": "user_id", | |
"type": "primary_key" | |
}, | |
{ | |
"name": "username", | |
"type": "regular" | |
}, | |
{ | |
"name": "email", | |
"type": "regular" | |
}, | |
{ | |
"name": "password_hash", | |
"type": "regular" | |
}, | |
{ | |
"name": "full_name", | |
"type": "composite" | |
}, | |
{ | |
"name": "phone_numbers", | |
"type": "multivalued" | |
}, | |
{ | |
"name": "age", | |
"type": "derived" | |
} | |
] | |
}, | |
{ | |
"name": "Product", | |
"type": "strong", | |
"attributes": [ | |
{ | |
"name": "product_id", | |
"type": "primary_key" | |
}, | |
{ | |
"name": "name", | |
"type": "regular" | |
}, | |
{ | |
"name": "description", | |
"type": "regular" | |
}, | |
{ | |
"name": "price", | |
"type": "regular" | |
}, | |
{ | |
"name": "stock_quantity", | |
"type": "regular" | |
}, | |
{ | |
"name": "tags", | |
"type": "multivalued" | |
} | |
] | |
}, | |
{ | |
"name": "Category", | |
"type": "strong", | |
"attributes": [ | |
{ | |
"name": "category_id", | |
"type": "primary_key" | |
}, | |
{ | |
"name": "name", | |
"type": "regular" | |
}, | |
{ | |
"name": "description", | |
"type": "regular" | |
} | |
] | |
}, | |
{ | |
"name": "Order", | |
"type": "strong", | |
"attributes": [ | |
{ | |
"name": "order_id", | |
"type": "primary_key" | |
}, | |
{ | |
"name": "order_date", | |
"type": "regular" | |
}, | |
{ | |
"name": "status", | |
"type": "regular" | |
}, | |
{ | |
"name": "total_amount", | |
"type": "derived" | |
}, | |
{ | |
"name": "shipping_address", | |
"type": "composite" | |
} | |
] | |
}, | |
{ | |
"name": "OrderItem", | |
"type": "weak", | |
"attributes": [ | |
{ | |
"name": "line_number", | |
"type": "partial_key" | |
}, | |
{ | |
"name": "quantity", | |
"type": "regular" | |
}, | |
{ | |
"name": "unit_price", | |
"type": "regular" | |
}, | |
{ | |
"name": "subtotal", | |
"type": "derived" | |
} | |
] | |
}, | |
{ | |
"name": "Payment", | |
"type": "strong", | |
"attributes": [ | |
{ | |
"name": "payment_id", | |
"type": "primary_key" | |
}, | |
{ | |
"name": "amount", | |
"type": "regular" | |
}, | |
{ | |
"name": "payment_method", | |
"type": "regular" | |
}, | |
{ | |
"name": "payment_date", | |
"type": "regular" | |
}, | |
{ | |
"name": "status", | |
"type": "regular" | |
} | |
] | |
}, | |
{ | |
"name": "Review", | |
"type": "strong", | |
"attributes": [ | |
{ | |
"name": "review_id", | |
"type": "primary_key" | |
}, | |
{ | |
"name": "rating", | |
"type": "regular" | |
}, | |
{ | |
"name": "comment", | |
"type": "regular" | |
}, | |
{ | |
"name": "review_date", | |
"type": "regular" | |
} | |
] | |
}, | |
{ | |
"name": "Vendor", | |
"type": "strong", | |
"attributes": [ | |
{ | |
"name": "vendor_id", | |
"type": "primary_key" | |
}, | |
{ | |
"name": "company_name", | |
"type": "regular" | |
}, | |
{ | |
"name": "contact_person", | |
"type": "regular" | |
}, | |
{ | |
"name": "contact_emails", | |
"type": "multivalued" | |
}, | |
{ | |
"name": "business_address", | |
"type": "composite" | |
} | |
] | |
}, | |
{ | |
"name": "ShoppingCart", | |
"type": "strong", | |
"attributes": [ | |
{ | |
"name": "cart_id", | |
"type": "primary_key" | |
}, | |
{ | |
"name": "created_date", | |
"type": "regular" | |
}, | |
{ | |
"name": "last_updated", | |
"type": "regular" | |
}, | |
{ | |
"name": "total_items", | |
"type": "derived" | |
} | |
] | |
}, | |
{ | |
"name": "CartItem", | |
"type": "weak", | |
"attributes": [ | |
{ | |
"name": "item_position", | |
"type": "partial_key" | |
}, | |
{ | |
"name": "quantity", | |
"type": "regular" | |
}, | |
{ | |
"name": "added_date", | |
"type": "regular" | |
} | |
] | |
} | |
], | |
"relationships": [ | |
{ | |
"name": "PlacesOrder", | |
"type": "regular", | |
"entities": ["User", "Order"], | |
"cardinalities": { | |
"User": "1", | |
"Order": "M" | |
}, | |
"attributes": [] | |
}, | |
{ | |
"name": "Contains", | |
"type": "identifying", | |
"entities": ["Order", "OrderItem"], | |
"cardinalities": { | |
"Order": "1", | |
"OrderItem": "M" | |
}, | |
"attributes": [] | |
}, | |
{ | |
"name": "OrdersProduct", | |
"type": "regular", | |
"entities": ["OrderItem", "Product"], | |
"cardinalities": { | |
"OrderItem": "M", | |
"Product": "1" | |
}, | |
"attributes": [] | |
}, | |
{ | |
"name": "BelongsTo", | |
"type": "regular", | |
"entities": ["Product", "Category"], | |
"cardinalities": { | |
"Product": "M", | |
"Category": "1" | |
}, | |
"attributes": [] | |
}, | |
{ | |
"name": "ProcessesPayment", | |
"type": "regular", | |
"entities": ["Order", "Payment"], | |
"cardinalities": { | |
"Order": "1", | |
"Payment": "M" | |
}, | |
"attributes": [] | |
}, | |
{ | |
"name": "WritesReview", | |
"type": "regular", | |
"entities": ["User", "Review"], | |
"cardinalities": { | |
"User": "1", | |
"Review": "M" | |
}, | |
"attributes": [] | |
}, | |
{ | |
"name": "ReviewsProduct", | |
"type": "regular", | |
"entities": ["Review", "Product"], | |
"cardinalities": { | |
"Review": "M", | |
"Product": "1" | |
}, | |
"attributes": [] | |
}, | |
{ | |
"name": "Supplies", | |
"type": "regular", | |
"entities": ["Vendor", "Product"], | |
"cardinalities": { | |
"Vendor": "M", | |
"Product": "M" | |
}, | |
"attributes": [ | |
{ | |
"name": "supply_price" | |
}, | |
{ | |
"name": "lead_time" | |
} | |
] | |
}, | |
{ | |
"name": "HasCart", | |
"type": "regular", | |
"entities": ["User", "ShoppingCart"], | |
"cardinalities": { | |
"User": "1", | |
"ShoppingCart": "1" | |
}, | |
"attributes": [] | |
}, | |
{ | |
"name": "CartContains", | |
"type": "identifying", | |
"entities": ["ShoppingCart", "CartItem"], | |
"cardinalities": { | |
"ShoppingCart": "1", | |
"CartItem": "M" | |
}, | |
"attributes": [] | |
}, | |
{ | |
"name": "CartHasProduct", | |
"type": "regular", | |
"entities": ["CartItem", "Product"], | |
"cardinalities": { | |
"CartItem": "M", | |
"Product": "1" | |
}, | |
"attributes": [] | |
} | |
] | |
} | |
""" |