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CONCEPT_MAP_JSON = """ |
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|
{ |
|
|
"central_node": "Generative AI Ecosystem", |
|
|
"nodes": [ |
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|
{ |
|
|
"id": "foundation_models", |
|
|
"label": "Foundation Models", |
|
|
"relationship": "powered by", |
|
|
"subnodes": [ |
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|
{ |
|
|
"id": "llm_models", |
|
|
"label": "Large Language Models", |
|
|
"relationship": "includes", |
|
|
"subnodes": [ |
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|
{ |
|
|
"id": "gpt_family", |
|
|
"label": "GPT Family", |
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|
"relationship": "such as", |
|
|
"subnodes": [ |
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|
{ |
|
|
"id": "gpt4", |
|
|
"label": "GPT-4", |
|
|
"relationship": "latest version" |
|
|
}, |
|
|
{ |
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|
"id": "chatgpt", |
|
|
"label": "ChatGPT", |
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|
"relationship": "application" |
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|
} |
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|
] |
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|
}, |
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|
{ |
|
|
"id": "claude_family", |
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|
"label": "Claude Family", |
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|
"relationship": "such as", |
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|
"subnodes": [ |
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|
{ |
|
|
"id": "claude3", |
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|
"label": "Claude 3 Opus", |
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|
"relationship": "advanced model" |
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|
}, |
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|
{ |
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|
"id": "claude_sonnet", |
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|
"label": "Claude Sonnet", |
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|
"relationship": "balanced model" |
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|
} |
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|
] |
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|
}, |
|
|
{ |
|
|
"id": "opensource_llm", |
|
|
"label": "Open Source LLMs", |
|
|
"relationship": "alternatives", |
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|
"subnodes": [ |
|
|
{ |
|
|
"id": "llama3", |
|
|
"label": "LLaMA 3", |
|
|
"relationship": "by Meta" |
|
|
}, |
|
|
{ |
|
|
"id": "mistral", |
|
|
"label": "Mistral 7B", |
|
|
"relationship": "efficient" |
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|
} |
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|
] |
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|
} |
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|
] |
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|
}, |
|
|
{ |
|
|
"id": "multimodal_models", |
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|
"label": "Multimodal Models", |
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|
"relationship": "extends to", |
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|
"subnodes": [ |
|
|
{ |
|
|
"id": "vision_language", |
|
|
"label": "Vision-Language Models", |
|
|
"relationship": "including", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "dall_e3", |
|
|
"label": "DALL-E 3", |
|
|
"relationship": "image generation" |
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|
}, |
|
|
{ |
|
|
"id": "midjourney", |
|
|
"label": "Midjourney v6", |
|
|
"relationship": "artistic creation" |
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|
} |
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|
] |
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|
}, |
|
|
{ |
|
|
"id": "video_models", |
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|
"label": "Video Generation", |
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|
"relationship": "emerging with", |
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|
"subnodes": [ |
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|
{ |
|
|
"id": "sora", |
|
|
"label": "Sora", |
|
|
"relationship": "by OpenAI" |
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|
}, |
|
|
{ |
|
|
"id": "runway", |
|
|
"label": "Runway Gen-2", |
|
|
"relationship": "creative tools" |
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|
} |
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|
] |
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|
} |
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|
] |
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|
} |
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|
] |
|
|
}, |
|
|
{ |
|
|
"id": "ai_applications", |
|
|
"label": "Real-World Applications", |
|
|
"relationship": "deployed in", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "enterprise_ai", |
|
|
"label": "Enterprise Solutions", |
|
|
"relationship": "transforming", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "ai_assistants", |
|
|
"label": "AI Assistants", |
|
|
"relationship": "like", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "copilot", |
|
|
"label": "GitHub Copilot", |
|
|
"relationship": "code generation" |
|
|
}, |
|
|
{ |
|
|
"id": "duet_ai", |
|
|
"label": "Google Duet AI", |
|
|
"relationship": "workspace integration" |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "automation", |
|
|
"label": "Process Automation", |
|
|
"relationship": "through", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "rpa_ai", |
|
|
"label": "AI-Enhanced RPA", |
|
|
"relationship": "intelligent automation" |
|
|
}, |
|
|
{ |
|
|
"id": "document_ai", |
|
|
"label": "Document Intelligence", |
|
|
"relationship": "data extraction" |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "creative_ai", |
|
|
"label": "Creative Industries", |
|
|
"relationship": "revolutionizing", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "content_creation", |
|
|
"label": "Content Generation", |
|
|
"relationship": "enabling", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "marketing_ai", |
|
|
"label": "Marketing Copy", |
|
|
"relationship": "automated creation" |
|
|
}, |
|
|
{ |
|
|
"id": "game_assets", |
|
|
"label": "Game Asset Generation", |
|
|
"relationship": "procedural design" |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "ai_infrastructure", |
|
|
"label": "AI Infrastructure", |
|
|
"relationship": "supported by", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "compute_resources", |
|
|
"label": "Compute Resources", |
|
|
"relationship": "requiring", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "gpu_clusters", |
|
|
"label": "GPU Clusters", |
|
|
"relationship": "powered by", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "nvidia_h100", |
|
|
"label": "NVIDIA H100", |
|
|
"relationship": "latest generation" |
|
|
}, |
|
|
{ |
|
|
"id": "tpu_v5", |
|
|
"label": "Google TPU v5", |
|
|
"relationship": "specialized chips" |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "mlops_platform", |
|
|
"label": "MLOps Platforms", |
|
|
"relationship": "managed by", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "model_serving", |
|
|
"label": "Model Serving", |
|
|
"relationship": "via", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "huggingface", |
|
|
"label": "Hugging Face", |
|
|
"relationship": "model hub" |
|
|
}, |
|
|
{ |
|
|
"id": "vertex_ai", |
|
|
"label": "Vertex AI", |
|
|
"relationship": "Google Cloud" |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
""" |
|
|
|
|
|
SYNOPTIC_CHART_JSON = """ |
|
|
{ |
|
|
"central_node": "Modern AI Development Pipeline", |
|
|
"nodes": [ |
|
|
{ |
|
|
"id": "phase1", |
|
|
"label": "I. Data Engineering & Preparation", |
|
|
"relationship": "begins with", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "data_strategy", |
|
|
"label": "1. Data Strategy", |
|
|
"relationship": "establishing", |
|
|
"subnodes": [ |
|
|
{"id": "data_sources", "label": "1.1. Multi-Source Integration", "relationship": "includes", "subnodes": []}, |
|
|
{"id": "data_governance", "label": "1.2. Privacy & Compliance", "relationship": "ensures", "subnodes": []} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "data_pipeline", |
|
|
"label": "2. Data Pipeline", |
|
|
"relationship": "building", |
|
|
"subnodes": [ |
|
|
{"id": "etl_process", "label": "2.1. ETL/ELT Workflows", "relationship": "implements", "subnodes": []}, |
|
|
{"id": "feature_store", "label": "2.2. Feature Store Setup", "relationship": "centralizes", "subnodes": []} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "phase2", |
|
|
"label": "II. Model Development & Training", |
|
|
"relationship": "continues to", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "experimentation", |
|
|
"label": "1. Experimentation Platform", |
|
|
"relationship": "enabling", |
|
|
"subnodes": [ |
|
|
{"id": "experiment_tracking", "label": "1.1. MLflow/W&B Integration", "relationship": "tracks", "subnodes": []}, |
|
|
{"id": "hyperparameter_opt", "label": "1.2. AutoML & HPO", "relationship": "optimizes", "subnodes": []} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "distributed_training", |
|
|
"label": "2. Scalable Training", |
|
|
"relationship": "leveraging", |
|
|
"subnodes": [ |
|
|
{"id": "multi_gpu", "label": "2.1. Multi-GPU Training", "relationship": "accelerates", "subnodes": []}, |
|
|
{"id": "model_parallelism", "label": "2.2. Model Parallelism", "relationship": "enables", "subnodes": []} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "phase3", |
|
|
"label": "III. Deployment & Operations", |
|
|
"relationship": "culminates in", |
|
|
"subnodes": [ |
|
|
{ |
|
|
"id": "model_deployment", |
|
|
"label": "1. Production Deployment", |
|
|
"relationship": "implementing", |
|
|
"subnodes": [ |
|
|
{"id": "edge_deployment", "label": "1.1. Edge Computing", "relationship": "optimizes", "subnodes": []}, |
|
|
{"id": "api_gateway", "label": "1.2. API Management", "relationship": "exposes", "subnodes": []} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "monitoring_ops", |
|
|
"label": "2. AI Operations", |
|
|
"relationship": "maintaining", |
|
|
"subnodes": [ |
|
|
{"id": "model_monitoring", "label": "2.1. Drift Detection", "relationship": "monitors", "subnodes": []}, |
|
|
{"id": "feedback_loop", "label": "2.2. Continuous Learning", "relationship": "improves", "subnodes": []} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
""" |
|
|
|
|
|
RADIAL_DIAGRAM_JSON = """ |
|
|
{ |
|
|
"central_node": "AI Innovation Hub", |
|
|
"nodes": [ |
|
|
{ |
|
|
"id": "emerging_tech", |
|
|
"label": "Emerging Technologies", |
|
|
"relationship": "advancing through", |
|
|
"subnodes": [ |
|
|
{"id": "quantum_ml", "label": "Quantum Machine Learning", "relationship": "breakthrough in", "subnodes": []}, |
|
|
{"id": "neuromorphic", "label": "Neuromorphic Computing", "relationship": "inspired by", "subnodes": []} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "ai_safety", |
|
|
"label": "AI Safety & Ethics", |
|
|
"relationship": "ensuring through", |
|
|
"subnodes": [ |
|
|
{"id": "alignment", "label": "AI Alignment Research", "relationship": "focusing on", "subnodes": []}, |
|
|
{"id": "explainable_ai", "label": "Explainable AI (XAI)", "relationship": "providing", "subnodes": []} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "industry_impact", |
|
|
"label": "Industry Transformation", |
|
|
"relationship": "disrupting", |
|
|
"subnodes": [ |
|
|
{"id": "healthcare_ai", "label": "AI in Healthcare", "relationship": "revolutionizing", "subnodes": []}, |
|
|
{"id": "fintech_ai", "label": "AI in Finance", "relationship": "automating", "subnodes": []} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "research_frontiers", |
|
|
"label": "Research Frontiers", |
|
|
"relationship": "exploring", |
|
|
"subnodes": [ |
|
|
{"id": "agi_research", "label": "AGI Development", "relationship": "pursuing", "subnodes": []}, |
|
|
{"id": "consciousness_ai", "label": "Machine Consciousness", "relationship": "investigating", "subnodes": []} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "ai_ecosystem", |
|
|
"label": "AI Ecosystem", |
|
|
"relationship": "building", |
|
|
"subnodes": [ |
|
|
{"id": "open_source", "label": "Open Source Community", "relationship": "contributing to", "subnodes": []}, |
|
|
{"id": "ai_startups", "label": "AI Startup Ecosystem", "relationship": "innovating in", "subnodes": []} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
""" |
|
|
|
|
|
PROCESS_FLOW_JSON = """ |
|
|
{ |
|
|
"start_node": "AI Request Initiated", |
|
|
"nodes": [ |
|
|
{ |
|
|
"id": "auth_check", |
|
|
"label": "Authentication & Rate Limiting", |
|
|
"type": "process" |
|
|
}, |
|
|
{ |
|
|
"id": "auth_valid", |
|
|
"label": "Valid Request?", |
|
|
"type": "decision" |
|
|
}, |
|
|
{ |
|
|
"id": "request_router", |
|
|
"label": "Request Router", |
|
|
"type": "process" |
|
|
}, |
|
|
{ |
|
|
"id": "cache_check", |
|
|
"label": "Check Response Cache", |
|
|
"type": "decision" |
|
|
}, |
|
|
{ |
|
|
"id": "model_selector", |
|
|
"label": "Model Selection Logic", |
|
|
"type": "process" |
|
|
}, |
|
|
{ |
|
|
"id": "load_balancer", |
|
|
"label": "Load Balancer", |
|
|
"type": "process" |
|
|
}, |
|
|
{ |
|
|
"id": "inference_engine", |
|
|
"label": "Run Inference", |
|
|
"type": "process" |
|
|
}, |
|
|
{ |
|
|
"id": "quality_check", |
|
|
"label": "Quality Assessment", |
|
|
"type": "decision" |
|
|
}, |
|
|
{ |
|
|
"id": "post_processor", |
|
|
"label": "Post-Processing & Filtering", |
|
|
"type": "process" |
|
|
}, |
|
|
{ |
|
|
"id": "response_cache", |
|
|
"label": "Update Cache", |
|
|
"type": "process" |
|
|
}, |
|
|
{ |
|
|
"id": "analytics_log", |
|
|
"label": "Log Analytics", |
|
|
"type": "process" |
|
|
}, |
|
|
{ |
|
|
"id": "deliver_response", |
|
|
"label": "Deliver Response", |
|
|
"type": "io" |
|
|
}, |
|
|
{ |
|
|
"id": "error_handler", |
|
|
"label": "Error Handler", |
|
|
"type": "process" |
|
|
}, |
|
|
{ |
|
|
"id": "fallback_model", |
|
|
"label": "Fallback Model", |
|
|
"type": "process" |
|
|
}, |
|
|
{ |
|
|
"id": "end_process", |
|
|
"label": "Complete", |
|
|
"type": "end" |
|
|
} |
|
|
], |
|
|
"connections": [ |
|
|
{"from": "start_node", "to": "auth_check", "label": "Begin"}, |
|
|
{"from": "auth_check", "to": "auth_valid", "label": "Verify"}, |
|
|
{"from": "auth_valid", "to": "request_router", "label": "Authorized"}, |
|
|
{"from": "auth_valid", "to": "error_handler", "label": "Denied"}, |
|
|
{"from": "request_router", "to": "cache_check", "label": "Route"}, |
|
|
{"from": "cache_check", "to": "deliver_response", "label": "Cache Hit"}, |
|
|
{"from": "cache_check", "to": "model_selector", "label": "Cache Miss"}, |
|
|
{"from": "model_selector", "to": "load_balancer", "label": "Selected"}, |
|
|
{"from": "load_balancer", "to": "inference_engine", "label": "Assigned"}, |
|
|
{"from": "inference_engine", "to": "quality_check", "label": "Generated"}, |
|
|
{"from": "quality_check", "to": "post_processor", "label": "Pass"}, |
|
|
{"from": "quality_check", "to": "fallback_model", "label": "Fail"}, |
|
|
{"from": "fallback_model", "to": "post_processor", "label": "Retry"}, |
|
|
{"from": "post_processor", "to": "response_cache", "label": "Processed"}, |
|
|
{"from": "response_cache", "to": "analytics_log", "label": "Cached"}, |
|
|
{"from": "analytics_log", "to": "deliver_response", "label": "Logged"}, |
|
|
{"from": "deliver_response", "to": "end_process", "label": "Delivered"}, |
|
|
{"from": "error_handler", "to": "end_process", "label": "Handled"} |
|
|
] |
|
|
} |
|
|
""" |
|
|
|
|
|
WBS_DIAGRAM_JSON = """ |
|
|
{ |
|
|
"project_title": "Enterprise AI Platform Implementation", |
|
|
"phases": [ |
|
|
{ |
|
|
"id": "phase_foundation", |
|
|
"label": "Foundation & Architecture", |
|
|
"tasks": [ |
|
|
{ |
|
|
"id": "task_requirements", |
|
|
"label": "Requirements Analysis", |
|
|
"subtasks": [ |
|
|
{ |
|
|
"id": "subtask_stakeholder", |
|
|
"label": "Stakeholder Mapping", |
|
|
"sub_subtasks": [ |
|
|
{ |
|
|
"id": "ss_task_interviews", |
|
|
"label": "Executive Interviews", |
|
|
"sub_sub_subtasks": [ |
|
|
{ |
|
|
"id": "sss_task_schedule", |
|
|
"label": "Schedule Sessions", |
|
|
"final_level_tasks": [ |
|
|
{"id": "ft_prep_materials", "label": "Prepare Materials"} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "subtask_technical", |
|
|
"label": "Technical Assessment", |
|
|
"sub_subtasks": [ |
|
|
{ |
|
|
"id": "ss_task_infra", |
|
|
"label": "Infrastructure Audit", |
|
|
"sub_sub_subtasks": [ |
|
|
{ |
|
|
"id": "sss_task_compute", |
|
|
"label": "Compute Resources", |
|
|
"final_level_tasks": [ |
|
|
{"id": "ft_gpu_assessment", "label": "GPU Capacity Planning"} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "task_architecture", |
|
|
"label": "Solution Architecture", |
|
|
"subtasks": [ |
|
|
{ |
|
|
"id": "subtask_design", |
|
|
"label": "System Design", |
|
|
"sub_subtasks": [ |
|
|
{ |
|
|
"id": "ss_task_microservices", |
|
|
"label": "Microservices Architecture", |
|
|
"sub_sub_subtasks": [ |
|
|
{ |
|
|
"id": "sss_task_api_design", |
|
|
"label": "API Design", |
|
|
"final_level_tasks": [ |
|
|
{"id": "ft_api_specs", "label": "OpenAPI Specifications"} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "phase_implementation", |
|
|
"label": "Core Implementation", |
|
|
"tasks": [ |
|
|
{ |
|
|
"id": "task_data_platform", |
|
|
"label": "Data Platform", |
|
|
"subtasks": [ |
|
|
{ |
|
|
"id": "subtask_data_lake", |
|
|
"label": "Data Lake Setup", |
|
|
"sub_subtasks": [ |
|
|
{ |
|
|
"id": "ss_task_storage", |
|
|
"label": "Storage Configuration", |
|
|
"sub_sub_subtasks": [ |
|
|
{ |
|
|
"id": "sss_task_s3_setup", |
|
|
"label": "S3 Bucket Setup", |
|
|
"final_level_tasks": [ |
|
|
{"id": "ft_lifecycle_policies", "label": "Lifecycle Policies"} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "subtask_streaming", |
|
|
"label": "Real-time Pipeline", |
|
|
"sub_subtasks": [ |
|
|
{ |
|
|
"id": "ss_task_kafka", |
|
|
"label": "Kafka Implementation", |
|
|
"sub_sub_subtasks": [ |
|
|
{ |
|
|
"id": "sss_task_topics", |
|
|
"label": "Topic Design", |
|
|
"final_level_tasks": [ |
|
|
{"id": "ft_schema_registry", "label": "Schema Registry"} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "task_ml_platform", |
|
|
"label": "ML Platform", |
|
|
"subtasks": [ |
|
|
{ |
|
|
"id": "subtask_mlops", |
|
|
"label": "MLOps Setup", |
|
|
"sub_subtasks": [ |
|
|
{ |
|
|
"id": "ss_task_ci_cd", |
|
|
"label": "CI/CD Pipeline", |
|
|
"sub_sub_subtasks": [ |
|
|
{ |
|
|
"id": "sss_task_github_actions", |
|
|
"label": "GitHub Actions", |
|
|
"final_level_tasks": [ |
|
|
{"id": "ft_model_registry", "label": "Model Registry Integration"} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "phase_deployment", |
|
|
"label": "Deployment & Operations", |
|
|
"tasks": [ |
|
|
{ |
|
|
"id": "task_production", |
|
|
"label": "Production Deployment", |
|
|
"subtasks": [ |
|
|
{ |
|
|
"id": "subtask_kubernetes", |
|
|
"label": "Kubernetes Orchestration", |
|
|
"sub_subtasks": [ |
|
|
{ |
|
|
"id": "ss_task_helm", |
|
|
"label": "Helm Charts", |
|
|
"sub_sub_subtasks": [ |
|
|
{ |
|
|
"id": "sss_task_autoscaling", |
|
|
"label": "Auto-scaling Config", |
|
|
"final_level_tasks": [ |
|
|
{"id": "ft_hpa_setup", "label": "HPA Configuration"} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
}, |
|
|
{ |
|
|
"id": "subtask_monitoring", |
|
|
"label": "Observability Stack", |
|
|
"sub_subtasks": [ |
|
|
{ |
|
|
"id": "ss_task_prometheus", |
|
|
"label": "Prometheus Setup", |
|
|
"sub_sub_subtasks": [ |
|
|
{ |
|
|
"id": "sss_task_grafana", |
|
|
"label": "Grafana Dashboards", |
|
|
"final_level_tasks": [ |
|
|
{"id": "ft_alert_rules", "label": "Alert Configuration"} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
] |
|
|
} |
|
|
""" |
