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import graphviz |
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import json |
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from tempfile import NamedTemporaryFile |
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import os |
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from graph_generator_utils import add_nodes_and_edges |
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def generate_synoptic_chart(json_input: str, output_format: str) -> str: |
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""" |
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Generates a synoptic chart (horizontal flowchart) from JSON input. |
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Args: |
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json_input (str): A JSON string describing the synoptic chart structure. |
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It must follow the Expected JSON Format Example below. |
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Expected JSON Format Example: |
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{ |
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"central_node": "AI Project Lifecycle", |
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"nodes": [ |
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{ |
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"id": "phase1", |
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"label": "I. Problem Definition & Data Acquisition", |
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"relationship": "Starts with", |
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"subnodes": [ |
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{ |
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"id": "sub1_1", |
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"label": "1. Problem Formulation", |
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"relationship": "Involves", |
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"subnodes": [ |
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{"id": "sub1_1_1", "label": "1.1. Identify Business Need", "relationship": "e.g."}, |
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{"id": "sub1_1_2", "label": "1.2. Define KPIs", "relationship": "e.g."} |
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] |
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}, |
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{ |
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"id": "sub1_2", |
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"label": "2. Data Collection", |
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"relationship": "Followed by", |
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"subnodes": [ |
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{"id": "sub1_2_1", "label": "2.1. Source Data", "relationship": "from"}, |
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{"id": "sub1_2_2", "label": "2.2. Data Cleaning", "relationship": "includes"} |
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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": "phase2", |
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"label": "II. Model Development", |
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"relationship": "Proceeds to", |
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"subnodes": [ |
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{ |
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"id": "sub2_1", |
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"label": "1. Feature Engineering", |
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"relationship": "Comprises", |
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"subnodes": [ |
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{"id": "sub2_1_1", "label": "1.1. Feature Selection", "relationship": "e.g."}, |
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{"id": "sub2_1_2", "label": "1.2. Feature Transformation", "relationship": "e.g."} |
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] |
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}, |
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{ |
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"id": "sub2_2", |
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"label": "2. Model Training", |
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"relationship": "Involves", |
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"subnodes": [ |
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{"id": "sub2_2_1", "label": "2.1. Algorithm Selection", "relationship": "uses"}, |
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{"id": "sub2_2_2", "label": "2.2. Hyperparameter Tuning", "relationship": "optimizes"} |
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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": "phase3", |
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"label": "III. Evaluation & Deployment", |
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"relationship": "Culminates in", |
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"subnodes": [ |
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{ |
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"id": "sub3_1", |
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"label": "1. Model Evaluation", |
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"relationship": "Includes", |
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"subnodes": [ |
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{"id": "sub3_1_1", "label": "1.1. Performance Metrics", "relationship": "measures"}, |
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{"id": "sub3_1_2", "label": "1.2. Bias & Fairness Audits", "relationship": "ensures"} |
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] |
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}, |
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{ |
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"id": "sub3_2", |
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"label": "2. Deployment & Monitoring", |
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"relationship": "Requires", |
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"subnodes": [ |
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{"id": "sub3_2_1", "label": "2.1. API/Integration Development", "relationship": "for"}, |
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{"id": "sub3_2_2", "label": "2.2. Continuous Monitoring", "relationship": "ensures"} |
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] |
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} |
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] |
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} |
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] |
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} |
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Returns: |
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str: The filepath to the generated PNG image file. |
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""" |
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try: |
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if not json_input.strip(): |
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return "Error: Empty input" |
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data = json.loads(json_input) |
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if 'central_node' not in data or 'nodes' not in data: |
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raise ValueError("Missing required fields: central_node or nodes") |
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korean_font = 'NanumGothic-Regular' |
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dot = graphviz.Digraph( |
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name='SynopticChart', |
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format='png', |
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graph_attr={ |
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'rankdir': 'LR', |
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'splines': 'ortho', |
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'bgcolor': 'white', |
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'pad': '0.5', |
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'ranksep': '0.7', |
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'nodesep': '0.3', |
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'fontname': korean_font, |
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'charset': 'UTF-8' |
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}, |
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node_attr={ |
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'fontname': korean_font |
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}, |
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edge_attr={ |
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'fontname': korean_font |
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} |
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) |
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base_color = '#19191a' |
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dot.node( |
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'central', |
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data['central_node'], |
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shape='box', |
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style='filled,rounded', |
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fillcolor=base_color, |
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fontcolor='white', |
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fontsize='16', |
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fontname=korean_font |
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) |
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add_nodes_and_edges(dot, 'central', data.get('nodes', []), current_depth=1, base_color=base_color) |
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with NamedTemporaryFile(delete=False, suffix=f'.{output_format}') as tmp: |
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dot.render(tmp.name, format=output_format, cleanup=True) |
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return f"{tmp.name}.{output_format}" |
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except json.JSONDecodeError: |
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return "Error: Invalid JSON format" |
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except Exception as e: |
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return f"Error: {str(e)}" |