Spaces:
Running
Running
Update process_flow_generator.py
Browse files- process_flow_generator.py +0 -187
process_flow_generator.py
CHANGED
|
@@ -1,190 +1,3 @@
|
|
| 1 |
-
# import graphviz
|
| 2 |
-
# import json
|
| 3 |
-
# from tempfile import NamedTemporaryFile
|
| 4 |
-
# import os
|
| 5 |
-
|
| 6 |
-
# def generate_process_flow_diagram(json_input: str, output_format: str) -> str:
|
| 7 |
-
# """
|
| 8 |
-
# Generates a Process Flow Diagram (Flowchart) from JSON input.
|
| 9 |
-
|
| 10 |
-
# Args:
|
| 11 |
-
# json_input (str): A JSON string describing the process flow structure.
|
| 12 |
-
# It must follow the Expected JSON Format Example below.
|
| 13 |
-
|
| 14 |
-
# Expected JSON Format Example:
|
| 15 |
-
# {
|
| 16 |
-
# "start_node": "Start Inference Request",
|
| 17 |
-
# "nodes": [
|
| 18 |
-
# {
|
| 19 |
-
# "id": "user_input",
|
| 20 |
-
# "label": "Receive User Input (Data)",
|
| 21 |
-
# "type": "io"
|
| 22 |
-
# },
|
| 23 |
-
# {
|
| 24 |
-
# "id": "preprocess_data",
|
| 25 |
-
# "label": "Preprocess Data",
|
| 26 |
-
# "type": "process"
|
| 27 |
-
# },
|
| 28 |
-
# {
|
| 29 |
-
# "id": "validate_data",
|
| 30 |
-
# "label": "Validate Data Format/Type",
|
| 31 |
-
# "type": "decision"
|
| 32 |
-
# },
|
| 33 |
-
# {
|
| 34 |
-
# "id": "data_valid_yes",
|
| 35 |
-
# "label": "Data Valid?",
|
| 36 |
-
# "type": "decision"
|
| 37 |
-
# },
|
| 38 |
-
# {
|
| 39 |
-
# "id": "load_model",
|
| 40 |
-
# "label": "Load AI Model (if not cached)",
|
| 41 |
-
# "type": "process"
|
| 42 |
-
# },
|
| 43 |
-
# {
|
| 44 |
-
# "id": "run_inference",
|
| 45 |
-
# "label": "Run AI Model Inference",
|
| 46 |
-
# "type": "process"
|
| 47 |
-
# },
|
| 48 |
-
# {
|
| 49 |
-
# "id": "postprocess_output",
|
| 50 |
-
# "label": "Postprocess Model Output",
|
| 51 |
-
# "type": "process"
|
| 52 |
-
# },
|
| 53 |
-
# {
|
| 54 |
-
# "id": "send_response",
|
| 55 |
-
# "label": "Send Response to User",
|
| 56 |
-
# "type": "io"
|
| 57 |
-
# },
|
| 58 |
-
# {
|
| 59 |
-
# "id": "log_error",
|
| 60 |
-
# "label": "Log Error & Notify User",
|
| 61 |
-
# "type": "process"
|
| 62 |
-
# },
|
| 63 |
-
# {
|
| 64 |
-
# "id": "end_inference_process",
|
| 65 |
-
# "label": "End Inference Process",
|
| 66 |
-
# "type": "end"
|
| 67 |
-
# }
|
| 68 |
-
# ],
|
| 69 |
-
# "connections": [
|
| 70 |
-
# {"from": "start_node", "to": "user_input", "label": "Request"},
|
| 71 |
-
# {"from": "user_input", "to": "preprocess_data", "label": "Data Received"},
|
| 72 |
-
# {"from": "preprocess_data", "to": "validate_data", "label": "Cleaned"},
|
| 73 |
-
# {"from": "validate_data", "to": "data_valid_yes", "label": "Check"},
|
| 74 |
-
# {"from": "data_valid_yes", "to": "load_model", "label": "Yes"},
|
| 75 |
-
# {"from": "data_valid_yes", "to": "log_error", "label": "No"},
|
| 76 |
-
# {"from": "load_model", "to": "run_inference", "label": "Model Ready"},
|
| 77 |
-
# {"from": "run_inference", "to": "postprocess_output", "label": "Output Generated"},
|
| 78 |
-
# {"from": "postprocess_output", "to": "send_response", "label": "Ready"},
|
| 79 |
-
# {"from": "send_response", "to": "end_inference_process", "label": "Response Sent"},
|
| 80 |
-
# {"from": "log_error", "to": "end_inference_process", "label": "Error Handled"}
|
| 81 |
-
# ]
|
| 82 |
-
# }
|
| 83 |
-
|
| 84 |
-
# Returns:
|
| 85 |
-
# str: The filepath to the generated PNG image file.
|
| 86 |
-
# """
|
| 87 |
-
# try:
|
| 88 |
-
# if not json_input.strip():
|
| 89 |
-
# return "Error: Empty input"
|
| 90 |
-
|
| 91 |
-
# data = json.loads(json_input)
|
| 92 |
-
|
| 93 |
-
# if 'start_node' not in data or 'nodes' not in data or 'connections' not in data:
|
| 94 |
-
# raise ValueError("Missing required fields: 'start_node', 'nodes', or 'connections'")
|
| 95 |
-
|
| 96 |
-
# node_shapes = {
|
| 97 |
-
# "process": "box", # Rectangle for processes
|
| 98 |
-
# "decision": "diamond", # Diamond for decisions
|
| 99 |
-
# "start": "oval", # Oval for start
|
| 100 |
-
# "end": "oval", # Oval for end
|
| 101 |
-
# "io": "parallelogram", # Input/Output
|
| 102 |
-
# "document": "note", # Document symbol
|
| 103 |
-
# "default": "box" # Fallback
|
| 104 |
-
# }
|
| 105 |
-
|
| 106 |
-
# dot = graphviz.Digraph(
|
| 107 |
-
# name='ProcessFlowDiagram',
|
| 108 |
-
# format='png',
|
| 109 |
-
# graph_attr={
|
| 110 |
-
# 'rankdir': 'TB', # Top-to-Bottom flow is common for flowcharts
|
| 111 |
-
# 'splines': 'ortho', # Straight lines with 90-degree bends
|
| 112 |
-
# 'bgcolor': 'white', # White background
|
| 113 |
-
# 'pad': '0.5', # Padding around the graph
|
| 114 |
-
# 'nodesep': '0.6', # Spacing between nodes on same rank
|
| 115 |
-
# 'ranksep': '0.8' # Spacing between ranks
|
| 116 |
-
# }
|
| 117 |
-
# )
|
| 118 |
-
|
| 119 |
-
# base_color = '#19191a'
|
| 120 |
-
|
| 121 |
-
# fill_color_for_nodes = base_color
|
| 122 |
-
# font_color_for_nodes = 'white' if base_color == '#19191a' or base_color.lower() in ['#000000', '#19191a'] else 'black'
|
| 123 |
-
|
| 124 |
-
# all_defined_nodes = {node['id']: node for node in data['nodes']}
|
| 125 |
-
|
| 126 |
-
# start_node_id = data['start_node']
|
| 127 |
-
# dot.node(
|
| 128 |
-
# start_node_id,
|
| 129 |
-
# start_node_id, # Label is typically the ID itself for start/end
|
| 130 |
-
# shape=node_shapes['start'],
|
| 131 |
-
# style='filled,rounded',
|
| 132 |
-
# fillcolor='#2196F3', # A distinct blue for Start
|
| 133 |
-
# fontcolor='white',
|
| 134 |
-
# fontsize='14'
|
| 135 |
-
# )
|
| 136 |
-
|
| 137 |
-
# for node_id, node_info in all_defined_nodes.items():
|
| 138 |
-
# if node_id == start_node_id: # Skip if it's the start node, already added
|
| 139 |
-
# continue
|
| 140 |
-
|
| 141 |
-
# node_type = node_info.get("type", "default")
|
| 142 |
-
# shape = node_shapes.get(node_type, "box")
|
| 143 |
-
|
| 144 |
-
# node_label = node_info['label']
|
| 145 |
-
|
| 146 |
-
# # Use distinct color for end node if it exists
|
| 147 |
-
# if node_type == 'end':
|
| 148 |
-
# dot.node(
|
| 149 |
-
# node_id,
|
| 150 |
-
# node_label,
|
| 151 |
-
# shape=shape,
|
| 152 |
-
# style='filled,rounded',
|
| 153 |
-
# fillcolor='#F44336', # A distinct red for End
|
| 154 |
-
# fontcolor='white',
|
| 155 |
-
# fontsize='14'
|
| 156 |
-
# )
|
| 157 |
-
# else: # Regular process, decision, etc. nodes use the selected base color
|
| 158 |
-
# dot.node(
|
| 159 |
-
# node_id,
|
| 160 |
-
# node_label,
|
| 161 |
-
# shape=shape,
|
| 162 |
-
# style='filled,rounded',
|
| 163 |
-
# fillcolor=fill_color_for_nodes,
|
| 164 |
-
# fontcolor=font_color_for_nodes,
|
| 165 |
-
# fontsize='14'
|
| 166 |
-
# )
|
| 167 |
-
|
| 168 |
-
# # Add connections (edges)
|
| 169 |
-
# for connection in data['connections']:
|
| 170 |
-
# dot.edge(
|
| 171 |
-
# connection['from'],
|
| 172 |
-
# connection['to'],
|
| 173 |
-
# label=connection.get('label', ''),
|
| 174 |
-
# color='#4a4a4a', # Dark gray for lines
|
| 175 |
-
# fontcolor='#4a4a4a',
|
| 176 |
-
# fontsize='10'
|
| 177 |
-
# )
|
| 178 |
-
|
| 179 |
-
# with NamedTemporaryFile(delete=False, suffix=f'.{output_format}') as tmp:
|
| 180 |
-
# dot.render(tmp.name, format=output_format, cleanup=True)
|
| 181 |
-
# return f"{tmp.name}.{output_format}"
|
| 182 |
-
|
| 183 |
-
# except json.JSONDecodeError:
|
| 184 |
-
# return "Error: Invalid JSON format"
|
| 185 |
-
# except Exception as e:
|
| 186 |
-
# return f"Error: {str(e)}"
|
| 187 |
-
|
| 188 |
import graphviz
|
| 189 |
import json
|
| 190 |
from tempfile import NamedTemporaryFile
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
import graphviz
|
| 2 |
import json
|
| 3 |
from tempfile import NamedTemporaryFile
|