Upload chart_executor.py
Browse files- utils/chart_executor.py +170 -0
utils/chart_executor.py
ADDED
|
@@ -0,0 +1,170 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Code Executor for LLM-Generated Visualization Code
|
| 3 |
+
|
| 4 |
+
Safely executes matplotlib code generated by LLM to produce charts.
|
| 5 |
+
Converts matplotlib figures to Base64 for HTML embedding.
|
| 6 |
+
"""
|
| 7 |
+
|
| 8 |
+
import sys
|
| 9 |
+
import io
|
| 10 |
+
import base64
|
| 11 |
+
import traceback
|
| 12 |
+
from typing import Dict, Optional, Any
|
| 13 |
+
import warnings
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
class ChartExecutor:
|
| 17 |
+
"""
|
| 18 |
+
Executes LLM-generated matplotlib code and returns Base64 images.
|
| 19 |
+
"""
|
| 20 |
+
|
| 21 |
+
def __init__(self):
|
| 22 |
+
self._setup_matplotlib()
|
| 23 |
+
|
| 24 |
+
def _setup_matplotlib(self):
|
| 25 |
+
"""Setup matplotlib for non-interactive use."""
|
| 26 |
+
try:
|
| 27 |
+
import matplotlib
|
| 28 |
+
matplotlib.use('Agg')
|
| 29 |
+
import matplotlib.pyplot as plt
|
| 30 |
+
plt.rcParams['font.family'] = ['Microsoft YaHei', 'SimHei', 'DejaVu Sans', 'sans-serif']
|
| 31 |
+
plt.rcParams['axes.unicode_minus'] = False
|
| 32 |
+
self.plt = plt
|
| 33 |
+
self.np = __import__('numpy')
|
| 34 |
+
self.available = True
|
| 35 |
+
except ImportError as e:
|
| 36 |
+
warnings.warn(f"Matplotlib not available: {e}")
|
| 37 |
+
self.available = False
|
| 38 |
+
|
| 39 |
+
def execute_chart_code(self, code: str, chart_name: str = "chart") -> Dict[str, Any]:
|
| 40 |
+
"""
|
| 41 |
+
Execute matplotlib code and return Base64 image.
|
| 42 |
+
|
| 43 |
+
Args:
|
| 44 |
+
code: Python code string containing matplotlib commands
|
| 45 |
+
chart_name: Name for the chart
|
| 46 |
+
|
| 47 |
+
Returns:
|
| 48 |
+
Dict with 'success', 'image_base64' or 'error'
|
| 49 |
+
"""
|
| 50 |
+
if not self.available:
|
| 51 |
+
return {
|
| 52 |
+
"success": False,
|
| 53 |
+
"error": "Matplotlib not available",
|
| 54 |
+
"image_base64": None
|
| 55 |
+
}
|
| 56 |
+
|
| 57 |
+
try:
|
| 58 |
+
# Create isolated namespace
|
| 59 |
+
namespace = {
|
| 60 |
+
'plt': self.plt,
|
| 61 |
+
'np': self.np,
|
| 62 |
+
'matplotlib': __import__('matplotlib'),
|
| 63 |
+
}
|
| 64 |
+
|
| 65 |
+
# Redirect savefig to capture output
|
| 66 |
+
buf = io.BytesIO()
|
| 67 |
+
|
| 68 |
+
# Modify code to save to buffer instead of file
|
| 69 |
+
modified_code = self._modify_code_for_buffer(code)
|
| 70 |
+
|
| 71 |
+
# Execute code
|
| 72 |
+
exec(modified_code, namespace)
|
| 73 |
+
|
| 74 |
+
# Get the current figure
|
| 75 |
+
fig = self.plt.gcf()
|
| 76 |
+
|
| 77 |
+
# Save to buffer
|
| 78 |
+
fig.savefig(buf, format='png', dpi=150, bbox_inches='tight',
|
| 79 |
+
facecolor='white', edgecolor='none')
|
| 80 |
+
buf.seek(0)
|
| 81 |
+
|
| 82 |
+
# Convert to Base64
|
| 83 |
+
img_base64 = base64.b64encode(buf.getvalue()).decode('utf-8')
|
| 84 |
+
|
| 85 |
+
# Clean up
|
| 86 |
+
self.plt.close('all')
|
| 87 |
+
|
| 88 |
+
return {
|
| 89 |
+
"success": True,
|
| 90 |
+
"image_base64": f"data:image/png;base64,{img_base64}",
|
| 91 |
+
"chart_name": chart_name
|
| 92 |
+
}
|
| 93 |
+
|
| 94 |
+
except Exception as e:
|
| 95 |
+
self.plt.close('all')
|
| 96 |
+
return {
|
| 97 |
+
"success": False,
|
| 98 |
+
"error": str(e),
|
| 99 |
+
"traceback": traceback.format_exc(),
|
| 100 |
+
"image_base64": None
|
| 101 |
+
}
|
| 102 |
+
|
| 103 |
+
def _modify_code_for_buffer(self, code: str) -> str:
|
| 104 |
+
"""Remove savefig and show commands from code."""
|
| 105 |
+
lines = code.split('\n')
|
| 106 |
+
modified_lines = []
|
| 107 |
+
|
| 108 |
+
for line in lines:
|
| 109 |
+
# Skip savefig and show commands
|
| 110 |
+
stripped = line.strip()
|
| 111 |
+
if stripped.startswith('plt.savefig') or stripped.startswith('plt.show'):
|
| 112 |
+
continue
|
| 113 |
+
if 'savefig(' in stripped or '.show(' in stripped:
|
| 114 |
+
continue
|
| 115 |
+
modified_lines.append(line)
|
| 116 |
+
|
| 117 |
+
return '\n'.join(modified_lines)
|
| 118 |
+
|
| 119 |
+
def execute_multiple_charts(self, code_dict: Dict[str, str]) -> Dict[str, Dict]:
|
| 120 |
+
"""
|
| 121 |
+
Execute multiple chart codes.
|
| 122 |
+
|
| 123 |
+
Args:
|
| 124 |
+
code_dict: Dict mapping chart names to code strings
|
| 125 |
+
|
| 126 |
+
Returns:
|
| 127 |
+
Dict mapping chart names to execution results
|
| 128 |
+
"""
|
| 129 |
+
results = {}
|
| 130 |
+
|
| 131 |
+
for name, code in code_dict.items():
|
| 132 |
+
if code and isinstance(code, str) and 'plt' in code:
|
| 133 |
+
results[name] = self.execute_chart_code(code, name)
|
| 134 |
+
else:
|
| 135 |
+
results[name] = {
|
| 136 |
+
"success": False,
|
| 137 |
+
"error": "Invalid or empty code",
|
| 138 |
+
"image_base64": None
|
| 139 |
+
}
|
| 140 |
+
|
| 141 |
+
return results
|
| 142 |
+
|
| 143 |
+
|
| 144 |
+
def generate_fallback_chart_html(chart_name: str, description: str) -> str:
|
| 145 |
+
"""
|
| 146 |
+
Generate a placeholder HTML when chart generation fails.
|
| 147 |
+
"""
|
| 148 |
+
return f'''
|
| 149 |
+
<div style="border:2px dashed #ccc; padding:40px; text-align:center;
|
| 150 |
+
background:#f9f9f9; border-radius:8px; margin:15px 0;">
|
| 151 |
+
<div style="font-size:48px; color:#ccc;">📊</div>
|
| 152 |
+
<div style="font-size:16px; color:#666; margin-top:10px;">
|
| 153 |
+
{chart_name}
|
| 154 |
+
</div>
|
| 155 |
+
<div style="font-size:12px; color:#999; margin-top:5px;">
|
| 156 |
+
{description}
|
| 157 |
+
</div>
|
| 158 |
+
</div>
|
| 159 |
+
'''
|
| 160 |
+
|
| 161 |
+
|
| 162 |
+
# Singleton instance
|
| 163 |
+
_executor = None
|
| 164 |
+
|
| 165 |
+
def get_executor() -> ChartExecutor:
|
| 166 |
+
"""Get or create the chart executor singleton."""
|
| 167 |
+
global _executor
|
| 168 |
+
if _executor is None:
|
| 169 |
+
_executor = ChartExecutor()
|
| 170 |
+
return _executor
|