Create app.py
Browse files
app.py
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| 1 |
+
import gradio as gr
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| 2 |
+
import requests
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| 3 |
+
import base64
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| 4 |
+
import re
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| 5 |
+
import json
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| 6 |
+
from PIL import Image
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| 7 |
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import io
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| 8 |
+
import tempfile
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| 9 |
+
import os
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| 10 |
+
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| 11 |
+
def get_molecular_structure(compound_name):
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| 12 |
+
"""
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| 13 |
+
Get molecular structure image for a chemical compound
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| 14 |
+
Returns: dict with image URL, metadata, and status
|
| 15 |
+
"""
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| 16 |
+
try:
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| 17 |
+
# Clean compound name
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| 18 |
+
clean_compound = re.sub(r'[^a-zA-Z0-9\s-]', '', compound_name.strip())
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| 19 |
+
if not clean_compound:
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| 20 |
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return {
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| 21 |
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"success": False,
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| 22 |
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"error": "Invalid compound name",
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| 23 |
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"image_url": None
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| 24 |
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}
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| 25 |
+
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| 26 |
+
print(f"Processing compound: {clean_compound}")
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| 27 |
+
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| 28 |
+
# Step 1: Get InChIKey from NIH Resolver
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| 29 |
+
inchikey_url = f"https://cactus.nci.nih.gov/chemical/structure/{clean_compound}/stdinchikey"
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| 30 |
+
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| 31 |
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try:
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| 32 |
+
response = requests.get(inchikey_url, timeout=10)
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| 33 |
+
if response.status_code == 200 and response.text.strip():
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| 34 |
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inchikey = response.text.strip()
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| 35 |
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# Remove InChIKey= prefix if present
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| 36 |
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inchikey = inchikey.replace('InChIKey=', '')
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| 37 |
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print(f"Found InChIKey: {inchikey}")
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| 38 |
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else:
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| 39 |
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raise Exception("InChIKey not found")
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| 40 |
+
except Exception as e:
|
| 41 |
+
print(f"InChIKey lookup failed: {e}")
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| 42 |
+
# Try direct NIH image as fallback
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| 43 |
+
return get_direct_nih_image(clean_compound)
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| 44 |
+
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| 45 |
+
# Step 2: Get CID from PubChem
|
| 46 |
+
cid_url = f"https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/inchikey/{inchikey}/cids/JSON"
|
| 47 |
+
|
| 48 |
+
try:
|
| 49 |
+
response = requests.get(cid_url, timeout=10)
|
| 50 |
+
if response.status_code == 200:
|
| 51 |
+
cid_data = response.json()
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| 52 |
+
if 'IdentifierList' in cid_data and 'CID' in cid_data['IdentifierList']:
|
| 53 |
+
cid = cid_data['IdentifierList']['CID'][0]
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| 54 |
+
print(f"Found CID: {cid}")
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| 55 |
+
else:
|
| 56 |
+
raise Exception("CID not found in response")
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| 57 |
+
else:
|
| 58 |
+
raise Exception(f"CID request failed: {response.status_code}")
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| 59 |
+
except Exception as e:
|
| 60 |
+
print(f"CID lookup failed: {e}")
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| 61 |
+
return get_direct_nih_image(clean_compound)
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| 62 |
+
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| 63 |
+
# Step 3: Get image from PubChem
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| 64 |
+
image_url = f"https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/cid/{cid}/PNG"
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| 65 |
+
|
| 66 |
+
try:
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| 67 |
+
response = requests.get(image_url, timeout=15)
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| 68 |
+
if response.status_code == 200 and len(response.content) > 1000:
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| 69 |
+
# Save image temporarily and return public URL
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| 70 |
+
return save_and_return_image(response.content, {
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| 71 |
+
"compound": compound_name,
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| 72 |
+
"cid": cid,
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| 73 |
+
"inchikey": inchikey,
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| 74 |
+
"source": "PubChem"
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| 75 |
+
})
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| 76 |
+
else:
|
| 77 |
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raise Exception("Invalid image data")
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| 78 |
+
except Exception as e:
|
| 79 |
+
print(f"PubChem image failed: {e}")
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| 80 |
+
return get_direct_nih_image(clean_compound)
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| 81 |
+
|
| 82 |
+
except Exception as e:
|
| 83 |
+
return {
|
| 84 |
+
"success": False,
|
| 85 |
+
"error": str(e),
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| 86 |
+
"image_url": None,
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| 87 |
+
"compound": compound_name
|
| 88 |
+
}
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| 89 |
+
|
| 90 |
+
def get_direct_nih_image(compound_name):
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| 91 |
+
"""Fallback to direct NIH image"""
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| 92 |
+
try:
|
| 93 |
+
nih_url = f"https://cactus.nci.nih.gov/chemical/structure/{compound_name}/image"
|
| 94 |
+
response = requests.get(nih_url, timeout=15)
|
| 95 |
+
|
| 96 |
+
if response.status_code == 200 and len(response.content) > 1000:
|
| 97 |
+
return save_and_return_image(response.content, {
|
| 98 |
+
"compound": compound_name,
|
| 99 |
+
"source": "NIH Direct"
|
| 100 |
+
})
|
| 101 |
+
else:
|
| 102 |
+
return {
|
| 103 |
+
"success": False,
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| 104 |
+
"error": "No molecular structure found",
|
| 105 |
+
"image_url": None,
|
| 106 |
+
"compound": compound_name
|
| 107 |
+
}
|
| 108 |
+
except Exception as e:
|
| 109 |
+
return {
|
| 110 |
+
"success": False,
|
| 111 |
+
"error": f"NIH fallback failed: {str(e)}",
|
| 112 |
+
"image_url": None,
|
| 113 |
+
"compound": compound_name
|
| 114 |
+
}
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| 115 |
+
|
| 116 |
+
def save_and_return_image(image_data, metadata):
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| 117 |
+
"""Save image and return file path for Gradio"""
|
| 118 |
+
try:
|
| 119 |
+
# Create PIL Image
|
| 120 |
+
image = Image.open(io.BytesIO(image_data))
|
| 121 |
+
|
| 122 |
+
# Save to temporary file
|
| 123 |
+
temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.png')
|
| 124 |
+
image.save(temp_file.name, 'PNG')
|
| 125 |
+
|
| 126 |
+
return {
|
| 127 |
+
"success": True,
|
| 128 |
+
"image_path": temp_file.name, # For Gradio display
|
| 129 |
+
"image_url": f"data:image/png;base64,{base64.b64encode(image_data).decode()}", # For API
|
| 130 |
+
"metadata": metadata,
|
| 131 |
+
"compound": metadata.get("compound", ""),
|
| 132 |
+
"size": len(image_data)
|
| 133 |
+
}
|
| 134 |
+
except Exception as e:
|
| 135 |
+
return {
|
| 136 |
+
"success": False,
|
| 137 |
+
"error": f"Image processing failed: {str(e)}",
|
| 138 |
+
"image_url": None
|
| 139 |
+
}
|
| 140 |
+
|
| 141 |
+
def molecular_structure_interface(compound_name):
|
| 142 |
+
"""Gradio interface function"""
|
| 143 |
+
if not compound_name or not compound_name.strip():
|
| 144 |
+
return None, "Please enter a compound name"
|
| 145 |
+
|
| 146 |
+
result = get_molecular_structure(compound_name.strip())
|
| 147 |
+
|
| 148 |
+
if result["success"]:
|
| 149 |
+
info = f"""
|
| 150 |
+
**Compound:** {result['compound']}
|
| 151 |
+
**Source:** {result['metadata']['source']}
|
| 152 |
+
**Image Size:** {result['size']} bytes
|
| 153 |
+
"""
|
| 154 |
+
if 'cid' in result['metadata']:
|
| 155 |
+
info += f"**PubChem CID:** {result['metadata']['cid']}\n"
|
| 156 |
+
if 'inchikey' in result['metadata']:
|
| 157 |
+
info += f"**InChIKey:** {result['metadata']['inchikey']}\n"
|
| 158 |
+
|
| 159 |
+
return result["image_path"], info
|
| 160 |
+
else:
|
| 161 |
+
return None, f"❌ Error: {result['error']}"
|
| 162 |
+
|
| 163 |
+
def api_endpoint(compound_name):
|
| 164 |
+
"""API endpoint that returns JSON"""
|
| 165 |
+
result = get_molecular_structure(compound_name)
|
| 166 |
+
return result
|
| 167 |
+
|
| 168 |
+
# Create Gradio interface
|
| 169 |
+
with gr.Blocks(title="Molecular Structure Generator") as demo:
|
| 170 |
+
gr.Markdown("# 🧪 Molecular Structure Generator")
|
| 171 |
+
gr.Markdown("Generate molecular structure images for chemical compounds using PubChem and NIH databases.")
|
| 172 |
+
|
| 173 |
+
with gr.Row():
|
| 174 |
+
with gr.Column():
|
| 175 |
+
compound_input = gr.Textbox(
|
| 176 |
+
label="Chemical Compound Name",
|
| 177 |
+
placeholder="Enter compound name (e.g., 'aspirin', 'caffeine', 'Rochelle salt')",
|
| 178 |
+
value="Rochelle salt"
|
| 179 |
+
)
|
| 180 |
+
generate_btn = gr.Button("Generate Structure", variant="primary")
|
| 181 |
+
|
| 182 |
+
with gr.Column():
|
| 183 |
+
image_output = gr.Image(label="Molecular Structure", type="filepath")
|
| 184 |
+
info_output = gr.Markdown(label="Information")
|
| 185 |
+
|
| 186 |
+
generate_btn.click(
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| 187 |
+
molecular_structure_interface,
|
| 188 |
+
inputs=[compound_input],
|
| 189 |
+
outputs=[image_output, info_output]
|
| 190 |
+
)
|
| 191 |
+
|
| 192 |
+
# Examples
|
| 193 |
+
gr.Examples(
|
| 194 |
+
examples=[
|
| 195 |
+
["Rochelle salt"],
|
| 196 |
+
["aspirin"],
|
| 197 |
+
["caffeine"],
|
| 198 |
+
["benzene"],
|
| 199 |
+
["glucose"],
|
| 200 |
+
["ethanol"]
|
| 201 |
+
],
|
| 202 |
+
inputs=[compound_input]
|
| 203 |
+
)
|
| 204 |
+
|
| 205 |
+
# API section
|
| 206 |
+
gr.Markdown("## 🔗 API Usage")
|
| 207 |
+
gr.Markdown("""
|
| 208 |
+
**Endpoint:** `POST /api/molecular-structure`
|
| 209 |
+
|
| 210 |
+
**Example Request:**
|
| 211 |
+
```bash
|
| 212 |
+
curl -X POST "https://your-space.hf.space/api/molecular-structure" \
|
| 213 |
+
-H "Content-Type: application/json" \
|
| 214 |
+
-d '{"compound_name": "aspirin"}'
|
| 215 |
+
```
|
| 216 |
+
|
| 217 |
+
**Example Response:**
|
| 218 |
+
```json
|
| 219 |
+
{
|
| 220 |
+
"success": true,
|
| 221 |
+
"image_url": "data:image/png;base64,iVBORw0KGgoAAAA...",
|
| 222 |
+
"metadata": {
|
| 223 |
+
"compound": "aspirin",
|
| 224 |
+
"cid": 2244,
|
| 225 |
+
"inchikey": "BSYNRYMUTXBXSQ-UHFFFAOYSA-N",
|
| 226 |
+
"source": "PubChem"
|
| 227 |
+
},
|
| 228 |
+
"size": 3456
|
| 229 |
+
}
|
| 230 |
+
```
|
| 231 |
+
""")
|
| 232 |
+
|
| 233 |
+
if __name__ == "__main__":
|
| 234 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|