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Create app/gemini_scanner.py
Browse files- app/gemini_scanner.py +262 -0
app/gemini_scanner.py
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| 1 |
+
"""
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| 2 |
+
Gemini Vision API Integration for Image Scanning
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| 3 |
+
Provides OCR and product identification for accessibility
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| 4 |
+
"""
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| 5 |
+
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| 6 |
+
import base64
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| 7 |
+
from typing import Dict, Optional
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| 8 |
+
from pydantic import BaseModel
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| 9 |
+
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| 10 |
+
GEMINI_API_KEY = "AIzaSyCKg9oniH4PH6gLcG7WZzrjNAESqmZCk2o"
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| 11 |
+
GEMINI_API_URL = f"https://generativelanguage.googleapis.com/v1beta/models/gemini-2.0-flash-exp:generateContent?key={GEMINI_API_KEY}"
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| 12 |
+
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| 13 |
+
class ScanResult(BaseModel):
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| 14 |
+
success: bool
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| 15 |
+
product_type: str # "medication", "grocery", "receipt", "unknown"
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| 16 |
+
product_name: Optional[str] = None
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| 17 |
+
brand: Optional[str] = None
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| 18 |
+
details: Dict = {}
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| 19 |
+
spoken_description: str
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| 20 |
+
warnings: list = []
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| 21 |
+
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| 22 |
+
async def scan_product_image(image_data: str, scan_type: str = "auto") -> ScanResult:
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| 23 |
+
"""
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| 24 |
+
Scan a product image using Gemini Vision API
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| 25 |
+
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| 26 |
+
Args:
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| 27 |
+
image_data: Base64 encoded image
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| 28 |
+
scan_type: "medication", "grocery", "receipt", or "auto"
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| 29 |
+
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| 30 |
+
Returns:
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| 31 |
+
ScanResult with all extracted information
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| 32 |
+
"""
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| 33 |
+
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| 34 |
+
# Different prompts based on scan type
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| 35 |
+
prompts = {
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| 36 |
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"medication": """
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| 37 |
+
Analyze this medication/pharmaceutical product image carefully for a visually impaired user.
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| 38 |
+
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| 39 |
+
Provide COMPLETE information in this EXACT format:
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| 40 |
+
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| 41 |
+
PRODUCT TYPE: [Medication/Prescription/OTC]
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| 42 |
+
PRODUCT NAME: [Full medication name]
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| 43 |
+
BRAND: [Brand name if visible]
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| 44 |
+
GENERIC NAME: [Generic name if visible]
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| 45 |
+
STRENGTH: [Dosage strength, e.g., 500mg, 10mg]
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| 46 |
+
FORM: [Tablet/Capsule/Liquid/Cream/etc]
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| 47 |
+
QUANTITY: [Number of pills/volume]
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| 48 |
+
EXPIRATION DATE: [Date if visible - CHECK CAREFULLY]
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| 49 |
+
NDC/BARCODE: [If visible]
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| 50 |
+
PRESCRIPTION INFO: [Patient name, Rx number if visible]
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| 51 |
+
DIRECTIONS: [Usage instructions]
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| 52 |
+
WARNINGS: [Any warning labels - list ALL you see]
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| 53 |
+
INTERACTIONS: [Drug interaction warnings if visible]
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| 54 |
+
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| 55 |
+
SPOKEN DESCRIPTION: [Create a 2-3 sentence natural description that would be read aloud to someone who cannot see the image. Include the most critical safety information.]
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| 56 |
+
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| 57 |
+
SAFETY ALERTS: [If expired or any critical warnings, mention them prominently]
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| 58 |
+
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| 59 |
+
Be thorough and accurate. If you cannot read something clearly, say "Not clearly visible" rather than guessing.
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| 60 |
+
""",
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| 61 |
+
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| 62 |
+
"grocery": """
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| 63 |
+
Analyze this grocery/food product image for a visually impaired user.
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| 64 |
+
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| 65 |
+
Provide COMPLETE information in this EXACT format:
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| 66 |
+
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| 67 |
+
PRODUCT TYPE: [Food category]
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| 68 |
+
PRODUCT NAME: [Full product name]
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| 69 |
+
BRAND: [Brand name]
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| 70 |
+
SIZE/WEIGHT: [Package size]
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| 71 |
+
PRICE: [If visible on label or tag]
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| 72 |
+
EXPIRATION/BEST BY: [Date if visible]
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| 73 |
+
NUTRITIONAL HIGHLIGHTS: [Key nutrition facts if visible - calories, protein, etc]
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| 74 |
+
INGREDIENTS: [Main ingredients if visible]
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| 75 |
+
SPECIAL LABELS: [Organic, Gluten-Free, Non-GMO, etc]
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| 76 |
+
BARCODE/UPC: [If visible]
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| 77 |
+
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| 78 |
+
SPOKEN DESCRIPTION: [Create a natural 2-3 sentence description for someone who cannot see. Include product name, size, and any important details like expiration or special features.]
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| 79 |
+
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| 80 |
+
If anything is unclear, say "Not clearly visible" rather than guessing.
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| 81 |
+
""",
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| 82 |
+
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| 83 |
+
"receipt": """
|
| 84 |
+
Analyze this receipt image for a visually impaired user who wants to track their purchases.
|
| 85 |
+
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| 86 |
+
Provide information in this EXACT format:
|
| 87 |
+
|
| 88 |
+
STORE: [Store name]
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| 89 |
+
DATE: [Purchase date]
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| 90 |
+
TIME: [Purchase time if visible]
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| 91 |
+
TOTAL: [Total amount]
|
| 92 |
+
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| 93 |
+
ITEMS PURCHASED: [List each item with price in this format]
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| 94 |
+
- Item name | Price
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| 95 |
+
- Item name | Price
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| 96 |
+
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| 97 |
+
PAYMENT METHOD: [If visible]
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| 98 |
+
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| 99 |
+
SPOKEN DESCRIPTION: [Create a natural summary: "Receipt from [Store] on [Date]. Total: [Amount]. You purchased [X] items including..." List 3-5 main items.]
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| 100 |
+
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| 101 |
+
List items clearly so they can be added to inventory.
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| 102 |
+
""",
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| 103 |
+
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| 104 |
+
"auto": """
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| 105 |
+
Analyze this image and determine what type of product it shows (medication, grocery item, receipt, or other).
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| 106 |
+
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| 107 |
+
Then provide detailed information following these guidelines:
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| 108 |
+
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| 109 |
+
1. First, identify: Is this a MEDICATION, GROCERY ITEM, RECEIPT, or OTHER?
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| 110 |
+
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| 111 |
+
2. For MEDICATIONS: Include name, dosage, warnings, expiration date, usage instructions
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| 112 |
+
3. For GROCERY: Include product name, brand, size, price, nutritional info, expiration
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| 113 |
+
4. For RECEIPTS: Include store, date, items purchased, total
|
| 114 |
+
5. For OTHER: Describe what you see
|
| 115 |
+
|
| 116 |
+
PRODUCT TYPE: [medication/grocery/receipt/other]
|
| 117 |
+
|
| 118 |
+
[Then provide all relevant details in clear format]
|
| 119 |
+
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| 120 |
+
SPOKEN DESCRIPTION: [Create a natural 2-3 sentence description that would be helpful for someone who cannot see the image. Focus on the most important information they would want to know.]
|
| 121 |
+
|
| 122 |
+
Always prioritize clarity and accuracy for accessibility purposes.
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| 123 |
+
"""
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| 124 |
+
}
|
| 125 |
+
|
| 126 |
+
prompt = prompts.get(scan_type, prompts["auto"])
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| 127 |
+
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| 128 |
+
try:
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| 129 |
+
import httpx
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| 130 |
+
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| 131 |
+
# Prepare the request
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| 132 |
+
payload = {
|
| 133 |
+
"contents": [{
|
| 134 |
+
"parts": [
|
| 135 |
+
{"text": prompt},
|
| 136 |
+
{
|
| 137 |
+
"inline_data": {
|
| 138 |
+
"mime_type": "image/jpeg",
|
| 139 |
+
"data": image_data
|
| 140 |
+
}
|
| 141 |
+
}
|
| 142 |
+
]
|
| 143 |
+
}],
|
| 144 |
+
"generationConfig": {
|
| 145 |
+
"temperature": 0.2, # Low temperature for accuracy
|
| 146 |
+
"maxOutputTokens": 2000
|
| 147 |
+
}
|
| 148 |
+
}
|
| 149 |
+
|
| 150 |
+
async with httpx.AsyncClient(timeout=30.0) as client:
|
| 151 |
+
response = await client.post(GEMINI_API_URL, json=payload)
|
| 152 |
+
response.raise_for_status()
|
| 153 |
+
|
| 154 |
+
data = response.json()
|
| 155 |
+
analysis_text = data["candidates"][0]["content"]["parts"][0]["text"]
|
| 156 |
+
|
| 157 |
+
# Parse the response
|
| 158 |
+
result = parse_gemini_response(analysis_text, scan_type)
|
| 159 |
+
return result
|
| 160 |
+
|
| 161 |
+
except Exception as e:
|
| 162 |
+
return ScanResult(
|
| 163 |
+
success=False,
|
| 164 |
+
product_type="error",
|
| 165 |
+
spoken_description=f"Sorry, I encountered an error scanning the image: {str(e)}",
|
| 166 |
+
warnings=["Scan failed - please try again or manually enter information"]
|
| 167 |
+
)
|
| 168 |
+
|
| 169 |
+
def parse_gemini_response(text: str, scan_type: str) -> ScanResult:
|
| 170 |
+
"""Parse Gemini's response into structured data"""
|
| 171 |
+
|
| 172 |
+
lines = text.split('\n')
|
| 173 |
+
details = {}
|
| 174 |
+
product_name = None
|
| 175 |
+
brand = None
|
| 176 |
+
spoken_desc = ""
|
| 177 |
+
warnings = []
|
| 178 |
+
detected_type = scan_type if scan_type != "auto" else "unknown"
|
| 179 |
+
|
| 180 |
+
for line in lines:
|
| 181 |
+
line = line.strip()
|
| 182 |
+
|
| 183 |
+
# Extract key-value pairs
|
| 184 |
+
if ':' in line:
|
| 185 |
+
key, value = line.split(':', 1)
|
| 186 |
+
key = key.strip().upper()
|
| 187 |
+
value = value.strip()
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| 188 |
+
|
| 189 |
+
if 'PRODUCT TYPE' in key:
|
| 190 |
+
detected_type = value.lower()
|
| 191 |
+
if 'medication' in detected_type or 'prescription' in detected_type:
|
| 192 |
+
detected_type = "medication"
|
| 193 |
+
elif 'grocery' in detected_type or 'food' in detected_type:
|
| 194 |
+
detected_type = "grocery"
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| 195 |
+
elif 'receipt' in detected_type:
|
| 196 |
+
detected_type = "receipt"
|
| 197 |
+
|
| 198 |
+
elif 'PRODUCT NAME' in key or 'MEDICATION NAME' in key:
|
| 199 |
+
product_name = value
|
| 200 |
+
details['name'] = value
|
| 201 |
+
|
| 202 |
+
elif 'BRAND' in key:
|
| 203 |
+
brand = value
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| 204 |
+
details['brand'] = value
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| 205 |
+
|
| 206 |
+
elif 'SPOKEN DESCRIPTION' in key:
|
| 207 |
+
spoken_desc = value
|
| 208 |
+
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| 209 |
+
elif 'WARNING' in key or 'SAFETY ALERT' in key:
|
| 210 |
+
if value and value != "None" and value != "Not visible":
|
| 211 |
+
warnings.append(value)
|
| 212 |
+
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| 213 |
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elif 'EXPIRATION' in key or 'EXPIRES' in key or 'BEST BY' in key:
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| 214 |
+
details['expiration'] = value
|
| 215 |
+
# Check if expired
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| 216 |
+
if 'expired' in value.lower():
|
| 217 |
+
warnings.append(f"⚠️ EXPIRED: {value}")
|
| 218 |
+
|
| 219 |
+
elif value and value not in ["None", "Not visible", "Not clearly visible"]:
|
| 220 |
+
# Store other details
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| 221 |
+
clean_key = key.lower().replace(' ', '_')
|
| 222 |
+
details[clean_key] = value
|
| 223 |
+
|
| 224 |
+
# If no spoken description was found, create one from details
|
| 225 |
+
if not spoken_desc and product_name:
|
| 226 |
+
if detected_type == "medication":
|
| 227 |
+
spoken_desc = f"This is {product_name}"
|
| 228 |
+
if 'strength' in details:
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| 229 |
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spoken_desc += f", {details['strength']}"
|
| 230 |
+
if warnings:
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| 231 |
+
spoken_desc += ". " + warnings[0]
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| 232 |
+
elif detected_type == "grocery":
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| 233 |
+
spoken_desc = f"This is {product_name}"
|
| 234 |
+
if brand:
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| 235 |
+
spoken_desc += f" by {brand}"
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| 236 |
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if 'size/weight' in details:
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| 237 |
+
spoken_desc += f", {details['size/weight']}"
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| 238 |
+
else:
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| 239 |
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spoken_desc = f"Product identified: {product_name or 'Unknown'}"
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| 240 |
+
|
| 241 |
+
return ScanResult(
|
| 242 |
+
success=True,
|
| 243 |
+
product_type=detected_type,
|
| 244 |
+
product_name=product_name,
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| 245 |
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brand=brand,
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| 246 |
+
details=details,
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| 247 |
+
spoken_description=spoken_desc or "Image scanned successfully. Please check details.",
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| 248 |
+
warnings=warnings
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| 249 |
+
)
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| 250 |
+
```
|
| 251 |
+
|
| 252 |
+
5. **Click "Commit new file to main"**
|
| 253 |
+
|
| 254 |
+
---
|
| 255 |
+
|
| 256 |
+
### **Step 2: Update requirements.txt**
|
| 257 |
+
|
| 258 |
+
1. **Click on `requirements.txt`**
|
| 259 |
+
2. **Click "Edit"**
|
| 260 |
+
3. **Add this line:**
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| 261 |
+
```
|
| 262 |
+
httpx==0.25.0
|