Proofs x AI
- https://github.com/openfoodfacts/open-prices/discussions/560
- https://github.com/openfoodfacts/open-prices/discussions/526#discussioncomment-11323772
When a proof is created, an in-house model predict's the proof's type (Receipt, Price Tag...).
When a proof is created, we send the image to Google Cloud Vision API
- the result is stored in a
json.gzfile alongside the proof image - we currently do not use this data in the app
- see #320 for more details
- an alternative could be to call a GenAI API instead (see #681)
When a proof is created, and if it is of type PRICE_TAG, an in-house model detects the price tags bounding boxes.
- the result is stored in the
ProofPredictiontable - and the list of bounding boxes is used to create corresponding
PriceTagobjects
For each PriceTag created, we call a GenAI API to extract data (barcode or category, price) from these images.
todo
The following example is with: https://prices.openfoodfacts.org/proofs/17766
{
"type": "CLASSIFICATION",
"model_name": "price_proof_classification",
"model_version": "price_proof_classification-1.0",
"created": "2025-01-11T17:21:45.120620Z",
"data": {
"prediction": [
{
"label": "RECEIPT",
"score": 0.9983269572257996
},
{
"label": "PRICE_TAG",
"score": 0.001662618713453412
},
{
"label": "PRODUCT_WITH_PRICE",
"score": 0.000010287541044817772
},
{
"label": "WEB_PRINT",
"score": 1.6992761686651647e-7
},
{
"label": "OTHER",
"score": 9.177220050560209e-8
},
{
"label": "SHELF",
"score": 2.674269694580289e-9
}
]
},
"value": "RECEIPT",
"max_confidence": 0.9983269572257996
}// code
import json
from open_prices.proofs.models import Proof
from open_prices.api.proofs.serializers import ProofPredictionSerializer
p = Proof.objects.get(id=17766)
json.dumps(ProofPredictionSerializer(p.predictions.first()).data)(no data here because the example proof is a receipt)
{
"type": "OBJECT_DETECTION",
"model_name": "price_tag_detection",
"model_version": "price_tag_detection-1.0",
"created": "2025-01-11T17:21:48.921708Z",
"data": {
"objects": [
{
"label": "price_tag",
"score": 0.8913729786872864,
"bounding_box": [
0,
0.11772206425666809,
0.40537911653518677,
0.9268485307693481
]
}
]
},
"value": null,
"max_confidence": 0.8913729786872864
}// code
import json
from open_prices.proofs.models import Proof
from open_prices.api.proofs.serializers import ProofPredictionSerializer
p = Proof.objects.get(id=17766)
json.dumps(ProofPredictionSerializer(p.predictions.last()).data)(no data here because the example proof is a receipt)
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{
"mid": "/m/04gcl9",
"description": "Receipt",
"score": 0.5470022,
"topicality": 0.23081681
},
{
"mid": "/m/05c0n6k",
"description": "Label",
"score": 0.5088779,
"topicality": 0.0016113798
}
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{
"locale": "fr",
"description": "MONOPRIX\n231709408074250111180727\nGRENOBLE CASERNE DE BONNE\n15 rue MARCEAU\n38000 GRENOBLE 2\nOuvert du lundi au samedi de 08h00 A 21h00\nLe dimanche 08h30 a 19h45\nTel : 04.38.03.86.10\n11/01/25 - 18:08 940 94 8074\nEPICERIE/BOISSONS.\nT NOUILLES DE RIZ 25\n2.69 EUR\nT NOUILLES DE BLE ET\n2.69 EUR\nT NESTLE DESSERT NOI\n5.79 EUR\nT GALET.ROIS FRANG.\n4.69 EUR\n3TXIM\nTOTAL HORS PROMOTION :\nNOMBRE D'ARTICLES\n15.86 EUR\nD\n02\n4\nRESTE A PAYER\n15.86 EUR\nPAIEMENT\nis\nTR Eligible(15.86 EUR) aid an\nTRD3\n162\n15.86 EUR\nMA CARTE DE FIDELITE",
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"text": "MONOPRIX\n231709408074250111180727\nGRENOBLE CASERNE DE BONNE\n15 rue MARCEAU\n38000 GRENOBLE 2\nOuvert du lundi au samedi de 08h00 A 21h00\nLe dimanche 08h30 a 19h45\nTel : 04.38.03.86.10\n11/01/25 - 18:08 940 94 8074\nEPICERIE/BOISSONS.\nT NOUILLES DE RIZ 25\n2.69 EUR\nT NOUILLES DE BLE ET\n2.69 EUR\nT NESTLE DESSERT NOI\n5.79 EUR\nT GALET.ROIS FRANG.\n4.69 EUR\n3TXIM\nTOTAL HORS PROMOTION :\nNOMBRE D'ARTICLES\n15.86 EUR\nD\n02\n4\nRESTE A PAYER\n15.86 EUR\nPAIEMENT\nis\nTR Eligible(15.86 EUR) aid an\nTRD3\n162\n15.86 EUR\nMA CARTE DE FIDELITE"
}
}
],
"created_at": 1736867260
}gzip -dk <PATH>/img/0001/h4pWIXaJre.json.gzProof pic:
Prompt:
model = genai.GenerativeModel(model_name="gemini-1.5-flash-latest")
class Price(typing.TypedDict):
product_name: str
barcode: str
price: float
class Receipt(typing.TypedDict):
store_name: str
store_address: str
date: str
prices: list[Price]
response = model.generate_content(
[sample_file, "Extract store name, store address, date and list of barcodes, product name and prices for each barcode. Barcodes are EAN13"],
generation_config=genai.GenerationConfig(
response_mime_type="application/json", response_schema=Receipt
)
)Result:
{
"date": "05/09/24",
"prices": [
{
"barcode": "3497917000136",
"price": 3.16,
"product_name": "CHIPS PAYSANNE SDG BRET'S 250G"
},
{
"barcode": "3256226387938",
"price": 2.33,
"product_name": "SABLES NAPPES CHOC.LT UBIO200G"
},
{
"barcode": "3256221407266",
"price": 2.3,
"product_name": "CHAMPIGNONS EMINCES U BIO 170G"
},
{
"barcode": "0217714000000",
"price": 5.67,
"product_name": "ESC.DDE FINE LR LOUÉ X2 S/ATM"
},
{
"barcode": "3123930650026",
"price": 3.14,
"product_name": "COMTE AOP LC34% ENTREMONT 200G"
},
{
"barcode": "3412290011074",
"price": 2.03,
"product_name": "BEUR.MOULE DS80% P.BRETON 125G"
},
{
"barcode": "8005153003023",
"price": 2.85,
"product_name": "I FRESCHI CHIF SPECK MONT.100G"
},
{
"barcode": "3606760066750",
"price": 0.99,
"product_name": "LAITUE ICEBERG"
}
],
"store_address": "34 BLD ORNANO / 125 RUE DE CLIGNANCOURT PARIS 75018 FR",
"store_name": "SUPER U"
}