def test_receipt_continuation_token(self, resource_group, location, form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(form_recognizer_account, AzureKeyCredential(form_recognizer_account_key))
with open(self.receipt_jpg, "rb") as fd:
receipt = fd.read()
initial_poller = client.begin_recognize_receipts(receipt)
cont_token = initial_poller.continuation_token()
poller = client.begin_recognize_receipts(receipt, continuation_token=cont_token)
result = poller.result()
self.assertIsNotNone(result)
initial_poller.wait() # necessary so azure-devtools doesn't throw assertion error
def test_damaged_file_passed_as_bytes_io(self, resource_group, location, form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(form_recognizer_account, AzureKeyCredential(form_recognizer_account_key))
damaged_pdf = BytesIO(b"\x25\x50\x44\x46\x55\x55\x55") # still has correct bytes to be recognized as PDF
with self.assertRaises(HttpResponseError):
poller = client.begin_recognize_receipts(
damaged_pdf,
)
def strongly_typed_receipt(self):
path_to_sample_forms = os.path.abspath(os.path.join(os.path.abspath(__file__), "..", "./sample_forms/receipt/contoso-allinone.jpg"))
from azure.core.credentials import AzureKeyCredential
from azure.ai.formrecognizer import FormRecognizerClient
endpoint = os.environ["AZURE_FORM_RECOGNIZER_ENDPOINT"]
key = os.environ["AZURE_FORM_RECOGNIZER_KEY"]
form_recognizer_client = FormRecognizerClient(
endpoint=endpoint, credential=AzureKeyCredential(key)
)
with open(path_to_sample_forms, "rb") as f:
poller = form_recognizer_client.begin_recognize_receipts(receipt=f)
receipts = poller.result()
for receipt in receipts:
receipt = Receipt(receipt)
print("Receipt Type: {} has confidence: {}".format(receipt.receipt_type.value, receipt.receipt_type.confidence))
print("Merchant Name: {} has confidence: {}".format(receipt.merchant_name.value, receipt.merchant_name.confidence))
print("Transaction Date: {} has confidence: {}".format(receipt.transaction_date.value, receipt.transaction_date.confidence))
print("Receipt items:")
for item in receipt.receipt_items:
print("...Item Name: {} has confidence: {}".format(item.name.value, item.name.confidence))
print("...Item Quantity: {} has confidence: {}".format(item.quantity.value, item.quantity.confidence))
print("...Individual Item Price: {} has confidence: {}".format(item.price.value, item.price.confidence))
print("...Total Item Price: {} has confidence: {}".format(item.total_price.value, item.total_price.confidence))
print("Subtotal: {} has confidence: {}".format(receipt.subtotal.value, receipt.subtotal.confidence))
print("Tax: {} has confidence: {}".format(receipt.tax.value, receipt.tax.confidence))
print("Tip: {} has confidence: {}".format(receipt.tip.value, receipt.tip.confidence))
print("Total: {} has confidence: {}".format(receipt.total.value, receipt.total.confidence))
def test_authentication_bad_key(self, formrecognizer_test_endpoint,
formrecognizer_test_api_key):
client = FormRecognizerClient(formrecognizer_test_endpoint,
AzureKeyCredential("xxxx"))
with self.assertRaises(ClientAuthenticationError):
poller = client.begin_recognize_receipts(b"xx",
content_type="image/jpeg")
def test_receipt_png(self, resource_group, location,
form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(
form_recognizer_account,
AzureKeyCredential(form_recognizer_account_key))
with open(self.receipt_png, "rb") as stream:
poller = client.begin_recognize_receipts(stream)
result = poller.result()
self.assertEqual(len(result), 1)
receipt = result[0]
self.assertEqual(receipt.merchant_address.value,
'123 Main Street Redmond, WA 98052')
self.assertEqual(receipt.merchant_name.value, 'Contoso Contoso')
self.assertEqual(receipt.subtotal.value, 1098.99)
self.assertEqual(receipt.tax.value, 104.4)
self.assertEqual(receipt.total.value, 1203.39)
self.assertEqual(receipt.transaction_date.value,
date(year=2019, month=6, day=10))
self.assertEqual(receipt.transaction_time.value,
time(hour=13, minute=59, second=0))
self.assertEqual(receipt.page_range.first_page, 1)
self.assertEqual(receipt.page_range.last_page, 1)
self.assertFormPagesHasValues(receipt.pages)
self.assertIsNotNone(receipt.receipt_type.confidence)
self.assertEqual(receipt.receipt_type.type, 'Itemized')
def test_receipt_jpg_include_text_content(self, resource_group, location,
form_recognizer_account,
form_recognizer_account_key):
client = FormRecognizerClient(
form_recognizer_account,
AzureKeyCredential(form_recognizer_account_key))
with open(self.receipt_jpg, "rb") as fd:
receipt = fd.read()
poller = client.begin_recognize_receipts(receipt,
include_text_content=True)
result = poller.result()
self.assertEqual(len(result), 1)
receipt = result[0]
self.assertFormPagesHasValues(receipt.pages)
for field, value in receipt.__dict__.items():
if field not in [
"receipt_type", "receipt_items", "page_range", "pages",
"fields", "form_type", "receipt_locale"
]:
form_field = getattr(receipt, field)
self.assertTextContentHasValues(
form_field.value_data.text_content,
receipt.page_range.first_page)
for field, value in receipt.fields.items():
self.assertTextContentHasValues(value.value_data.text_content,
receipt.page_range.first_page)
def test_receipt_jpg(self, resource_group, location, form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(form_recognizer_account, AzureKeyCredential(form_recognizer_account_key))
with open(self.receipt_jpg, "rb") as fd:
receipt = fd.read()
poller = client.begin_recognize_receipts(receipt)
result = poller.result()
self.assertEqual(len(result), 1)
receipt = result[0]
self.assertEqual(receipt.fields.get("MerchantAddress").value, '123 Main Street Redmond, WA 98052')
self.assertEqual(receipt.fields.get("MerchantName").value, 'Contoso Contoso')
self.assertEqual(receipt.fields.get("MerchantPhoneNumber").value, '+19876543210')
self.assertEqual(receipt.fields.get("Subtotal").value, 11.7)
self.assertEqual(receipt.fields.get("Tax").value, 1.17)
self.assertEqual(receipt.fields.get("Tip").value, 1.63)
self.assertEqual(receipt.fields.get("Total").value, 14.5)
self.assertEqual(receipt.fields.get("TransactionDate").value, date(year=2019, month=6, day=10))
self.assertEqual(receipt.fields.get("TransactionTime").value, time(hour=13, minute=59, second=0))
self.assertEqual(receipt.page_range.first_page_number, 1)
self.assertEqual(receipt.page_range.last_page_number, 1)
self.assertFormPagesHasValues(receipt.pages)
receipt_type = receipt.fields.get("ReceiptType")
self.assertIsNotNone(receipt_type.confidence)
self.assertEqual(receipt_type.value, 'Itemized')
self.assertReceiptItemsHasValues(receipt.fields['Items'].value, receipt.page_range.first_page_number, False)
def recognize_receipts(self):
# [START recognize_receipts]
from azure.core.credentials import AzureKeyCredential
from azure.ai.formrecognizer import FormRecognizerClient
form_recognizer_client = FormRecognizerClient(
endpoint=self.endpoint, credential=AzureKeyCredential(self.key)
)
with open("sample_forms/receipt/contoso-allinone.jpg", "rb") as f:
poller = form_recognizer_client.begin_recognize_receipts(stream=f.read())
receipts = poller.result()
for idx, receipt in enumerate(receipts):
print("--------Recognizing receipt #{}--------".format(idx))
print("Receipt Type: {} has confidence: {}".format(receipt.receipt_type.type, receipt.receipt_type.confidence))
print("Merchant Name: {} has confidence: {}".format(receipt.merchant_name.value, receipt.merchant_name.confidence))
print("Transaction Date: {} has confidence: {}".format(receipt.transaction_date.value, receipt.transaction_date.confidence))
print("Receipt items:")
for item in receipt.receipt_items:
print("...Item Name: {} has confidence: {}".format(item.name.value, item.name.confidence))
print("...Item Quantity: {} has confidence: {}".format(item.quantity.value, item.quantity.confidence))
print("...Individual Item Price: {} has confidence: {}".format(item.price.value, item.price.confidence))
print("...Total Item Price: {} has confidence: {}".format(item.total_price.value, item.total_price.confidence))
print("Subtotal: {} has confidence: {}".format(receipt.subtotal.value, receipt.subtotal.confidence))
print("Tax: {} has confidence: {}".format(receipt.tax.value, receipt.tax.confidence))
print("Tip: {} has confidence: {}".format(receipt.tip.value, receipt.tip.confidence))
print("Total: {} has confidence: {}".format(receipt.total.value, receipt.total.confidence))
print("--------------------------------------")
def test_receipt_multipage(self, resource_group, location, form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(form_recognizer_account, AzureKeyCredential(form_recognizer_account_key))
with open(self.multipage_invoice_pdf, "rb") as fd:
receipt = fd.read()
poller = client.begin_recognize_receipts(receipt, include_text_content=True)
result = poller.result()
self.assertEqual(len(result), 3)
receipt = result[0]
self.assertEqual(receipt.fields.get("MerchantAddress").value, '123 Hobbit Lane 567 Main St. Redmond, WA Redmond, WA')
self.assertEqual(receipt.fields.get("MerchantName").value, 'Bilbo Baggins')
self.assertEqual(receipt.fields.get("MerchantPhoneNumber").value, '+15555555555')
self.assertEqual(receipt.fields.get("Subtotal").value, 300.0)
self.assertEqual(receipt.fields.get("Total").value, 100.0)
self.assertEqual(receipt.page_range.first_page_number, 1)
self.assertEqual(receipt.page_range.last_page_number, 1)
self.assertFormPagesHasValues(receipt.pages)
receipt_type = receipt.fields.get("ReceiptType")
self.assertIsNotNone(receipt_type.confidence)
self.assertEqual(receipt_type.value, 'Itemized')
receipt = result[2]
self.assertEqual(receipt.fields.get("MerchantAddress").value, '123 Hobbit Lane 567 Main St. Redmond, WA Redmond, WA')
self.assertEqual(receipt.fields.get("MerchantName").value, 'Frodo Baggins')
self.assertEqual(receipt.fields.get("MerchantPhoneNumber").value, '+15555555555')
self.assertEqual(receipt.fields.get("Subtotal").value, 3000.0)
self.assertEqual(receipt.fields.get("Total").value, 1000.0)
self.assertEqual(receipt.page_range.first_page_number, 3)
self.assertEqual(receipt.page_range.last_page_number, 3)
self.assertFormPagesHasValues(receipt.pages)
receipt_type = receipt.fields.get("ReceiptType")
self.assertIsNotNone(receipt_type.confidence)
self.assertEqual(receipt_type.value, 'Itemized')
def test_receipt_jpg(self, resource_group, location,
form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(
form_recognizer_account,
AzureKeyCredential(form_recognizer_account_key))
with open(self.receipt_jpg, "rb") as fd:
receipt = fd.read()
poller = client.begin_recognize_receipts(receipt)
result = poller.result()
self.assertEqual(len(result), 1)
receipt = result[0]
self.assertEqual(receipt.merchant_address.value,
'123 Main Street Redmond, WA 98052')
self.assertEqual(receipt.merchant_name.value, 'Contoso Contoso')
self.assertEqual(receipt.merchant_phone_number.value, '+19876543210')
self.assertEqual(receipt.subtotal.value, 11.7)
self.assertEqual(receipt.tax.value, 1.17)
self.assertEqual(receipt.tip.value, 1.63)
self.assertEqual(receipt.total.value, 14.5)
self.assertEqual(receipt.transaction_date.value,
date(year=2019, month=6, day=10))
self.assertEqual(receipt.transaction_time.value,
time(hour=13, minute=59, second=0))
self.assertEqual(receipt.page_range.first_page, 1)
self.assertEqual(receipt.page_range.last_page, 1)
self.assertFormPagesHasValues(receipt.pages)
self.assertIsNotNone(receipt.receipt_type.confidence)
self.assertEqual(receipt.receipt_type.type, 'Itemized')
self.assertReceiptItemsHasValues(receipt.receipt_items,
receipt.page_range.first_page, False)
def test_damaged_file_bytes_io_fails_autodetect(self, resource_group, location, form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(form_recognizer_account, AzureKeyCredential(form_recognizer_account_key))
damaged_pdf = BytesIO(b"\x50\x44\x46\x55\x55\x55") # doesn't match any magic file numbers
with self.assertRaises(ValueError):
poller = client.begin_recognize_receipts(
damaged_pdf,
)
def analyze_form(endpoint, key, local_path):
form_recognizer_client = FormRecognizerClient(
endpoint=endpoint,
credential=AzureKeyCredential(key),
logging_enable=True)
with open(local_path, "rb") as f:
poller = form_recognizer_client.begin_recognize_receipts(receipt=f)
poller.wait()
def test_authentication_bad_key(self, resource_group, location,
form_recognizer_account,
form_recognizer_account_key):
client = FormRecognizerClient(form_recognizer_account,
AzureKeyCredential("xxxx"))
with self.assertRaises(ClientAuthenticationError):
poller = client.begin_recognize_receipts(b"xx",
content_type="image/jpeg")
def test_receipt_multipage_transform(self, resource_group, location, form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(form_recognizer_account, AzureKeyCredential(form_recognizer_account_key))
responses = []
def callback(raw_response, _, headers):
analyze_result = client._client._deserialize(AnalyzeOperationResult, raw_response)
extracted_receipt = prepare_receipt(analyze_result)
responses.append(analyze_result)
responses.append(extracted_receipt)
with open(self.multipage_invoice_pdf, "rb") as fd:
myfile = fd.read()
poller = client.begin_recognize_receipts(
receipt=myfile,
include_text_content=True,
cls=callback
)
result = poller.result()
raw_response = responses[0]
returned_model = responses[1]
actual = raw_response.analyze_result.document_results
read_results = raw_response.analyze_result.read_results
document_results = raw_response.analyze_result.document_results
page_results = raw_response.analyze_result.page_results
# check hardcoded values
for receipt, actual in zip(returned_model, actual):
if not actual.fields: # second page is blank
continue
# check dict values
self.assertFormFieldTransformCorrect(receipt.fields.get("MerchantAddress"), actual.fields.get("MerchantAddress"), read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("MerchantName"), actual.fields.get("MerchantName"), read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("MerchantPhoneNumber"), actual.fields.get("MerchantPhoneNumber"), read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("Subtotal"), actual.fields.get("Subtotal"), read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("Tax"), actual.fields.get("Tax"), read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("Tip"), actual.fields.get("Tip"), read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("Total"), actual.fields.get("Total"), read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("TransactionDate"), actual.fields.get("TransactionDate"), read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("TransactionTime"), actual.fields.get("TransactionTime"), read_results)
# check page range
self.assertEqual(receipt.page_range.first_page_number, actual.page_range[0])
self.assertEqual(receipt.page_range.last_page_number, actual.page_range[1])
# check receipt type
receipt_type = receipt.fields.get("ReceiptType")
self.assertEqual(receipt_type.confidence, actual.fields["ReceiptType"].confidence)
self.assertEqual(receipt_type.value, actual.fields["ReceiptType"].value_string)
# check receipt items
self.assertReceiptItemsTransformCorrect(receipt.fields["Items"].value, actual.fields["Items"], read_results)
# Check form pages
self.assertFormPagesTransformCorrect(returned_model, read_results)
def test_passing_bad_content_type_param_passed(self, resource_group, location, form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(form_recognizer_account, AzureKeyCredential(form_recognizer_account_key))
with open(self.receipt_jpg, "rb") as fd:
myfile = fd.read()
with self.assertRaises(ValueError):
poller = client.begin_recognize_receipts(
myfile,
content_type="application/jpeg"
)
def recognize_receipts(self):
path_to_sample_forms = os.path.abspath(os.path.join(os.path.abspath(__file__),
"..", "./sample_forms/receipt/contoso-allinone.jpg"))
# [START recognize_receipts]
from azure.core.credentials import AzureKeyCredential
from azure.ai.formrecognizer import FormRecognizerClient
endpoint = os.environ["AZURE_FORM_RECOGNIZER_ENDPOINT"]
key = os.environ["AZURE_FORM_RECOGNIZER_KEY"]
form_recognizer_client = FormRecognizerClient(
endpoint=endpoint, credential=AzureKeyCredential(key)
)
with open(path_to_sample_forms, "rb") as f:
poller = form_recognizer_client.begin_recognize_receipts(receipt=f, locale="en-US")
receipts = poller.result()
for idx, receipt in enumerate(receipts):
print("--------Recognizing receipt #{}--------".format(idx+1))
receipt_type = receipt.fields.get("ReceiptType")
if receipt_type:
print("Receipt Type: {} has confidence: {}".format(receipt_type.value, receipt_type.confidence))
merchant_name = receipt.fields.get("MerchantName")
if merchant_name:
print("Merchant Name: {} has confidence: {}".format(merchant_name.value, merchant_name.confidence))
transaction_date = receipt.fields.get("TransactionDate")
if transaction_date:
print("Transaction Date: {} has confidence: {}".format(transaction_date.value, transaction_date.confidence))
if receipt.fields.get("Items"):
print("Receipt items:")
for idx, item in enumerate(receipt.fields.get("Items").value):
print("...Item #{}".format(idx+1))
item_name = item.value.get("Name")
if item_name:
print("......Item Name: {} has confidence: {}".format(item_name.value, item_name.confidence))
item_quantity = item.value.get("Quantity")
if item_quantity:
print("......Item Quantity: {} has confidence: {}".format(item_quantity.value, item_quantity.confidence))
item_price = item.value.get("Price")
if item_price:
print("......Individual Item Price: {} has confidence: {}".format(item_price.value, item_price.confidence))
item_total_price = item.value.get("TotalPrice")
if item_total_price:
print("......Total Item Price: {} has confidence: {}".format(item_total_price.value, item_total_price.confidence))
subtotal = receipt.fields.get("Subtotal")
if subtotal:
print("Subtotal: {} has confidence: {}".format(subtotal.value, subtotal.confidence))
tax = receipt.fields.get("Tax")
if tax:
print("Tax: {} has confidence: {}".format(tax.value, tax.confidence))
tip = receipt.fields.get("Tip")
if tip:
print("Tip: {} has confidence: {}".format(tip.value, tip.confidence))
total = receipt.fields.get("Total")
if total:
print("Total: {} has confidence: {}".format(total.value, total.confidence))
print("--------------------------------------")
def test_receipt_bad_endpoint(self, formrecognizer_test_endpoint,
formrecognizer_test_api_key):
with open(self.receipt_jpg, "rb") as fd:
myfile = fd.read()
with self.assertRaises(ServiceRequestError):
client = FormRecognizerClient(
"http://notreal.azure.com",
AzureKeyCredential(formrecognizer_test_api_key))
poller = client.begin_recognize_receipts(myfile)
def test_auto_detect_unsupported_stream_content(self, resource_group, location, form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(form_recognizer_account, AzureKeyCredential(form_recognizer_account_key))
with open(self.unsupported_content_py, "rb") as fd:
myfile = fd.read()
with self.assertRaises(ValueError):
poller = client.begin_recognize_receipts(
myfile,
)
def test_passing_enum_content_type(self, resource_group, location, form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(form_recognizer_account, AzureKeyCredential(form_recognizer_account_key))
with open(self.receipt_png, "rb") as fd:
myfile = fd.read()
poller = client.begin_recognize_receipts(
myfile,
content_type=FormContentType.image_png
)
result = poller.result()
self.assertIsNotNone(result)
def test_blank_page(self, resource_group, location, form_recognizer_account, form_recognizer_account_key):
client = FormRecognizerClient(form_recognizer_account, AzureKeyCredential(form_recognizer_account_key))
with open(self.blank_pdf, "rb") as fd:
blank = fd.read()
poller = client.begin_recognize_receipts(
blank,
)
result = poller.result()
self.assertIsNotNone(result)
def test_authentication_successful_key(self, resource_group, location,
form_recognizer_account,
form_recognizer_account_key):
client = FormRecognizerClient(
form_recognizer_account,
AzureKeyCredential(form_recognizer_account_key))
with open(self.receipt_jpg, "rb") as fd:
myfile = fd.read()
poller = client.begin_recognize_receipts(myfile)
result = poller.result()
def test_passing_unsupported_url_content_type(self, resource_group,
location,
form_recognizer_account,
form_recognizer_account_key):
client = FormRecognizerClient(
form_recognizer_account,
AzureKeyCredential(form_recognizer_account_key))
with self.assertRaises(TypeError):
poller = client.begin_recognize_receipts(
"https://badurl.jpg", content_type="application/json")
def test_receipt_multipage(self, resource_group, location,
form_recognizer_account,
form_recognizer_account_key):
client = FormRecognizerClient(
form_recognizer_account,
AzureKeyCredential(form_recognizer_account_key))
with open(self.multipage_invoice_pdf, "rb") as fd:
receipt = fd.read()
poller = client.begin_recognize_receipts(receipt,
include_text_content=True)
result = poller.result()
self.assertEqual(len(result), 3)
receipt = result[0]
self.assertEqual(
receipt.merchant_address.value,
'123 Hobbit Lane 567 Main St. Redmond, WA Redmond, WA')
self.assertEqual(receipt.merchant_name.value, 'Bilbo Baggins')
self.assertEqual(receipt.merchant_phone_number.value, '+15555555555')
self.assertEqual(receipt.subtotal.value, 300.0)
# TODO: revert after service side fix
self.assertIsNotNone(receipt.total.value)
self.assertEqual(receipt.page_range.first_page, 1)
self.assertEqual(receipt.page_range.last_page, 1)
self.assertFormPagesHasValues(receipt.pages)
self.assertIsNotNone(receipt.receipt_type.confidence)
self.assertEqual(receipt.receipt_type.type, 'Itemized')
receipt = result[2]
self.assertEqual(
receipt.merchant_address.value,
'123 Hobbit Lane 567 Main St. Redmond, WA Redmond, WA')
self.assertEqual(receipt.merchant_name.value, 'Frodo Baggins')
self.assertEqual(receipt.merchant_phone_number.value, '+15555555555')
self.assertEqual(receipt.subtotal.value, 3000.0)
self.assertEqual(receipt.total.value, 1000.0)
self.assertEqual(receipt.page_range.first_page, 3)
self.assertEqual(receipt.page_range.last_page, 3)
self.assertFormPagesHasValues(receipt.pages)
self.assertIsNotNone(receipt.receipt_type.confidence)
self.assertEqual(receipt.receipt_type.type, 'Itemized')
# <snippet_logging>
import sys
import logging
from azure.ai.formrecognizer import FormRecognizerClient
from azure.core.credentials import AzureKeyCredential
# Create a logger for the 'azure' SDK
logger = logging.getLogger('azure')
logger.setLevel(logging.DEBUG)
# Configure a console output
handler = logging.StreamHandler(stream=sys.stdout)
logger.addHandler(handler)
endpoint = "https://<my-custom-subdomain>.cognitiveservices.azure.com/"
credential = AzureKeyCredential("<api_key>")
# This client will log detailed information about its HTTP sessions, at DEBUG level
form_recognizer_client = FormRecognizerClient(endpoint,
credential,
logging_enable=True)
# </snippet_logging>
# <snippet_example>
poller = form_recognizer_client.begin_recognize_receipts(receipt,
logging_enable=True)
# </snippet_example>
def extract():
session = Session()
form_recognizer_client = FormRecognizerClient(ENDPOINT,
AzureKeyCredential(KEY))
# receiptUrl = request.form.get('receipt')
# user_id = request.form.get('user_id')
user_id = request.form.get('user_id')
receipt = request.files['receipt']
poller = form_recognizer_client.begin_recognize_receipts(receipt=receipt)
result = poller.result()
receipts = []
expenses = []
for receipt in result:
rec_name = "unknown"
date = "unknown"
num_items = 0
total_price = 0
for name, field in receipt.fields.items():
if name == "Items":
print("Receipt Items:")
for idx, items in enumerate(field.value):
print("...Item #{}".format(idx + 1))
num_items += 1
exp_name = "unknown"
price = 0
quantity = 1
for item_name, item in items.value.items():
if item_name == "TotalPrice":
price = float(item.value)
total_price += float(item.value)
if item_name == "Name":
exp_name = item.value
if item_name == "quantity":
quantity = int(item.value)
print("......{}: {} has confidence {}".format(
item_name, item.value, item.confidence))
expense = Expense(item_name=exp_name,
user_id=user_id,
vendor_name=rec_name,
date=date,
price=price,
quantity=quantity)
expenses.append(expense)
else:
if (name == "MerchantName"):
rec_name = field.value
if (name == "TransactionDate"):
date = field.value
print("{}: {} has confidence {}".format(
name, field.value, field.confidence))
receipt = Receipt(name=rec_name,
date=date,
num_items=num_items,
total_price=total_price)
for expense in expenses:
receipt.expenses.append(expense)
receipts.append(receipt)
session.add_all(receipts)
session.add_all(expenses)
session.commit()
return "Success"
return
def test_receipt_stream_transform_jpg(self, resource_group, location,
form_recognizer_account,
form_recognizer_account_key):
client = FormRecognizerClient(
form_recognizer_account,
AzureKeyCredential(form_recognizer_account_key))
responses = []
def callback(raw_response, _, headers):
analyze_result = client._client._deserialize(
AnalyzeOperationResult, raw_response)
extracted_receipt = prepare_us_receipt(analyze_result)
responses.append(analyze_result)
responses.append(extracted_receipt)
with open(self.receipt_jpg, "rb") as fd:
myfile = fd.read()
poller = client.begin_recognize_receipts(stream=myfile,
include_text_content=True,
cls=callback)
result = poller.result()
raw_response = responses[0]
returned_model = responses[1]
receipt = returned_model[0]
actual = raw_response.analyze_result.document_results[0].fields
read_results = raw_response.analyze_result.read_results
document_results = raw_response.analyze_result.document_results
page_results = raw_response.analyze_result.page_results
# check hardcoded values
self.assertFormFieldTransformCorrect(receipt.merchant_address,
actual.get("MerchantAddress"),
read_results)
self.assertFormFieldTransformCorrect(receipt.merchant_name,
actual.get("MerchantName"),
read_results)
self.assertFormFieldTransformCorrect(receipt.merchant_phone_number,
actual.get("MerchantPhoneNumber"),
read_results)
self.assertFormFieldTransformCorrect(receipt.subtotal,
actual.get("Subtotal"),
read_results)
self.assertFormFieldTransformCorrect(receipt.tax, actual.get("Tax"),
read_results)
self.assertFormFieldTransformCorrect(receipt.tip, actual.get("Tip"),
read_results)
self.assertFormFieldTransformCorrect(receipt.total,
actual.get("Total"), read_results)
self.assertFormFieldTransformCorrect(receipt.transaction_date,
actual.get("TransactionDate"),
read_results)
self.assertFormFieldTransformCorrect(receipt.transaction_time,
actual.get("TransactionTime"),
read_results)
# check dict values
self.assertFormFieldTransformCorrect(
receipt.fields.get("MerchantAddress"),
actual.get("MerchantAddress"), read_results)
self.assertFormFieldTransformCorrect(
receipt.fields.get("MerchantName"), actual.get("MerchantName"),
read_results)
self.assertFormFieldTransformCorrect(
receipt.fields.get("MerchantPhoneNumber"),
actual.get("MerchantPhoneNumber"), read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("Subtotal"),
actual.get("Subtotal"),
read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("Tax"),
actual.get("Tax"), read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("Tip"),
actual.get("Tip"), read_results)
self.assertFormFieldTransformCorrect(receipt.fields.get("Total"),
actual.get("Total"), read_results)
self.assertFormFieldTransformCorrect(
receipt.fields.get("TransactionDate"),
actual.get("TransactionDate"), read_results)
self.assertFormFieldTransformCorrect(
receipt.fields.get("TransactionTime"),
actual.get("TransactionTime"), read_results)
# check page range
self.assertEqual(receipt.page_range.first_page,
document_results[0].page_range[0])
self.assertEqual(receipt.page_range.last_page,
document_results[0].page_range[1])
# check receipt type
self.assertEqual(receipt.receipt_type.confidence,
actual["ReceiptType"].confidence)
self.assertEqual(receipt.receipt_type.type,
actual["ReceiptType"].value_string)
# check receipt items
self.assertReceiptItemsTransformCorrect(receipt.receipt_items,
actual["Items"], read_results)
# Check form pages
self.assertFormPagesTransformCorrect(receipt.pages, read_results)