Python SDK for Lucidtech AI Services
Project description
# Python SDK for Lucidtech AI Services API
## Installation
```bash
$ pip install lucidtech-las
```
## Usage
### Preconditions
- Documents must be in upright position
- Only one receipt or invoice per document is supported
- Supported file formats are: jpeg, png, gif, bmp, pdf
### Scan Receipt
```python
from las import Client, Receipt
api_key = '...'
client = Client(api_key)
# With URL
receipt = Receipt(url='https://example.com/img.jpeg')
# With file object
with open('img.jpeg', 'rb') as fp:
receipt = Receipt(fp=fp)
# With filename
receipt = Receipt(filename='img.jpeg')
response = client.scan_receipt(receipt)
print(response.detections)
# [{'label': 'total', 'value': '157.00', 'confidence': '0.968395300'} ...]
```
### Scan Invoice
#### Preconditions
- Accurate results only provided for Norwegian invoices
```python
from las import Client, Invoice
api_key = '...'
client = Client(api_key)
# With URL
invoice = Invoice(url='https://example.com/img.jpeg')
# With file object
with open('img.jpeg', 'rb') as fp:
invoice = Invoice(fp=fp)
# With filename
invoice = Invoice(filename='img.jpeg')
response = client.scan_invoice(invoice)
print(response.detections)
# [{'label': 'total_amount', 'value': '256.00', 'confidence': '0.98485885'} ...]
```
### Match Receipts
#### Preconditions
- The number of receipts per request is limited to 15
- The number of transactions per request is limited to 100
- The 'date' field must be on ISO 8601 yyyy-mm-dd form
```python
from las import Client, Receipt
api_key = '...'
client = Client(api_key)
transactions = {
'transaction_1': {'total': '100.00', 'date': '2017-08-21'},
'transaction_2': {'total': '340.90', 'date': '2016-03-08'},
'transaction_3': {'total': '90.37', 'date': '2017-02-17'}
}
receipts = {
'receipt_1': Receipt(url='https://example.com/receipt1.jpeg'),
'receipt_2': Receipt(url='https://example.com/receipt2.jpeg'),
'receipt_3': Receipt(filename='receipt3.jpeg')
}
matching_fields = [
'total',
'date'
]
# Optionally specify a matching strategy for respective fields.
matching_strategy = {
'total': {
'maximumDeviation': 5.0, # Total amount might differ up to 5.0
'maximum': 1000.00 # Total amount cannot be larger than 1000.00
},
'date': {
'maximumDeviation': 2, # Date might differ up to 2 days
'minimum': '2017-10-23', # Date must be minimum 2017-10-23
'maximum': '2017-12-23' # Date must be maximum 2017-12-23
}
}
response = client.match_receipts(
transactions=transactions,
receipts=receipts,
matching_fields=matching_fields,
matching_strategy=matching_strategy
)
print(response.matched_transactions)
# {'transaction_1': 'receipt_2', 'transaction_3': 'receipt_1'}
print(response.unmatched_transactions)
# ['transaction_2']
```
## Installation
```bash
$ pip install lucidtech-las
```
## Usage
### Preconditions
- Documents must be in upright position
- Only one receipt or invoice per document is supported
- Supported file formats are: jpeg, png, gif, bmp, pdf
### Scan Receipt
```python
from las import Client, Receipt
api_key = '...'
client = Client(api_key)
# With URL
receipt = Receipt(url='https://example.com/img.jpeg')
# With file object
with open('img.jpeg', 'rb') as fp:
receipt = Receipt(fp=fp)
# With filename
receipt = Receipt(filename='img.jpeg')
response = client.scan_receipt(receipt)
print(response.detections)
# [{'label': 'total', 'value': '157.00', 'confidence': '0.968395300'} ...]
```
### Scan Invoice
#### Preconditions
- Accurate results only provided for Norwegian invoices
```python
from las import Client, Invoice
api_key = '...'
client = Client(api_key)
# With URL
invoice = Invoice(url='https://example.com/img.jpeg')
# With file object
with open('img.jpeg', 'rb') as fp:
invoice = Invoice(fp=fp)
# With filename
invoice = Invoice(filename='img.jpeg')
response = client.scan_invoice(invoice)
print(response.detections)
# [{'label': 'total_amount', 'value': '256.00', 'confidence': '0.98485885'} ...]
```
### Match Receipts
#### Preconditions
- The number of receipts per request is limited to 15
- The number of transactions per request is limited to 100
- The 'date' field must be on ISO 8601 yyyy-mm-dd form
```python
from las import Client, Receipt
api_key = '...'
client = Client(api_key)
transactions = {
'transaction_1': {'total': '100.00', 'date': '2017-08-21'},
'transaction_2': {'total': '340.90', 'date': '2016-03-08'},
'transaction_3': {'total': '90.37', 'date': '2017-02-17'}
}
receipts = {
'receipt_1': Receipt(url='https://example.com/receipt1.jpeg'),
'receipt_2': Receipt(url='https://example.com/receipt2.jpeg'),
'receipt_3': Receipt(filename='receipt3.jpeg')
}
matching_fields = [
'total',
'date'
]
# Optionally specify a matching strategy for respective fields.
matching_strategy = {
'total': {
'maximumDeviation': 5.0, # Total amount might differ up to 5.0
'maximum': 1000.00 # Total amount cannot be larger than 1000.00
},
'date': {
'maximumDeviation': 2, # Date might differ up to 2 days
'minimum': '2017-10-23', # Date must be minimum 2017-10-23
'maximum': '2017-12-23' # Date must be maximum 2017-12-23
}
}
response = client.match_receipts(
transactions=transactions,
receipts=receipts,
matching_fields=matching_fields,
matching_strategy=matching_strategy
)
print(response.matched_transactions)
# {'transaction_1': 'receipt_2', 'transaction_3': 'receipt_1'}
print(response.unmatched_transactions)
# ['transaction_2']
```
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