Created
July 5, 2019 09:21
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import os, io | |
import re | |
from google.cloud import vision | |
from google.cloud import storage | |
from google.protobuf import json_format | |
""" | |
# pip install --upgrade google-cloud-storage | |
""" | |
os.environ['GOOGLE_APPLICATION_CREDENTIALS'] = r'ServiceAccountToken.json' | |
client = vision.ImageAnnotatorClient() | |
batch_size = 2 | |
mime_type = 'application/pdf' | |
feature = vision.types.Feature( | |
type=vision.enums.Feature.Type.DOCUMENT_TEXT_DETECTION) | |
gcs_source_uri = 'gs://my_pdfs123/SOW.pdf' | |
gcs_source = vision.types.GcsSource(uri=gcs_source_uri) | |
input_config = vision.types.InputConfig(gcs_source=gcs_source, mime_type=mime_type) | |
gcs_destination_uri = 'gs://my_pdfs123/pdf_result' | |
gcs_destination = vision.types.GcsDestination(uri=gcs_destination_uri) | |
output_config = vision.types.OutputConfig(gcs_destination=gcs_destination, batch_size=batch_size) | |
async_request = vision.types.AsyncAnnotateFileRequest( | |
features=[feature], input_config=input_config, output_config=output_config) | |
operation = client.async_batch_annotate_files(requests=[async_request]) | |
operation.result(timeout=180) | |
storage_client = storage.Client() | |
match = re.match(r'gs://([^/]+)/(.+)', gcs_destination_uri) | |
bucket_name = match.group(1) | |
prefix = match.group(2) | |
bucket = storage_client.get_bucket(bucket_name) | |
# List object with the given prefix | |
blob_list = list(bucket.list_blobs(prefix=prefix)) | |
print('Output files:') | |
for blob in blob_list: | |
print(blob.name) | |
output = blob_list[0] | |
json_string = output.download_as_string() | |
response = json_format.Parse( | |
json_string, vision.types.AnnotateFileResponse()) | |
first_page_response = response.responses[0] | |
annotation = first_page_response.full_text_annotation | |
print(u'Full text:') | |
print(annotation.text) |
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