I'm currently using google vision's text_detection
API for single images but I want to get batch responses. I attempted using BatchAnnotateImagesRequest
, but I haven't got it working as of yet.
What i'm doing for getting a response for one image.
client = vision.ImageAnnotatorClient()
with io.open(path, 'rb') as image_file: content = image_file.read()
image = vision.types.Image(content=content) response = client.document_text_detection(image=image) texts = response.text_annotations
There's information regarding batch requests to Google's text detection API in the public documentation .
In the documentation you can find some samples written in python you could use to do batch requests, with a limit of 2000 files per batch:
from google.cloud import vision_v1
from google.cloud.vision_v1 import enums
import six
def sample_async_batch_annotate_images(input_image_uri, output_uri):
"""Perform async batch image annotation"""
client = vision_v1.ImageAnnotatorClient()
# input_image_uri = 'gs://cloud-samples-data/vision/label/wakeupcat.jpg'
# output_uri = 'gs://your-bucket/prefix/'
if isinstance(input_image_uri, six.binary_type):
input_image_uri = input_image_uri.decode('utf-8')
if isinstance(output_uri, six.binary_type):
output_uri = output_uri.decode('utf-8')
source = {'image_uri': input_image_uri}
image = {'source': source}
type_ = enums.Feature.Type.LABEL_DETECTION
features_element = {'type': type_}
type_2 = enums.Feature.Type.IMAGE_PROPERTIES
features_element_2 = {'type': type_2}
features = [features_element, features_element_2]
requests_element = {'image': image, 'features': features}
requests = [requests_element]
gcs_destination = {'uri': output_uri}
# The max number of responses to output in each JSON file
batch_size = 2
output_config = {'gcs_destination': gcs_destination, 'batch_size': batch_size}
operation = client.async_batch_annotate_images(requests, output_config)
print('Waiting for operation to complete...')
response = operation.result()
# The output is written to GCS with the provided output_uri as prefix
gcs_output_uri = response.output_config.gcs_destination.uri
print('Output written to GCS with prefix: {}'.format(gcs_output_uri))
Along the sample code you can also find sample of the output you can expect when executing the batched request. More information regarding batch requests can be found here .
The technical post webpages of this site follow the CC BY-SA 4.0 protocol. If you need to reprint, please indicate the site URL or the original address.Any question please contact:yoyou2525@163.com.