Skip to content
This repository has been archived by the owner on Sep 20, 2023. It is now read-only.

Commit

Permalink
Merge branch 'master' into autosynth-synthtool
Browse files Browse the repository at this point in the history
  • Loading branch information
busunkim96 committed Nov 18, 2020
2 parents 0547c2a + 7039a35 commit 28cb12b
Show file tree
Hide file tree
Showing 13 changed files with 666 additions and 3 deletions.
6 changes: 3 additions & 3 deletions README.rst
Expand Up @@ -14,8 +14,8 @@ language, computer vision, translation, and AutoML.
:target: https://github.com/googleapis/google-cloud-python/blob/master/README.rst#beta-support
.. |pypi| image:: https://img.shields.io/pypi/v/google-cloud-service-directory.svg
:target: https://pypi.org/project/google-cloud-service-directory/
.. |versions| image:: https://img.shields.io/pypi/pyversions/google-cloud-service-directory.svg
:target: https://pypi.org/project/google-cloud-service-directory/
.. |versions| image:: https://img.shields.io/pypi/pyversions/google-cloud-documentai.svg
:target: https://pypi.org/project/google-cloud-documentai/
.. _Cloud Document AI API: https://cloud.google.com/document-understanding/docs/
.. _Client Library Documentation: https://googleapis.dev/python/documentai/latest
.. _Product Documentation: https://cloud.google.com/document-understanding/docs/
Expand Down Expand Up @@ -81,4 +81,4 @@ Next Steps
APIs that we cover.

.. _Cloud Document AI API Product documentation: https://cloud.google.com/document-understanding/docs/
.. _README: https://github.com/googleapis/google-cloud-python/blob/master/README.rst
.. _README: https://github.com/googleapis/google-cloud-python/blob/master/README.rst
Empty file added samples/__init__.py
Empty file.
Empty file added samples/snippets/__init__.py
Empty file.
121 changes: 121 additions & 0 deletions samples/snippets/batch_process_documents_sample_v1beta3.py
@@ -0,0 +1,121 @@
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.


# [START documentai_batch_process_document]
import re

from google.cloud import documentai_v1beta3 as documentai
from google.cloud import storage

# TODO(developer): Uncomment these variables before running the sample.
# project_id= 'YOUR_PROJECT_ID'
# location = 'YOUR_PROJECT_LOCATION' # Format is 'us' or 'eu'
# processor_id = 'YOUR_PROCESSOR_ID' # Create processor in Cloud Console
# input_uri = "YOUR_INPUT_URI"
# gcs_output_uri = "YOUR_OUTPUT_BUCKET_URI"
# gcs_output_uri_prefix = "YOUR_OUTPUT_URI_PREFIX"


def batch_process_documents(
project_id,
location,
processor_id,
gcs_input_uri,
gcs_output_uri,
gcs_output_uri_prefix,
):

client = documentai.DocumentProcessorServiceClient()

destination_uri = f"{gcs_output_uri}/{gcs_output_uri_prefix}/"

# 'mime_type' can be 'application/pdf', 'image/tiff',
# and 'image/gif', or 'application/json'
input_config = documentai.types.document_processor_service.BatchProcessRequest.BatchInputConfig(
gcs_source=gcs_input_uri, mime_type="application/pdf"
)

# Where to write results
output_config = documentai.types.document_processor_service.BatchProcessRequest.BatchOutputConfig(
gcs_destination=destination_uri
)

# Location can be 'us' or 'eu'
name = f"projects/{project_id}/locations/{location}/processors/{processor_id}"
request = documentai.types.document_processor_service.BatchProcessRequest(
name=name,
input_configs=[input_config],
output_config=output_config,
)

operation = client.batch_process_documents(request)

# Wait for the operation to finish
operation.result()

# Results are written to GCS. Use a regex to find
# output files
match = re.match(r"gs://([^/]+)/(.+)", destination_uri)
output_bucket = match.group(1)
prefix = match.group(2)

storage_client = storage.Client()
bucket = storage_client.get_bucket(output_bucket)
blob_list = list(bucket.list_blobs(prefix=prefix))
print("Output files:")

for i, blob in enumerate(blob_list):
# Download the contents of this blob as a bytes object.
blob_as_bytes = blob.download_as_bytes()
document = documentai.types.Document.from_json(blob_as_bytes)

print(f"Fetched file {i + 1}")

# For a full list of Document object attributes, please reference this page: https://googleapis.dev/python/documentai/latest/_modules/google/cloud/documentai_v1beta3/types/document.html#Document

# Read the text recognition output from the processor
for page in document.pages:
for form_field in page.form_fields:
field_name = get_text(form_field.field_name, document)
field_value = get_text(form_field.field_value, document)
print("Extracted key value pair:")
print(f"\t{field_name}, {field_value}")
for paragraph in document.pages:
paragraph_text = get_text(paragraph.layout, document)
print(f"Paragraph text:\n{paragraph_text}")


# Extract shards from the text field
def get_text(doc_element: dict, document: dict):
"""
Document AI identifies form fields by their offsets
in document text. This function converts offsets
to text snippets.
"""
response = ""
# If a text segment spans several lines, it will
# be stored in different text segments.
for segment in doc_element.text_anchor.text_segments:
start_index = (
int(segment.start_index)
if segment in doc_element.text_anchor.text_segments
else 0
)
end_index = int(segment.end_index)
response += document.text[start_index:end_index]
return response


# [END documentai_batch_process_document]
62 changes: 62 additions & 0 deletions samples/snippets/batch_process_documents_sample_v1beta3_test.py
@@ -0,0 +1,62 @@
# Copyright 2020 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#

import os
from uuid import uuid4

from google.cloud import storage
from google.cloud.exceptions import NotFound

import pytest

from samples.snippets import batch_process_documents_sample_v1beta3

location = "us"
project_id = os.environ["GOOGLE_CLOUD_PROJECT"]
processor_id = "90484cfdedb024f6"
gcs_input_uri = "gs://cloud-samples-data/documentai/invoice.pdf"
gcs_output_uri_prefix = uuid4()
BUCKET_NAME = f"document-ai-python-{uuid4()}"


@pytest.fixture(scope="module")
def test_bucket():
storage_client = storage.Client()
bucket = storage_client.create_bucket(BUCKET_NAME)
yield bucket.name

try:
blobs = list(bucket.list_blobs())
for blob in blobs:
blob.delete()
bucket.delete()
except NotFound:
print("Bucket already deleted.")


def test_batch_process_documents(capsys, test_bucket):
batch_process_documents_sample_v1beta3.batch_process_documents(
project_id=project_id,
location=location,
processor_id=processor_id,
gcs_input_uri=gcs_input_uri,
gcs_output_uri=f"gs://{test_bucket}",
gcs_output_uri_prefix=gcs_output_uri_prefix,
)
out, _ = capsys.readouterr()

assert "Extracted" in out
assert "Paragraph" in out
assert "Invoice" in out

0 comments on commit 28cb12b

Please sign in to comment.