-
Notifications
You must be signed in to change notification settings - Fork 2k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
feat(samples): adds Document AI parse table, forms samples (#8)
- Loading branch information
Showing
5 changed files
with
381 additions
and
3 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,135 @@ | ||
/** | ||
* 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. | ||
*/ | ||
|
||
'use strict'; | ||
|
||
const uuid = require('uuid'); | ||
|
||
async function main( | ||
projectId = 'YOUR_PROJECT_ID', | ||
gcsOutputUri = 'output-bucket', | ||
gcsOutputUriPrefix = uuid.v4(), | ||
gcsInputUri = 'gs://cloud-samples-data/documentai/invoice.pdf' | ||
) { | ||
// [START document_parse_form] | ||
/** | ||
* TODO(developer): Uncomment these variables before running the sample. | ||
*/ | ||
// const projectId = 'YOUR_PROJECT_ID'; | ||
// const gcsOutputUri = 'YOUR_STORAGE_BUCKET'; | ||
// const gcsOutputUriPrefix = 'YOUR_STORAGE_PREFIX'; | ||
|
||
// Imports the Google Cloud client library | ||
const { | ||
DocumentUnderstandingServiceClient, | ||
} = require('@google-cloud/documentai'); | ||
const {Storage} = require('@google-cloud/storage'); | ||
|
||
const client = new DocumentUnderstandingServiceClient(); | ||
const storage = new Storage(); | ||
|
||
async function parseFormGCS(inputUri, outputUri, outputUriPrefix) { | ||
// Configure the batch process request. | ||
const request = { | ||
inputConfig: { | ||
gcsSource: { | ||
uri: inputUri, | ||
}, | ||
mimeType: 'application/pdf', | ||
}, | ||
outputConfig: { | ||
gcsDestination: { | ||
uri: `${outputUri}${outputUriPrefix}`, | ||
}, | ||
pagesPerShard: 1, | ||
}, | ||
formExtractionParams: { | ||
enabled: true, | ||
keyValuePairHints: [ | ||
{ | ||
key: 'Phone', | ||
valueTypes: ['PHONE_NUMBER'], | ||
}, | ||
{ | ||
key: 'Contact', | ||
valueTypes: ['EMAIL', 'NAME'], | ||
}, | ||
], | ||
}, | ||
}; | ||
|
||
// Configure the request for batch process | ||
const requests = { | ||
parent: `projects/${projectId}`, | ||
requests: [request], | ||
}; | ||
|
||
// Batch process document using a long-running operation. | ||
// You can wait for now, or get results later. | ||
const [operation] = await client.batchProcessDocuments(requests); | ||
|
||
// Wait for operation to complete. | ||
await operation.promise(); | ||
|
||
console.log('Document processing complete.'); | ||
|
||
// Query Storage bucket for the results file(s). | ||
const query = { | ||
prefix: outputUriPrefix, | ||
}; | ||
|
||
console.log('Fetching results ...'); | ||
|
||
// List all of the files in the Storage bucket | ||
const [files] = await storage.bucket(gcsOutputUri).getFiles(query); | ||
|
||
files.forEach(async (fileInfo, index) => { | ||
// Get the file as a buffer | ||
const [file] = await fileInfo.download(); | ||
|
||
console.log(`Fetched file #${index + 1}:`); | ||
|
||
// Read the results | ||
const results = JSON.parse(file.toString()); | ||
|
||
// Get all of the document text as one big string. | ||
const text = results.text; | ||
|
||
// Utility to extract text anchors from text field. | ||
const getText = textAnchor => { | ||
const startIndex = textAnchor.textSegments[0].startIndex || 0; | ||
const endIndex = textAnchor.textSegments[0].endIndex; | ||
|
||
return `\t${text.substring(startIndex, endIndex)}`; | ||
}; | ||
|
||
// Process the output | ||
const [page1] = results.pages; | ||
const formFields = page1.formFields; | ||
|
||
formFields.forEach(field => { | ||
const fieldName = getText(field.fieldName.textAnchor); | ||
const fieldValue = getText(field.fieldValue.textAnchor); | ||
|
||
console.log('Extracted key value pair:'); | ||
console.log(`\t(${fieldName}, ${fieldValue})`); | ||
}); | ||
}); | ||
} | ||
// [END document_parse_form] | ||
|
||
parseFormGCS(gcsInputUri, gcsOutputUri, gcsOutputUriPrefix); | ||
} | ||
main(...process.argv.slice(2)); |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,140 @@ | ||
/** | ||
* 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. | ||
*/ | ||
|
||
'use strict'; | ||
|
||
const uuid = require('uuid'); | ||
|
||
async function main( | ||
projectId = 'YOUR_PROJECT_ID', | ||
gcsOutputUri = 'output-bucket', | ||
gcsOutputUriPrefix = uuid.v4(), | ||
gcsInputUri = 'gs://cloud-samples-data/documentai/invoice.pdf' | ||
) { | ||
// [START document_parse_table] | ||
/** | ||
* TODO(developer): Uncomment these variables before running the sample. | ||
*/ | ||
// const projectId = 'YOUR_PROJECT_ID'; | ||
// const gcsOutputUri = 'YOUR_STORAGE_BUCKET'; | ||
// const gcsOutputUriPrefix = 'YOUR_STORAGE_PREFIX'; | ||
|
||
// Imports the Google Cloud client library | ||
const { | ||
DocumentUnderstandingServiceClient, | ||
} = require('@google-cloud/documentai'); | ||
const {Storage} = require('@google-cloud/storage'); | ||
|
||
const client = new DocumentUnderstandingServiceClient(); | ||
const storage = new Storage(); | ||
|
||
async function parseTableGCS(inputUri, outputUri, outputUriPrefix) { | ||
// Configure the batch process request. | ||
const request = { | ||
inputConfig: { | ||
gcsSource: { | ||
uri: inputUri, | ||
}, | ||
mimeType: 'application/pdf', | ||
}, | ||
outputConfig: { | ||
gcsDestination: { | ||
uri: `${outputUri}${outputUriPrefix}`, | ||
}, | ||
pagesPerShard: 1, | ||
}, | ||
tableExtractionParams: { | ||
enabled: true, | ||
tableBoundHints: [ | ||
{ | ||
boundingBox: { | ||
normalizedVertices: [ | ||
{x: 0, y: 0}, | ||
{x: 1, y: 0}, | ||
{x: 1, y: 1}, | ||
{x: 0, y: 1}, | ||
], | ||
}, | ||
}, | ||
], | ||
}, | ||
}; | ||
|
||
// Configure the request for batch process | ||
const requests = { | ||
parent: `projects/${projectId}`, | ||
requests: [request], | ||
}; | ||
|
||
// Batch process document using a long-running operation. | ||
// You can wait for now, or get results later. | ||
const [operation] = await client.batchProcessDocuments(requests); | ||
|
||
// Wait for operation to complete. | ||
await operation.promise(); | ||
|
||
console.log('Document processing complete.'); | ||
|
||
// Query Storage bucket for the results file(s). | ||
const query = { | ||
prefix: outputUriPrefix, | ||
}; | ||
|
||
console.log('Fetching results ...'); | ||
|
||
// List all of the files in the Storage bucket | ||
const [files] = await storage.bucket(gcsOutputUri).getFiles(query); | ||
|
||
files.forEach(async (fileInfo, index) => { | ||
// Get the file as a buffer | ||
const [file] = await fileInfo.download(); | ||
|
||
console.log(`Fetched file #${index + 1}:`); | ||
|
||
// Read the results | ||
const results = JSON.parse(file.toString()); | ||
|
||
// Get all of the document text as one big string | ||
const text = results.text; | ||
|
||
// Get the first table in the document | ||
const [page1] = results.pages; | ||
const [table] = page1.tables; | ||
const [headerRow] = table.headerRows; | ||
|
||
console.log('Results from first table processed:'); | ||
console.log( | ||
`First detected language: ${page1.detectedLanguages[0].languageCode}` | ||
); | ||
|
||
console.log('Header row:'); | ||
headerRow.cells.forEach(tableCell => { | ||
if (tableCell.layout.textAnchor.textSegments) { | ||
// Extract shards from the text field | ||
// First shard in document doesn't have startIndex property | ||
const startIndex = | ||
tableCell.layout.textAnchor.textSegments[0].startIndex || 0; | ||
const endIndex = tableCell.layout.textAnchor.textSegments[0].endIndex; | ||
|
||
console.log(`\t${text.substring(startIndex, endIndex)}`); | ||
} | ||
}); | ||
}); | ||
} | ||
// [END document_parse_table] | ||
|
||
parseTableGCS(gcsInputUri, gcsOutputUri, gcsOutputUriPrefix); | ||
} | ||
main(...process.argv.slice(2)); |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,51 @@ | ||
// Copyright 2019 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. | ||
|
||
'use strict'; | ||
|
||
const {Storage} = require('@google-cloud/storage'); | ||
const cp = require('child_process'); | ||
const {assert} = require('chai'); | ||
const {describe, it, before, after} = require('mocha'); | ||
const uuid = require('uuid'); | ||
|
||
const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'}); | ||
|
||
const storage = new Storage(); | ||
const bucketName = `nodejs-docs-samples-test-${uuid.v4()}`; | ||
const cmd = `node parseForm.js`; | ||
|
||
const testParseForm = { | ||
projectId: process.env.GCLOUD_PROJECT, | ||
gcsOutputUriPrefix: uuid.v4(), | ||
}; | ||
|
||
describe(`Document AI parse form`, () => { | ||
before(async () => { | ||
await storage.createBucket(bucketName); | ||
}); | ||
|
||
after(async () => { | ||
const bucket = storage.bucket(bucketName); | ||
await bucket.deleteFiles({force: true}); | ||
await bucket.delete(); | ||
}); | ||
|
||
it(`should parse the GCS invoice example as a form`, async () => { | ||
const output = execSync( | ||
`${cmd} ${testParseForm.projectId} gs://${bucketName}/` | ||
); | ||
assert.match(output, /Extracted key value pair:/); | ||
}); | ||
}); |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,51 @@ | ||
// Copyright 2019 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. | ||
|
||
'use strict'; | ||
|
||
const {Storage} = require('@google-cloud/storage'); | ||
const cp = require('child_process'); | ||
const {assert} = require('chai'); | ||
const {describe, it, before, after} = require('mocha'); | ||
const uuid = require('uuid'); | ||
|
||
const execSync = cmd => cp.execSync(cmd, {encoding: 'utf-8'}); | ||
|
||
const storage = new Storage(); | ||
const bucketName = `nodejs-docs-samples-test-${uuid.v4()}`; | ||
const cmd = `node parseTable.js`; | ||
|
||
const testParseTable = { | ||
projectId: process.env.GCLOUD_PROJECT, | ||
gcsOutputUriPrefix: uuid.v4(), | ||
}; | ||
|
||
describe(`Document AI parse table`, () => { | ||
before(async () => { | ||
await storage.createBucket(bucketName); | ||
}); | ||
|
||
after(async () => { | ||
const bucket = storage.bucket(bucketName); | ||
await bucket.deleteFiles({force: true}); | ||
await bucket.delete(); | ||
}); | ||
|
||
it(`should parse the GCS invoice example as as table`, async () => { | ||
const output = execSync( | ||
`${cmd} ${testParseTable.projectId} gs://${bucketName}/` | ||
); | ||
assert.match(output, /First detected language: en/); | ||
}); | ||
}); |