Watson Developer Cloud Node.js Client
Wrapper to use the Watson Developer Cloud services, a collection of REST
APIs and SDKs that use cognitive computing to solve complex problems.
Table of Contents
Questions
If you are having difficulties using the APIs or have a question about the IBM
Watson Services, please ask a question on
dW Answers
or Stack Overflow.
Installation
$ npm install watson-developer-cloud --save
Usage
The examples below assume that you already have service credentials. If not,
you will have to create and bind the service in Bluemix.
If you are running your application in Bluemix, you don't need to specify the
credentials; the wrapper will get them for you by looking at the VCAP_SERVICES
environment variable.
Getting the Service Credentials
The credentials for the services are stored in the
VCAP_SERVICES
environment variable. To get them, you need
to first create and bind the service to your application.
There are two ways to get the credentials. You can use Bluemix to access your
app and view the VCAP_SERVICES
there or you can run:
$ cf env <application-name>
Example output:
System-Provided:
{
"VCAP_SERVICES": {
"visual_recognition": [{
"credentials": {
"password": "<password>",
"url": "<url>",
"username": "<username>"
},
"label": "visual_recognition",
"name": "visual-recognition-service",
"plan": "free"
}]
}
}
You need to copy username
and password
.
IBM Watson Services
The Watson Developer Cloud offers a variety of services for building cognitive
apps.
Authorization
Fetch an ephemeral token for use with browser applications using the
the [Authorization][authorization] service.
The token can then be passed in HTTP headers using the X-Watson-Authorization-Token
header. Tokens are valid for 1 hour.
var watson = require('watson-developer-cloud');
var authorization = watson.authorization({
username: '<username>',
password: '<password>',
version: 'v1'
});
var params = {
url: 'https://stream.watsonplatform.net/text-to-speech/api'
};
authorization.getToken(params, function (token) {
if (!token) {
console.log('error:', err);
} else {
}
});
Concept Expansion
Map euphemisms or colloquial terms to more commonly understood phrases using
the Concept Expansion service.
var watson = require('watson-developer-cloud');
var concept_expansion = watson.concept_expansion({
username: '<username>',
password: '<password>',
version: 'v1'
});
var params = {
seeds: ['motrin','tylenol','aspirin'],
dataset: 'mtsamples',
label: 'medications'
};
concept_expansion.expand(params, function (err, response) {
if (err)
console.log('error:', err);
else
console.log(JSON.stringify(response, null, 2));
});
Concept Insights
Use the Concept Insights service to identify words in the
text that correspond to concepts in a Wikipedia graph.
var watson = require('watson-developer-cloud');
var concept_insights = watson.concept_insights({
username: '<username>',
password: '<password>',
version: 'v1'
});
var params = {
user: 'wikipedia',
graph: 'en-20120601',
text: 'IBM Watson won the Jeopardy television show hosted by Alex Trebek'
};
concept_insights.annotateText(params, function(err, res) {
if (err)
console.log(err);
else {
console.log("\n*** Annotate Text ***\n");
console.log(JSON.stringify(res, null, 2));
}
});
var payload = {
func: 'semanticSearch',
ids: [
'/graph/wikipedia/en-20120601/Software_development_process',
'/graph/wikipedia/en-20120601/Programming_tool'
],
corpus: 'ibmresearcher',
user: 'public',
limit: 5
};
concept_insights.semanticSearch(payload, function(error, results) {
if (error)
console.log(error);
else {
console.log("\n*** Semantic Search ***\n");
console.log(JSON.stringify(results, null, 2));
}
});
Dialog
Use the Dialog service to list all the dialogs you have.
var watson = require('watson-developer-cloud');
var dialog = watson.dialog({
username: '<username>',
password: '<password>',
version: 'v1'
});
dialog.getDialogs({}, function (err, dialogs) {
if (err)
console.log('error:', err);
else
console.log(JSON.stringify(dialogs, null, 2));
});
Language Identification
Identify a language using the Language Identification
service.
var watson = require('watson-developer-cloud');
var language_identification = watson.language_identification({
username: '<username>',
password: '<password>',
version: 'v1'
});
language_identification.identify({
text: 'The language identification service takes text input and identifies the language used.' },
function (err, response) {
if (err)
console.log('error:', err);
else
console.log(JSON.stringify(response, null, 2));
});
Language Translation
Translate text from one language to another or idenfity a language using the Language Translation service.
var watson = require('watson-developer-cloud');
var language_translation = watson.language_translation({
username: '<username>',
password: '<password>',
version: 'v2'
});
language_translation.translate({
text: 'A sentence must have a verb', source : 'en', target: 'es' },
function (err, translation) {
if (err)
console.log('error:', err);
else
console.log(JSON.stringify(translation, null, 2));
});
language_identification.identify({
text: 'The language translation service takes text input and identifies the language used.' },
function (err, language) {
if (err)
console.log('error:', err);
else
console.log(JSON.stringify(language, null, 2));
});
Machine Translation
Translate text from one language to another using the
Machine Translation service.
var watson = require('watson-developer-cloud');
var machine_translation = watson.machine_translation({
username: '<username>',
password: '<password>',
version: 'v1'
});
machine_translation.translate({
text: 'A sentence must have a verb', from : 'enus', to: 'eses' },
function (err, response) {
if (err)
console.log('error:', err);
else
console.log(JSON.stringify(response, null, 2));
});
Message Resonance
Get resonance information for individual words in a sentence from the
Message Resonance service.
var watson = require('watson-developer-cloud');
var message_resonance = watson.message_resonance({
username: '<username>',
password: '<password>',
version:'v1'
});
message_resonance.resonance({
text: 'IBM Watson Developer Cloud', dataset: 1 },
function(err, response) {
if (err)
console.log('error:', err);
else
console.log(JSON.stringify(response, null, 2));
});
Natural Language Classifier
Use Natural Language Classifier service to create a classifier instance by providing a set of representative strings and a set of one or more correct classes for each as training. Then use the trained classifier to classify your new question for best matching answers or to retrieve next actions for your application.
var watson = require('watson-developer-cloud');
var natural_language_classifier = watson.natural_language_classifier({
username: '<username>',
password: '<password>',
version: 'v1'
});
natural_language_classifier.classify({
text: 'Is it sunny?',
classifier: '<classifier-id>' },
function(err, response) {
if (err)
console.log('error:', err);
else
console.log(JSON.stringify(response, null, 2));
});
For the command line interface and tutorial, See Natural Language Classifier CLI
Personality Insights
Analyze text and get a personality profile by using the
Personality Insights service.
var watson = require('watson-developer-cloud');
var personality_insights = watson.personality_insights({
username: '<username>',
password: '<password>',
version: 'v2'
});
personality_insights.profile({
text: 'Enter more than 100 unique words here...' },
function (err, response) {
if (err)
console.log('error:', err);
else
console.log(JSON.stringify(response, null, 2));
});
Note: Don't forget to update the text
variable! Also, if you experience
authentication errors, remember that the Personality Insights service is not
a free service.
Question and Answer
Ask a healthcare-related question of the
Question and Answer service.
var watson = require('watson-developer-cloud');
var question_and_answer_healthcare = watson.question_and_answer({
username: '<username>',
password: '<password>',
version: 'v1',
dataset: 'healthcare'
});
question_and_answer_healthcare.ask({
text: 'What is HIV?'}, function (err, response) {
if (err)
console.log('error:', err);
else
console.log(JSON.stringify(response, null, 2));
});
Analyze an English news article and get the relationships between sentence
components (nouns, verbs, subjects, objects, etc.) by using the
Relationship Extraction service.
var watson = require('watson-developer-cloud');
var relationship_extraction = watson.relationship_extraction({
username: '<username>',
password: '<password>',
version: 'v1'
});
relationship_extraction.extract({
text: 'IBM Watson developer cloud',
dataset: 'ie-en-news' },
function (err, response) {
if (err)
console.log('error:', err);
else
console.log(JSON.stringify(response, null, 2));
});
Speech to Text
Use the Speech to Text service to recognize the text from a
.wav file.
var watson = require('watson-developer-cloud');
var fs = require('fs');
var speech_to_text = watson.speech_to_text({
username: '<username>',
password: '<password>',
version: 'v1',
url: 'https://stream.watsonplatform.net/speech-to-text/api'
});
var params = {
audio: fs.createReadStream('./resources/speech.wav'),
content_type: 'audio/l16; rate=44100'
};
speech_to_text.recognize(params, function(err, res) {
if (err)
console.log(err);
else
console.log(JSON.stringify(res, null, 2));
});
Text to Speech
Use the Text to Speech service to synthesize text into a
.wav file.
var watson = require('watson-developer-cloud');
var fs = require('fs');
var text_to_speech = watson.text_to_speech({
username: '<username>',
password: '<password>',
version: 'v1',
url: 'https://stream.watsonplatform.net/text-to-speech/api'
});
var params = {
text: 'Hello from IBM Watson',
voice: 'en-US_MichaelVoice',
accept: 'audio/wav'
};
text_to_speech.synthesize(params).pipe(fs.createWriteStream('output.wav'));
Tradeoff Analytics
Use the Tradeoff Analytics service to find the best
phone that minimizes price and weight and maximizes screen size.
var watson = require('watson-developer-cloud');
var tradeoff_analytics = watson.tradeoff_analytics({
username: '<username>',
password: '<password>',
version: 'v1'
});
var params = require('./resources/problem.json');
tradeoff_analytics.dilemmas(params, function(err, res) {
if (err)
console.log(err);
else
console.log(JSON.stringify(res, null, 2));
});
Visual Recognition
Use the Visual Recognition service to recognize the
following picture.
var watson = require('watson-developer-cloud');
var fs = require('fs');
var visual_recognition = watson.visual_recognition({
username: '<username>',
password: '<password>',
version: 'v1'
});
var params = {
image_file: fs.createReadStream('./resources/car.png')
};
visual_recognition.recognize(params, function(err, res) {
if (err)
console.log(err);
else
console.log(JSON.stringify(res, 'labels', 2));
});
Running in Bluemix
By default, the wrapper tries to use the Bluemix VCAP_SERVICES
environment
variable to get the credentials for a given service. You can avoid this by
using:
use_vcap_services
.
var watson = require('watson-developer-cloud');
var concept_expansion = watson.concept_expansion({
version: 'v1',
use_vcap_services: false
});
This example fails because you did not provide a username and password and
the wrapper will not look into Bluemix for these values.
Unauthenticated requests
By default, the wrapper tries to use Basic Auth and will ask for api_key
or username
and password
and send an Authorization: Basic XXXXXXX
. You can avoid this by using:
use_unauthenticated
.
var watson = require('watson-developer-cloud');
var dialog = watson.dialog({
version: 'v1',
use_unauthenticated: true
});
Debug
This wrapper relies on the request
npm module writted by
mikeal to call the Watson Services. To debug the apps, add
'request' to the NODE_DEBUG
environment variable:
$ NODE_DEBUG='request' node app.js
where app.js
is your Node.js file.
Tests
Running all the tests:
$ npm test
Running a specific test:
$ mocha -g '<test name>'
Open Source @ IBM
Find more open source projects on the IBM Github Page.
License
This library is licensed under Apache 2.0. Full license text is available in
COPYING.
Contributing
See CONTRIBUTING.