GitHub - artpar/languagecrunch: LanguageCrunch NLP server docker image
source link: https://github.com/artpar/languagecrunch
Go to the source link to view the article. You can view the picture content, updated content and better typesetting reading experience. If the link is broken, please click the button below to view the snapshot at that time.
LanguageCrunch NLP Service docker image
Docker image: https://hub.docker.com/r/artpar/languagecrunch/
Quickstart
Pull and run the Docker image, listening on port 8080:
$ docker run -it -p 8080:8080 artpar/languagecrunch
Example API call:
$ curl http://localhost:8080/nlp/parse?`echo -n "The new twitter is so weird. Seriously. Why is there a new twitter? What was wrong with the old one? Fix it now." | python -c "import urllib, sys; print(urllib.urlencode({'sentence': sys.stdin.read()}))"`
Endpoints
Sentence parse [Spacy]
GET http://localhost:8080/nlp/parse?sentence=<URL-encoded sentences>
Word lookup [Wordnet]
GET http://localhost:8080/nlp/word?word=ask&pos=v
Coreference resolution [neuralcoref]
GET http://localhost:8080/nlp/coref?sentence=<URL-encoded sentences>
Model Details
Sentiment
sentence: The new twitter is so weird. Seriously. Why is there a new twitter? What was wrong with the old one? Fix it now.
{
"relations": [],
"sentences": [
{
"sentence": "The new twitter is so weird. ",
"sentence_type": "assertive",
"sentiment": {
"polarity": -0.18181818181818182,
"subjectivity": 0.7272727272727273
},
"root": {
"text": "is ",
"orth": 2
},
"pos": [
{
"text": "The new twitter",
"lemma": "the",
"pos": "DET",
"tag": "DT",
"dep": "nsubj",
.
.
.
Entity extraction
- PERSON
- FACILITY
- PRODUCT
- EVENT
- WORK_OF_ART
- LANGUAGE
- PERCENT
- MONEY
- QUANTITY
- ORDINAL
- CARDINAL
Eg: Bill Gates, the founder of Microsoft, hosted a party last night
"entities": [
{
"text": "Bill Gates",
"label": "PERSON"
},
{
"text": "Microsoft",
"label": "ORG"
},
{
"text": "last night",
"label": "TIME"
}
]
}
Sentence type detection
- assertive
- interrogative
- exclamatory
- negative
Relation extraction
Eg: Bill Gates, the founder of Microsoft, hosted a party last night
"relations": [
{
"subject": "the founder",
"object": "Microsoft",
"relation": "ORG"
}
],
Eg: Apple is looking at buying U.K. startup for $1 billion
{
subject: "N/A",
object: "U.K. startup",
relation: "GPE"
},
{
subject: "buying",
object: "$1 billion",
relation: "MONEY"
}
],
Word look up
-
Category of word
- Hypernyms - colour is a hypernym of red.
-
Specific words of a category
- Holonyms - red is a holonym of color
-
Synonyms to match
-
Examples
-
Word frames ( how the word is used )
-
Coreference resolution
-
Pronouns/references to nouns
Eg: startle, verb
"results": [
{
"definition": "to stimulate to action",
"examples": [
"..startled him awake",
"galvanized into action"
],
"lemma_names": [
"startle",
"galvanize",
"galvanise"
],
"hypernyms": [
{
"definition": "surprise greatly; knock someone's socks off",
"examples": [
"I was floored when I heard that I was promoted"
],
"lemma_names": [
"shock",
"floor",
"ball_over",
"blow_out_of_the_water",
"take_aback"
]
}
],
"lemmas": [
{
"frame_strings": [
"Somebody startle somebody",
"Something startle somebody",
"Somebody startle somebody into V-ing something"
],
Contributors
Recommend
About Joyk
Aggregate valuable and interesting links.
Joyk means Joy of geeK