Spark NLP - Features

 

Text Preprocessing

  • Tokenization
  • Trainable Word Segmentation
  • Stop Words Removal
  • Token Normalizer
  • Document Normalizer
  • Document & Text Splitter
  • Stemmer
  • Lemmatizer
  • NGrams
  • Regex Matching
  • Text Matching
  • Spell Checker (ML and DL models)

Parsing and Analysis

  • Chunking
  • Date Matcher
  • Sentence Detector
  • Deep Sentence Detector (Deep learning)
  • Dependency parsing (Labeled/unlabeled)
  • SpanBertCorefModel (Coreference Resolution)
  • Part-of-speech tagging
  • Named entity recognition (Deep learning)
  • Unsupervised keywords extraction
  • Language Detection & Identification (up to 375 languages)

Sentiment and Classification

  • Sentiment Detection (ML models)
  • Multi-class & Multi-label Sentiment analysis (Deep learning)
  • Multi-class Text Classification (Deep learning)
  • Zero-Shot NER Model
  • Zero-Shot Text Classification by Transformers (ZSL)

Embeddings

  • Word Embeddings (GloVe and Word2Vec)
  • Doc2Vec (based on Word2Vec)
  • BERT Embeddings (TF Hub & HuggingFace models)
  • DistilBERT Embeddings (HuggingFace models)
  • CamemBERT Embeddings (HuggingFace models)
  • RoBERTa Embeddings (HuggingFace models)
  • DeBERTa Embeddings (HuggingFace v2 & v3 models)
  • XLM-RoBERTa Embeddings (HuggingFace models)
  • Longformer Embeddings (HuggingFace models)
  • ALBERT Embeddings (TF Hub & HuggingFace models)
  • XLNet Embeddings
  • ELMO Embeddings (TF Hub models)
  • Universal Sentence Encoder (TF Hub models)
  • BERT Sentence Embeddings (TF Hub & HuggingFace models)
  • RoBerta Sentence Embeddings (HuggingFace models)
  • XLM-RoBerta Sentence Embeddings (HuggingFace models)
  • INSTRUCTOR Embeddings (HuggingFace models)
  • E5 Embeddings (HuggingFace models)
  • MPNet Embeddings (HuggingFace models)
  • UAE Embeddings (HuggingFace models)
  • OpenAI Embeddings
  • Sentence & Chunk Embeddings

Classification and Question Answering Models

  • BERT for Token & Sequence Classification & Question Answering
  • DistilBERT for Token & Sequence Classification & Question Answering
  • CamemBERT for Token & Sequence Classification & Question Answering
  • ALBERT for Token & Sequence Classification & Question Answering
  • RoBERTa for Token & Sequence Classification & Question Answering
  • DeBERTa for Token & Sequence Classification & Question Answering
  • XLM-RoBERTa for Token & Sequence Classification & Question Answering
  • Longformer for Token & Sequence Classification & Question Answering
  • MPnet for Token & Sequence Classification & Question Answering
  • XLNet for Token & Sequence Classification

Machine Translation and Generation

  • Neural Machine Translation (MarianMT)
  • Many-to-Many multilingual translation model (Facebook M2M100)
  • Table Question Answering (TAPAS)
  • Text-To-Text Transfer Transformer (Google T5)
  • Generative Pre-trained Transformer 2 (OpenAI GPT2)
  • Seq2Seq for NLG, Translation, and Comprehension (Facebook BART)
  • Chat and Conversational LLMs (Facebook Llama-2)

Image and Speech

  • Vision Transformer (Google ViT)
  • Swin Image Classification (Microsoft Swin Transformer)
  • ConvNext Image Classification (Facebook ConvNext)
  • Vision Encoder Decoder for image-to-text like captioning
  • Zero-Shot Image Classification by OpenAI’s CLIP
  • Automatic Speech Recognition (Wav2Vec2)
  • Automatic Speech Recognition (HuBERT)
  • Automatic Speech Recognition (OpenAI Whisper)

Integration and Interoperability

Pre-trained Models

  • +31000 pre-trained models in +200 languages!
  • +6000 pre-trained pipelines in +200 languages!

Please check out our Models Hub for the full list of pre-trained models with examples, demo, benchmark, and more

Multi-lingual Support

  • Multi-lingual NER models: Arabic, Bengali, Chinese, Danish, Dutch, English, Finnish, French, German, Hebrew, Italian, Japanese, Korean, Norwegian, Persian, Polish, Portuguese, Russian, Spanish, Swedish, Urdu, and more.
Last updated
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a,b,c;a=this.$element.find("img"),b=this.settings.nestedItemSelector?"."+this.settings.nestedItemSelector:d,c=this.$element.children(b).width(),a.length&&c<=0&&this.preloadAutoWidthImages(a)}this.initializeStage(),this.initializeItems(),this.registerEventHandlers(),this.leave("initializing"),this.trigger("initialized")},e.prototype.isVisible=function(){return!this.settings.checkVisibility||this.$element.is(":visible")},e.prototype.setup=function(){var b=this.viewport(),c=this.options.responsive,d=-1,e=null;c?(a.each(c,function(a){a<=b&&a>d&&(d=Number(a))}),e=a.extend({},this.options,c[d]),"function"==typeof e.stagePadding&&(e.stagePadding=e.stagePadding()),delete e.responsive,e.responsiveClass&&this.$element.attr("class",this.$element.attr("class").replace(new RegExp("("+this.options.responsiveClass+"-)\\S+\\s","g"),"$1"+d))):e=a.extend({},this.options),this.trigger("change",{property:{name:"settings",value:e}}),this._breakpoint=d,this.settings=e,this.invalidate("settings"),this.trigger("changed",{property:{name:"settings",value:this.settings}})},e.prototype.optionsLogic=function(){this.settings.autoWidth&&(this.settings.stagePadding=!1,this.settings.merge=!1)},e.prototype.prepare=function(b){var c=this.trigger("prepare",{content:b});return c.data||(c.data=a("<"+this.settings.itemElement+"/>").addClass(this.options.itemClass).append(b)),this.trigger("prepared",{content:c.data}),c.data},e.prototype.update=function(){for(var b=0,c=this._pipe.length,d=a.proxy(function(a){return this[a]},this._invalidated),e={};b0)&&this._pipe[b].run(e),b++;this._invalidated={},!this.is("valid")&&this.enter("valid")},e.prototype.width=function(a){switch(a=a||e.Width.Default){case e.Width.Inner:case e.Width.Outer:return this._width;default:return this._width-2*this.settings.stagePadding+this.settings.margin}},e.prototype.refresh=function(){this.enter("refreshing"),this.trigger("refresh"),this.setup(),this.optionsLogic(),this.$element.addClass(this.options.refreshClass),this.update(),this.$element.removeClass(this.options.refreshClass),this.leave("refreshing"),this.trigger("refreshed")},e.prototype.onThrottledResize=function(){b.clearTimeout(this.resizeTimer),this.resizeTimer=b.setTimeout(this._handlers.onResize,this.settings.responsiveRefreshRate)},e.prototype.onResize=function(){return!!this._items.length&&(this._width!==this.$element.width()&&(!!this.isVisible()&&(this.enter("resizing"),this.trigger("resize").isDefaultPrevented()?(this.leave("resizing"),!1):(this.invalidate("width"),this.refresh(),this.leave("resizing"),void this.trigger("resized")))))},e.prototype.registerEventHandlers=function(){a.support.transition&&this.$stage.on(a.support.transition.end+".owl.core",a.proxy(this.onTransitionEnd,this)),!1!==this.settings.responsive&&this.on(b,"resize",this._handlers.onThrottledResize),this.settings.mouseDrag&&(this.$element.addClass(this.options.dragClass),this.$stage.on("mousedown.owl.core",a.proxy(this.onDragStart,this)),this.$stage.on("dragstart.owl.core selectstart.owl.core",function(){return!1})),this.settings.touchDrag&&(this.$stage.on("touchstart.owl.core",a.proxy(this.onDragStart,this)),this.$stage.on("touchcancel.owl.core",a.proxy(this.onDragEnd,this)))},e.prototype.onDragStart=function(b){var d=null;3!==b.which&&(a.support.transform?(d=this.$stage.css("transform").replace(/.*\(|\)| /g,"").split(","),d={x:d[16===d.length?12:4],y:d[16===d.length?13:5]}):(d=this.$stage.position(),d={x:this.settings.rtl?d.left+this.$stage.width()-this.width()+this.settings.margin:d.left,y:d.top}),this.is("animating")&&(a.support.transform?this.animate(d.x):this.$stage.stop(),this.invalidate("position")),this.$element.toggleClass(this.options.grabClass,"mousedown"===b.type),this.speed(0),this._drag.time=(new Date).getTime(),this._drag.target=a(b.target),this._drag.stage.start=d,this._drag.stage.current=d,this._drag.pointer=this.pointer(b),a(c).on("mouseup.owl.core touchend.owl.core",a.proxy(this.onDragEnd,this)),a(c).one("mousemove.owl.core touchmove.owl.core",a.proxy(function(b){var d=this.difference(this._drag.pointer,this.pointer(b));a(c).on("mousemove.owl.core 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this.settings.freeDrag||a.each(h,a.proxy(function(a,i){return"left"===c&&b>i-f&&bi-g-f&&b",h[a+1]!==d?h[a+1]:i-g)&&(e="left"===c?a+1:a),-1===e},this)),this.settings.loop||(this.op(b,">",h[this.minimum()])?e=b=this.minimum():this.op(b,"<",h[this.maximum()])&&(e=b=this.maximum())),e},e.prototype.animate=function(b){var c=this.speed()>0;this.is("animating")&&this.onTransitionEnd(),c&&(this.enter("animating"),this.trigger("translate")),a.support.transform3d&&a.support.transition?this.$stage.css({transform:"translate3d("+b+"px,0px,0px)",transition:this.speed()/1e3+"s"+(this.settings.slideTransition?" 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b})},e.prototype.reset=function(a){(a=this.normalize(a))!==d&&(this._speed=0,this._current=a,this.suppress(["translate","translated"]),this.animate(this.coordinates(a)),this.release(["translate","translated"]))},e.prototype.normalize=function(a,b){var c=this._items.length,e=b?0:this._clones.length;return!this.isNumeric(a)||c<1?a=d:(a<0||a>=c+e)&&(a=((a-e/2)%c+c)%c+e/2),a},e.prototype.relative=function(a){return a-=this._clones.length/2,this.normalize(a,!0)},e.prototype.maximum=function(a){var b,c,d,e=this.settings,f=this._coordinates.length;if(e.loop)f=this._clones.length/2+this._items.length-1;else if(e.autoWidth||e.merge){if(b=this._items.length)for(c=this._items[--b].width(),d=this.$element.width();b--&&!((c+=this._items[b].width()+this.settings.margin)>d););f=b+1}else f=e.center?this._items.length-1:this._items.length-e.items;return a&&(f-=this._clones.length/2),Math.max(f,0)},e.prototype.minimum=function(a){return a?0:this._clones.length/2},e.prototype.items=function(a){return a===d?this._items.slice():(a=this.normalize(a,!0),this._items[a])},e.prototype.mergers=function(a){return a===d?this._mergers.slice():(a=this.normalize(a,!0),this._mergers[a])},e.prototype.clones=function(b){var c=this._clones.length/2,e=c+this._items.length,f=function(a){return a%2==0?e+a/2:c-(a+1)/2};return b===d?a.map(this._clones,function(a,b){return f(b)}):a.map(this._clones,function(a,c){return a===b?f(c):null})},e.prototype.speed=function(a){return a!==d&&(this._speed=a),this._speed},e.prototype.coordinates=function(b){var c,e=1,f=b-1;return b===d?a.map(this._coordinates,a.proxy(function(a,b){return this.coordinates(b)},this)):(this.settings.center?(this.settings.rtl&&(e=-1,f=b+1),c=this._coordinates[b],c+=(this.width()-c+(this._coordinates[f]||0))/2*e):c=this._coordinates[f]||0,c=Math.ceil(c))},e.prototype.duration=function(a,b,c){return 0===c?0:Math.min(Math.max(Math.abs(b-a),1),6)*Math.abs(c||this.settings.smartSpeed)},e.prototype.to=function(a,b){var c=this.current(),d=null,e=a-this.relative(c),f=(e>0)-(e<0),g=this._items.length,h=this.minimum(),i=this.maximum();this.settings.loop?(!this.settings.rewind&&Math.abs(e)>g/2&&(e+=-1*f*g),a=c+e,(d=((a-h)%g+g)%g+h)!==a&&d-e<=i&&d-e>0&&(c=d-e,a=d,this.reset(c))):this.settings.rewind?(i+=1,a=(a%i+i)%i):a=Math.max(h,Math.min(i,a)),this.speed(this.duration(c,a,b)),this.current(a),this.isVisible()&&this.update()},e.prototype.next=function(a){a=a||!1,this.to(this.relative(this.current())+1,a)},e.prototype.prev=function(a){a=a||!1,this.to(this.relative(this.current())-1,a)},e.prototype.onTransitionEnd=function(a){if(a!==d&&(a.stopPropagation(),(a.target||a.srcElement||a.originalTarget)!==this.$stage.get(0)))return!1;this.leave("animating"),this.trigger("translated")},e.prototype.viewport=function(){var d;return this.options.responsiveBaseElement!==b?d=a(this.options.responsiveBaseElement).width():b.innerWidth?d=b.innerWidth:c.documentElement&&c.documentElement.clientWidth?d=c.documentElement.clientWidth:console.warn("Can not detect viewport width."),d},e.prototype.replace=function(b){this.$stage.empty(),this._items=[],b&&(b=b instanceof jQuery?b:a(b)),this.settings.nestedItemSelector&&(b=b.find("."+this.settings.nestedItemSelector)),b.filter(function(){return 1===this.nodeType}).each(a.proxy(function(a,b){b=this.prepare(b),this.$stage.append(b),this._items.push(b),this._mergers.push(1*b.find("[data-merge]").addBack("[data-merge]").attr("data-merge")||1)},this)),this.reset(this.isNumeric(this.settings.startPosition)?this.settings.startPosition:0),this.invalidate("items")},e.prototype.add=function(b,c){var e=this.relative(this._current);c=c===d?this._items.length:this.normalize(c,!0),b=b instanceof 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