From 98ce99a457f1e68098fa4a51aefde51de81046f0 Mon Sep 17 00:00:00 2001 From: Benjamin Hoover Date: Mon, 14 Oct 2019 12:05:28 -0400 Subject: [PATCH] init --- .gitignore | 60 + LICENSE | 202 + README.md | 179 +- .../dist/05ca9c06114e79436ea9b5c8d4a7869c.ttf | Bin 0 -> 142836 bytes .../dist/4171e41154ba857f85c536f167d581ba.ttf | Bin 0 -> 142768 bytes .../dist/7eeb10384e8e1ef96c87f7074cf2ef59.ttf | Bin 0 -> 144156 bytes .../dist/a849e7649e2005ab4aecfa50d96120e1.ttf | Bin 0 -> 143828 bytes client/dist/exBERT.html | 218 + client/dist/img/annotated_instructions2.png | Bin 0 -> 469349 bytes client/dist/img/exBERT.png | Bin 0 -> 9734 bytes client/dist/img/exBERT.svg | 12 + client/dist/img/exBERT_favicon.png | Bin 0 -> 1378 bytes client/dist/img/exBERT_overview.png | Bin 0 -> 862096 bytes client/dist/img/exbert_teaser_V2.png | Bin 0 -> 190509 bytes client/dist/img/favicon.png | Bin 0 -> 4875 bytes client/dist/img/harvardnlp_logo.png | Bin 0 -> 26542 bytes client/dist/index.html | 236 + 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mode 100644 server/utils/gen_utils.py create mode 100644 server/utils/mask_att.py create mode 100644 server/utils/path_fixes.py create mode 100644 server/utils/token_processing.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..a2cda4d --- /dev/null +++ b/.gitignore @@ -0,0 +1,60 @@ +# General +.DS_Store +.AppleDouble +.LSOverride +__pycache__ +*.pyc +client_ref/ +_store/ +.cache/ +client_ref + +# Icon must end with two \r +Icon + +# Package files +*.egg-info + +# Thumbnails +._* + +# Files that might appear in the root of a volume +.DocumentRevisions-V100 +.fseventsd +.Spotlight-V100 +.TemporaryItems +.Trashes +.VolumeIcon.icns +.com.apple.timemachine.donotpresent + +# Directories potentially created on remote AFP share +.AppleDB +.AppleDesktop +Network Trash Folder +Temporary Items +.apdisk + +.idea +.vscode + +.ipynb_checkpoints +# client/dist +client/src/node_modules +client/src/.cache-loader + +# HDF5 and faiss files can be too big for git +*.hdf5 +*.faiss 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Check back 1800 EST Oct 14. +[![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://opensource.org/licenses/Apache-2.0) + + +### A Visual Analysis Tool to Explore Learned Representations in Transformers Models +by Ben Hoover, Hendrik Strobelt, Sebastian Gehrmann
+from IBM Research and Harvard NLP + +Link to pre-paper and demo: [exbert.net](http://exbert.net) + + +
+ + + +
An overview of the different components of the tool. The token ``escape'' is selected and masked at 0-[all]. The results from a corpus search by token embedding are shown and summarized in (d-g). Users can enter a sentence in (a) and modify the attention view through selections in (b). Self attention is displayed in (c). The blue matrices show the attention of a head (column) to a token (row). Tokens and heads that are selected in (c) can be searched over the annotated corpus (shown: Wizard of Oz) with results presented in (d). Every token in (d) displays its linguistic metadata on hover. A colored summary of the matched token (black highlight) and its context is shown in (e), which can be expanded or collapsed with the buttons above it. The histograms in (f) and (g) summarize the metadata of the results in (d) for the matched token and the token of max attention, respectively.
+ +
+ +### Version 0.9 + +- [Overview](#overview) +- [Components](#components) +- [Install and Getting Started](#install-and-getting-started) +- [Development](#development) + + + + + +## Overview + +exBERT is a tool that enables users to explore what and how transformers learn to model languages. The tool comes equipped with a pretrained base version of BERT, a state of the art architecture based on transformers. To explore what this architecture has learned, you can input any sentence to the model and the tool will parse the sentence into tokens suitable for BERT (using the BPE tokenizer) and pass these tokens through the model. The attentions and ensuing word embeddings of each encoder are then extracted and displayed for interaction. + +To ease interpretability of language features, several key features of BERT have been disabled: + +1. The attentions toward [CLS] and [SEP] tokens have been zeroed. The [CLS] token is typically useful in classification tasks where the entire sentence needs to have an embedding to summarize it, and the [SEP] has been shown to be a no-op for heads that haven't learned anything. +2. BERT is able to concatenate two sections of text for training (separated by the [SEP] token mentioned above), and attention patterns can be learned between the two sentences. This enables BERT to apply to a wide range of applications. However, the intention of this tool is to focus on self-attention - that is, the attention of the words in a sentence to other words in the same sentence - and the functionality to look at attention between different words has been dropped. + +Even though BERT is able to analyze large chunks of paragraph at once, this tool primarily focuses on language features within one sentence and thus only searches across a corpus that has been split by sentence. + +Importantly, BERT's ability to mask particular tokens (by using the [MASK] token in place of the original token) has been preserved. + +## Components + +![components](client/src/img/annotated_instructions2.png) + + +### 1) The Attention Explorer + + +#### 1a) Sentence Input + +Type in any english sentence you want to analyze in the ensuing visualization. Just note that the longer the sentence, the longer the visualization will require to initialize. + + +#### 1b) Threshold Slider + +The Threshold Slider is used to control how much attention is displayed in the main attention graph. For each word, show the largest attentions until X amount of the total attention has been displayed. At 1, all the attention connections are shown. At 0, nothing is shown. Use this if you are only interested in seeing what each word is most interested in. + + +#### 1c) Layer Selection + +Choose the layer of BERT to analyze + + +#### 1d) Head Selector + +Display the selected heads, with the option to select all or none. For convenience, interaction has been added to the Attention Summary Boxes that allows you to select or deselect heads from the visualization itself. + + +#### 1e) Attention Summary Boxes + +Every row represents the total attention to a token, and every column represents a different head. By looking down a column, you can see how strongly any particular head is activated at a particular head/layer. By hovering over any column, you can see that attentions that belong to just that head in the main graph. By selecting a column, you can select or deselect that head. This will both remove the effect of that head on the overall visualization and indicate which heads you are interested in searching over in the corpus. + +The left side indicates how much total attention each head is going out of each word. The right side indicates the total attention from each head going into each word. + + +#### 1f) Attention Graph + +This central display shows how tokens attend to other tokens in the same sentence. By hovering over any token, you can see only the attentions going into or out of that particular word. By single clicking on it, you can freeze the view of that particular token and explore how the heads interact with only that token's attention. This also indicates which embedding / headlist you are interested in searching the corpus for. By double clicking on the token, you can mask that token, which passes all the tokens back to BERT with the [MASK] token replacing the token you just double clicked. This often changes quite a few of the attentions and will rerender the attention graph. You can then continue to explore the attentions and select tokens and head as usual. + + +### 2) Corpus Explorer + +Right now, the only available corpus to search is the Wizard of Oz (WoZ). This corpus has been split into sentences, parsed for language features such as part of speech (POS), dependency (DEP), and entity information using SPACY, merged into the BERT tokenization scheme, stored into an HDF5 file, and indexed by FAISS for quick lookup. This same procedure will need to be applied to other corpi to be searched. + + +#### 2a) Search Buttons: + +There are two buttons to perform a search of the available corpus: Search by Head and Search by Embedding. + +To search by embedding, the embedding of the selected token and the layer at which to compare embeddings are passed to the backend. The processed corpus is searched for the words that are nearest to the embedding (by inner product search) at that particular layer and displayed in the Corpus Explorer. + +To search by head, the selected layer, the selected heads, and the concatenated head vector for the selected token are passed to the backend. The head vector is then set to 0 at all indices that are from one of the unselected heads. This vector is then searched across the corpus by inner product. + +Note that the term "inner product" is used. Since the embeddings and the head vectors are normalized, this is equivalent to performing a cosine-similarity search. + + +#### 2b) Histogram Information + +There are two different histograms of information that are displayed: the Metadata histogram (in purple) and the positional histogram (in black). By selecting the dropdown underneath the Metadata histogram, you can change the displayed matrix in the Corpus controller. + + +#### 2c) Corpus Metadata Matrix control buttons + +The control buttons allow you to see a certain amount of context on either side of the matched word. The arrows add context one word to the left or right, whereas the red X deletes a context from the left or right. The blue refresh symbol is used to adjust the heights of each cell to correspond to the height of it's sentence, which is important when the browser window has been resized in some way. + + +#### 2d) Corpus Metadata Matrix + +The metadata matrix is an array of colors that summarize the metadata information of the corresponding sentence to its right. By hovering over any cell, you will be able to see what that particular color represents. There are unfortunately too many values for POS and DEP to give each a unique color that is distinct from all other colors, so some colors may overlap. Black cells indicate that you have reached a sentence boundary. + + +#### 2e) Corpus Explorer + +This display shows all words most closely matching the selected token / layer / head information indicated in the Attention Explorer. Matched words have a thick red border. Hovering over any word will give you its POS and DEP information, the amount of attention the matched word is paying to that word, and will read ENTITY if that word was determined to be an entity in the original corpus. + +## Install and Getting Started + +Note: This code has possible OS dependencies as it was developed exclusively on MacOS. + +### Setting up the Environment +1. From the root of this project, create a new conda directory with `conda env create -f environment.yml`. This will create an environment named `exbert`. +2. Activate this environment with `conda activate exbert` +3. You will need to install spacy's `en_core_web_sm` as well. To do this, run: `python -m spacy download en_core_web_sm` + + +### Generating Example Data + +please see the documentation here + + +### Running Locally +Starting the backend: + +```bash +conda activate exbert +python server/main.py +``` + +### Notes on setting up conda +If setting up conda for the first time, we recommend downloading Miniconda with the following curl command: + +``` +curl 'https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh' +``` + +Promptly refresh your shell environment and run `conda update conda` to be able to install from the `conda env create` command above. + + +## Development + +If you want to make custom changes to the code, these are some hints to get you started. + +### Use as package +Some find it useful to expose the code inside `server` for development in an environment like Jupyter Notebooks. To set up a development environment, perform the following: + +From the root folder with the `exbert` environment active: + +```bash +conda env update -f environment-dev.yml +pip install -e ./server +``` + +Now the `exbert` environment should allow the server code to be accessible in any folder so long as there are no additional module name clashes in the environment. + +### [Optional] Compiling the frontend + +```bash +cd client/src +npm install #installs all necessary node packages +npm run build #This will create the static files living in `client/dist`. +``` + + + +## Acknowledgements +This project was inspired in part by the original [BertViz by Jesse Vig](https://github.com/jessevig/bertviz). diff --git a/client/dist/05ca9c06114e79436ea9b5c8d4a7869c.ttf b/client/dist/05ca9c06114e79436ea9b5c8d4a7869c.ttf new file mode 100644 index 0000000000000000000000000000000000000000..4a890111a095b61af17e2ca4239254a6347803d6 GIT binary patch literal 142836 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+
+

+ + - A Visual Analysis of BERT +

+

+ Benjamin Hoover, + Hendrik Strobelt, + Sebastian Gehrmann +

+
+ +

+ Large language models can produce powerful contextual representations that lead to improvements across many + NLP tasks. + Since these models are typically guided by a sequence of learned self attention mechanisms and may comprise + undesired inductive biases, it is paramount to be able to explore what the attention has learned. + While static analyses of these models lead to targeted insights, interactive tools are more dynamic and can + help humans better gain an intuition for the model-internal reasoning process. +

+ +

+ We present exBERT , an interactive tool named after the popular BERT language model, that provides + insights into the meaning of the contextual representations by matching a human-specified input to similar + contexts in a large annotated dataset. + By aggregating the annotations of the matching similar contexts, exBERT helps intuitively explain + what each attention-head has learned. +

+ +

Large language models can produce powerful contextual representations that lead to improvements across many + NLP tasks. Though these models can comprise undesired inductive biases, it is challenging to identify what + information they encode in their learned representations.

+ +

Since the model-internal reasoning process is often guided by a sequence of learned self-attention + mechanisms, it is paramount to be able to explore what the attention has learned. While static analyses for + this can lead to targeted insights, interactive tools can be more dynamic and help humans gain an intuition + for the model-internal reasoning process. We present exBERT, a tool that helps to gain insights into the + meaning of the contextual representations. exBERT matches a human-specified input to similar contexts in a + large annotated dataset. By aggregating these annotations across all similar contexts, exBERT can help to + explain what each attention-head has learned.

+ +

Thanks to + Jesse Vig + for feedback. Please let us know what you think by commenting below!

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R{constructor(t,e,s={}){super(t,e),this.eInfo=t=>({side:this.side,ind:t}),this.eEmbedding=(t,e)=>({side:this.side,ind:t,embeddings:e}),this.options={boxheight:26},this.superInitHTML(s)}mask(t){this.parent.selectAll(`.${this.css_name}`).each((e,s,a)=>{n.j(a[s]).classed("masked-token",i.includes(t,s))})}getEmbedding(t){return this._data[t]}_init(){}_wrangle(t){return this._data=t,this.data=t,this.totalHeight=this.options.boxheight*t.length,t}_render(t){const e=this.options,s=this;this.base.selectAll(`.${this.css_name}`).data(t).join("div").attr("class",(t,e)=>`token ${this.css_name} 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t=this.options,e=this,s=s=>({ind:s,side:t.side,head:e._data.labels[s]}),a=this.updateCurrent();this.base.html(""),this.parent.attr("width",a.totalWidth).attr("height",a.totalHeight),this.headRows=this.base.selectAll(`.${e.rowCssName}`).data(e._data.rows).join("g").attrs({class:(t,s)=>`${e.rowCssName} 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this._data=t,this.opacityScale=this.opacityScale.domain([0,t.max]),t}_render(t){this.updateData()}}U.events={rowMouseOver:"AttentionHeadBox_RowMouseOver",rowMouseOut:"AttentionHeadBox_RowMouseOut",boxMouseOver:"AttentionHeadBox_BoxMouseOver",boxMouseOut:"AttentionHeadBox_BoxMouseOut",boxClick:"AttentionHeadBox_BoxClick"};s(4);class P{constructor(t){this.data=t,this.tensData=$.a(t)}min(t){return this.tensData.min(t).dataSync()}max(t){return this.tensData.max(t).dataSync()}extent(t){return n.n(this.min(t),this.max(t))}format(t=.7){return function(t,e=1){let s,a=[];return t.forEach((t,i)=>{s=e*n.m(t);let o=0;const c=function(t,e){e||(e=function(t,e){return t[0]>e[0]?-1:1});let s={arr:[],sortIndices:[]},a=[];for(let e=0;ee[0]?-1:1}));for(var n=0;n{if(o5*t^.33;class G extends R{constructor(t,e,s={}){super(t,e),this.css_name="",this._threshold=.7,this.normByGroup=!1,this.options={boxheight:26,height:500,width:200},this.updateData=()=>{if(null!=this.graph)return n.k(".atn-curve").remove(),this.paths=this.graph.data(this.plotData).join("path"),this.createConnections(),this.updateOpacity(),this},this.createScales=()=>{if(this.opacityScales=[],this.normByGroup){const t=this.edgeData.extent(1);this.opacityScales=[],t.forEach((t,e)=>{this.opacityScales.push(n.g().domain([0,t[1]]).range([0,.9]))})}else{const t=n.e(this.plotData.map(t=>t.v));for(let e=0;et[0]).y(t=>t[1])}createConnections(){const t=this.options;this.paths&&this.paths.attrs({d:(e,s)=>{const a={source:[0,t.boxheight*(e.i+.5)],target:[t.width,t.boxheight*(e.j+.5)]};return this.linkGen(a)},class:"atn-curve"}).attr("src-idx",(t,e)=>t.i).attr("target-idx",(t,e)=>t.j)}updateHeight(){return null!=this.svg&&this.svg.attr("height",this.options.height),this}updateWidth(){return null!=this.svg&&this.svg.attr("width",this.options.width),this}updateOpacity(){return null!=this.paths&&(this.paths.attr("opacity",t=>{return this.opacityScales[t.i](t.v)}),this.paths.attr("stroke-width",t=>{const e=this.opacityScales[t.i](t.v);return F(e)})),this}data(t){return null==t?this._data:(this._data=t,this.edgeData=new P(t),this.plotData=this.edgeData.format(this._threshold),this.createScales(),this.updateData(),this)}height(t){return null==t?this.options.height:(this.options.height=t,this.updateHeight(),this)}width(t){return null==t?this.options.width:(this.options.width=t,this.updateWidth(),this)}threshold(t){return null==t?this._threshold:(this._threshold=t,this.plotData=this.edgeData.format(this._threshold),this.createScales(),this.updateData(),this)}_wrangle(t){return t}_render(t){return this.svg.html(""),this.updateHeight(),this.updateWidth(),this.updateData(),this}}G.events={};const B=t=>+t.parentNode.getAttribute("matchidx"),V=t=>+t.parentNode.getAttribute("rownum"),q=t=>`rgba(0, 0, 255, ${.6*t})`;class Q extends R{constructor(t,e,s={}){super(t,e),this.css_name="corpus-inspector",this.options={},this.scaler=n.i().range([0,.9]).exponent(2),this.superInitHTML(s),this._init()}createRows(){const t=this._data;this.inspectorRows=this.base.selectAll(".inspector-row").data(t).join("div").classed("inspector-row",!0).attrs({matchIdx:t=>t.index,rowNum:(t,e)=>e}).on("mouseover",(t,e)=>{this.eventHandler.trigger(Q.events.rowMouseOver,{})})}addTooltip(){this.inspectorCells=this.inspectorCells.classed("celltooltip",!0).append("span").classed("tooltiptext",!0).html((t,e,s)=>{const a=t.is_ent?"
Entity":"",n=`
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DEP: ${t.dep.toLowerCase()}`+a+n})}createCells(){const t=this;this.inspectorCells=this.inspectorRows.selectAll(".inspector-cell").data(t=>t.tokens).join("div").classed("inspector-cell",!0).attr("index-offset",(t,e,s)=>{return e-B(s[e])}).attrs({pos:t=>t.pos.toLowerCase(),dep:t=>t.dep.toLowerCase(),is_ent:t=>t.is_ent}).text(t=>t.token).classed("matched-cell",t=>t.is_match),this.inspectorCells.each((e,s,a)=>{if(s==B(a[s])){const i=e.inward,o=+n.e(i),c=V(a[s]),r=t.scaler.domain([0,o]);n.k(`.inspector-row[rownum='${c}']`).selectAll(".inspector-cell").style("background",(t,e)=>q(r(i[e]))).attr("att",(t,e)=>i[e])}}),t.addTooltip()}updateData(){this.createRows(),this.createCells()}_init(){}_wrangle(t){return this._data=t,t}_render(t){this.updateData()}}Q.events={rowMouseOver:"CorpusInspector_rowMouseOver",rowMouseOut:"CorpusInspector_rowMouseOut",rowClick:"CorpusInspector_rowClick",rowDblClick:"CorpusInspector_rowDblClick",cellMouseOver:"CorpusInspector_cellMouseOver",cellMouseOut:"CorpusInspector_cellMouseOut",cellClick:"CorpusInspector_cellClick",cellDblClick:"CorpusInspector_cellDblClick"};const K=["[CLS]","[SEP]"];class Z{constructor(t,e=[[],[]],s=!0){this.nLayers=12,this.nHeads=12,this.init(t,e,s)}init(t,e=[[],[]],s){this.isZeroed=s,this._att=t,this._zeroedAttTensor=function(t,e,s){let a=t.clone(),n=a.bufferSync();return i.range(n.shape[0]).forEach(t=>{i.range(n.shape[1]).forEach(a=>{i.includes(e,a)&&i.range(n.shape[2]).forEach(e=>{n.set(0,t,a,e)}),i.range(n.shape[2]).forEach(e=>{i.includes(s,e)&&i.range(n.shape[1]).forEach(s=>{n.set(0,t,s,e)})})})}),a}($.b(t),e[0],e[1]),this._attTensor=$.b(t),this.badToks=e}updateFromMasking(t,e){const s=t.aa,a=h(s.left.text,t=>i.includes(K,t)),n=h(s.right.text,t=>i.includes(K,t));this.init(s.att,[a,n],e)}updateFromNormal(t,e){const s=t.aa,a=s.left,n=s.right,o=h(a.map(t=>t.text),t=>i.includes(K,t)),c=h(n.map(t=>t.text),t=>i.includes(K,t));this.init(s.att,[o,c],e)}get attTensor(){return this.isZeroed?this._zeroedAttTensor:this._attTensor}get att(){return this.attTensor.arraySync()}zeroed(t){return null==t?this.isZeroed:(this.isZeroed=t,this)}toggleZeroing(){this.zeroed(!this.zeroed())}_byHeads(t){return 0==t.length?$.c(this._byHead(0)):this.attTensor.gather(t,0).sum(0)}_byHead(t){return this.attTensor.gather([t],0).squeeze([0])}byHeads(t){return this._byHeads(t).arraySync()}byHead(t){return this._byHead(t).arraySync()}}var X=s(89),J=s(90),Y=s(91),tt=s(108),et=s(92),st=s(93),at=s(62),nt=s(65),it=s(104),ot=s(94),ct=s(87),rt=s(107),dt=s(106);const ht=["#3957ff","#d3fe14","#c9080a","#fec7f8","#0b7b3e","#0bf0e9","#c203c8","#fd9b39","#888593","#906407","#98ba7f","#fe6794","#10b0ff","#ac7bff","#fee7c0","#964c63","#1da49c","#0ad811","#bbd9fd","#fe6cfe","#297192","#d1a09c","#78579e","#81ffad","#739400","#ca6949","#d9bf01","#646a58","#d5097e","#bb73a9","#ccf6e9","#9cb4b6","#b6a7d4","#9e8c62","#6e83c8","#01af64","#a71afd","#cfe589","#d4ccd1","#fd4109","#bf8f0e","#2f786e","#4ed1a5","#d8bb7d","#a54509","#6a9276","#a4777a","#fc12c9","#606f15","#3cc4d9","#f31c4e","#73616f","#f097c6","#fc8772","#92a6fe","#875b44","#699ab3","#94bc19","#7d5bf0","#d24dfe","#c85b74","#68ff57","#b62347","#994b91","#646b8c","#977ab4","#d694fd","#c4d5b5","#fdc4bd","#1cae05","#7bd972","#e9700a","#d08f5d","#8bb9e1","#fde945","#a29d98","#1682fb","#9ad9e0","#d6cafe","#8d8328","#b091a7","#647579","#1f8d11","#e7eafd","#b9660b","#a4a644","#fec24c","#b1168c","#188cc1","#7ab297","#4468ae","#c949a6","#d48295","#eb6dc2","#d5b0cb","#ff9ffb","#fdb082","#af4d44","#a759c4","#a9e03a","#0d906b","#9ee3bd","#5b8846","#0d8995","#f25c58","#70ae4f","#847f74","#9094bb","#ffe2f1","#a67149","#936c8e","#d04907","#c3b8a6","#cef8c4","#7a9293","#fda2ab","#2ef6c5","#807242","#cb94cc","#b6bdd0","#b5c75d","#fde189","#b7ff80","#fa2d8e","#839a5f","#28c2b5","#e5e9e1","#bc79d8","#7ed8fe","#9f20c3","#4f7a5b","#f511fd","#09c959","#bcd0ce","#8685fd","#98fcff","#afbff9","#6d69b4","#5f99fd","#aaa87e","#b59dfb","#5d809d","#d9a742","#ac5c86","#9468d5","#a4a2b2","#b1376e","#d43f3d","#05a9d1","#c38375","#24b58e","#6eabaf","#66bf7f","#92cbbb","#ddb1ee","#1be895","#c7ecf9","#a6baa6","#8045cd","#5f70f1","#a9d796","#ce62cb","#0e954d","#a97d2f","#fcb8d3","#9bfee3","#4e8d84","#fc6d3f","#7b9fd4","#8c6165","#72805e","#d53762","#f00a1b","#de5c97","#8ea28b","#fccd95","#ba9c57","#b79a82","#7c5a82","#7d7ca4","#958ad6","#cd8126","#bdb0b7","#10e0f8","#dccc69","#d6de0f","#616d3d","#985a25","#30c7fd","#0aeb65","#e3cdb4","#bd1bee","#ad665d","#d77070","#8ea5b8","#5b5ad0","#76655e","#598100","#86757e","#5ea068"];class lt{constructor(){this.colorScale=this.createColorScales()}createColorScales(){const t=t=>{const e=ct.a(b.a(String,t),ht.slice(0,t.length));return t=>rt.a("black",t,e)};return{pos:t(lt.TotalMetaOptions.pos),dep:t(lt.TotalMetaOptions.dep),is_ent:t(lt.TotalMetaOptions.is_ent),ents:t(lt.TotalMetaOptions.ents),offset:n.h().range(["black"])}}}lt.EnglishMetaOptions={pos:["punct","sym","x","adj","verb","conj","num","et","adv","x","adp","noun","propn","part","pron","space","intj"],dep:["root","ROOT","acl","acomp","advcl","advmod","agent","amod","appos","attr","aux","auxpass","case","cc","ccomp","compound","conj","cop","csubj","csubjpass","dative","dep","det","dobj","expl","intj","mark","meta","neg","nn","nounmod","npmod","nsubj","nsubjpass","nummod","oprd","obj","obl","parataxis","pcomp","pobj","poss","preconj","predet","prep","prt","punct","quantmod","relcl","root","xcomp","npadvmod"],is_ent:[!0,!1],ents:["person","norp","fac","org","gpe","loc","product","event","work_of_art","law","language","date","time","percent","money","quantity","ordinal","cardinal"]},lt.UniversalMetaOptions={pos:["adj","adp","adv","aux","conj","cconj","det","intj","noun","num","part","pron","propn","punct","sconj","sym","verb","x","space"],dep:["acl","advcl","advmod","amod","appos","aux","case","cc","ccomp","clf","compound","conj","cop","csubj","dep","det","discourse","dislocated","expl","fixed","flat","goeswith","iobj","list","mark","nmod","nsubj","nummod","obj","obl","orphan","parataxis","punct","reparandum","root","vocative","xcomp"],is_ent:[!0,!1],ents:["person","norp","fac","org","gpe","loc","product","event","work_of_art","law","language","date","time","percent","money","quantity","ordinal","cardinal"]},lt.TotalMetaOptions={pos:dt.a(lt.EnglishMetaOptions.pos,lt.UniversalMetaOptions.pos),dep:lt.EnglishMetaOptions.dep,is_ent:lt.EnglishMetaOptions.is_ent,ents:lt.EnglishMetaOptions.ents};const ut=new lt;class ft extends R{constructor(t,e,s={}){super(t,e),this.css_name="corpus-mat-container",this.options={cellWidth:10,toPick:["pos"],idxs:[-1,0,1]},this._current={},this.rowCssName="index-match-results",this.cellCssName="index-cell-result",this.idxs=[-1,0,1],this.superInitHTML(s),this._init()}get idxs(){return this.options.idxs}set idxs(t){this.options.idxs=t}_init(){this.corpusMats=this.base.selectAll(".corpus-mat"),this.rowGroups=this.corpusMats.selectAll(`.${this.rowCssName}`)}pick(t){this.options.toPick=[t],this.redraw()}addRight(){const t=X.a(this.idxs)+1;this.idxs.push(t),this.addCorpusMat(t,"right")}addLeft(){const t=this.idxs[0]-1;this.idxs=(t=>J.a(0,Y.a(t)-1)(t))(this.idxs),this.addCorpusMat(t,"left")}killRight(){this.kill(Math.max(...this.idxs))}killLeft(){this.kill(Math.min(...this.idxs))}kill(t){0!=t&&(t!=Math.min(...this.idxs)&&t!=Math.max(...this.idxs)||(this.idxs=tt.a([t],this.idxs),this.base.selectAll(`.offset-${t}`).remove()))}_wrangle(t){return t}data(t){return null==t?this._data:(this._data=t,this._updateData(),this)}_updateData(){const t=this;this.options;this.base.selectAll(".corpus-mat").remove(),this.idxs.forEach((e,s)=>{t.addCorpusMat(e)})}addCorpusMat(t,e="right"){const s=this.options,a=s.cellWidth*s.toPick.length,n=et.a(b.a(p.a("height"),this._data));let i;if("right"==e)i=this.base.append("div");else{if("left"!=e)throw Error("toThe must have argument of 'left' or 'right'");i=this.base.insert("div",":first-child")}i=i.data([t]).attr("class",`corpus-mat offset-${t}`).append("svg").attrs({width:a,height:n}).on("mouseover",(t,e)=>{this.eventHandler.trigger(ft.events.mouseOver,{idx:t,val:this.options.toPick[0]})}).on("mouseout",(t,e)=>{this.eventHandler.trigger(ft.events.mouseOut,{idx:t})}),this.addRowGroup(i)}addRowGroup(t){const e=this,s=this.options,a=b.a(p.a("height"),this._data),[n,i]=st.a((t,e)=>[at.a(t,e),at.a(t,e)],0,a),o=nt.a(it.a(1),ot.a(0))(i),c=t.selectAll(`.${e.rowCssName}`).data(t=>(function(t,e=0,s=["pos"]){const a={pos:null,dep:null,is_ent:null,token:null},n=j.a(s);return t.map(t=>{const s=t.index+e;if(s<0||s>=t.tokens.length)return r.a("height",t.height,a);const i=n(t.tokens[s]);return r.a("height",t.height,i)})})(e._data,t,s.toPick)).join("g").attr("class",(t,s)=>`${e.rowCssName} ${e.rowCssName}-${s}`).attr("height",t=>t.height).attr("transform",(t,e)=>{return T.translate({x:0,y:o[e]})});s.toPick.forEach(t=>{e.addRect(c,0,t)})}addRect(t,e,s){const a=this.options;t.append("rect").attrs({width:a.cellWidth,height:t=>t.height-3,transform:(t,s)=>T.translate({x:e,y:1.5})}).style("fill",t=>ft.colorScale[s](t[s])).append("title").text(t=>t[s])}_render(t){this._updateData()}}ft.events={mouseOver:"CorpusMatManager_MouseOver",mouseOut:"CorpusMatManager_MouseOut",click:"CorpusMatManager_Click",dblClick:"CorpusMatManager_DblClick"},ft.colorScale=ut.colorScale;var bt=s(95),pt=s(61);bt.a(nt.a(t=>{const e=+t;return isNaN(e)?t:e},p.a("label")));const gt=bt.a(p.a("count")),mt=nt.a(pt.a,gt,t=>Object.keys(t).map((e,s)=>({label:e,count:t[e]})));class kt extends R{constructor(t,e,s={}){super(t,e),this.css_name="",this._current={chart:{height:null,width:null}},this.axes={x:n.f(),y:n.g()},this.options={margin:{top:10,right:30,bottom:30,left:40},barWidth:25,width:185,height:200,val:"pos",xLabelRot:45,xLabelOffset:15,yLabelOffset:5},this.superInitSVG()}meta(t){return 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b.a(Ct.a((t,e)=>0!=t),e)}getMaxAttHistogram(){const t=this.countMaxAttKeys();return b.a(Ct.a((t,e)=>0!=t),t)}}var Ht=s(102),Ot=s(63),It=s(103),At=s(50),Et=s(105);function Dt(t){const e=t=>null==t||"null"==t,s=null==t,a=e(t.side)||e(t.ind);return s||a}function Tt(t){if(!Dt(t)){const e="left"==t.side?"src-idx":"target-idx";E.setHidden(".atn-curve"),E.setVisible(`.atn-curve[${e}='${t.ind}']`)}}function Rt(t){n.k(`.att-rect[head='${t}']`).classed("unselected",!0)}function Lt(t){n.k(`.att-rect[head='${t}']`).classed("unselected",!1)}function zt(t,e){const s=!!t||null;e.attr("disabled",s)}class Nt{constructor(){this.api=new M,this.uiConf=new O,this._mainInit()}_mainInit(){this.api.getMetaAttentions(this.uiConf.sentence(),this.uiConf.layer()).then(t=>{this.uiConf.nHeads=t[this.uiConf.attType].att.length,this._init(t);const e=()=>{this._toggleTokenSel();const t=this.uiConf.displayInspector();this._searchDisabler(),"context"==t?this._queryContext():"embeddings"==t&&this._queryEmbeddings()};this.uiConf.maskInds().length>0?(this.tokCapsule.a.maskInds=this.uiConf.maskInds(),this.api.updateMaskedMetaAttentions(this.tokCapsule.a,this.uiConf.layer()).then(t=>{this.attCapsule.updateFromMasking(t,this.uiConf.hideClsSep()),this.tokCapsule.updateEmbeddingsFromMasking(t),this.update(),e()})):(this.update(),e())})}_init(t){this.attCapsule=function(t,e){const s=t.aa,a=s.left,n=s.right,o=h(a.map(t=>t.text),t=>i.includes(K,t)),c=h(n.map(t=>t.text),t=>i.includes(K,t));return new Z(s.att,[o,c],e)}(t,this.uiConf.hideClsSep()),this.tokCapsule=new f(t),this.sels={body:n.j("body"),atnContainer:n.j("#atn-container"),atnDisplay:n.j("#atn-display"),atnHeads:{left:n.j("#left-att-heads"),right:n.j("#right-att-heads")},form:{sentenceA:n.j("#form-sentence-a"),button:n.j("#update-sentence")},tokens:{left:n.j("#left-tokens"),right:n.j("#right-tokens")},clsToggle:n.j("#cls-toggle").select(".switch"),layerCheckboxes:n.j("#layer-select"),headCheckboxes:n.j("#head-select"),contextQuery:n.j("#search-contexts"),embeddingQuery:n.j("#search-embeddings"),selectedHeads:n.j("#selected-heads"),headSelectAll:n.j("#select-all-heads"),headSelectNone:n.j("#select-no-heads"),testCheckbox:n.j("#simple-embed-query"),threshSlider:n.j("#my-range"),corpusInspector:n.j("#corpus-similar-sentences-div"),corpusMatManager:n.j("#corpus-mat-container"),histograms:{matchedWord:n.j("#matched-histogram-container"),maxAtt:n.j("#max-att-histogram-container")},buttons:{killLeft:n.j("#kill-left"),addLeft:n.j("#minus-left"),addRight:n.j("#plus-right"),killRight:n.j("#kill-right"),refresh:n.j("#mat-refresh")},metaSelector:{matchedWord:n.j("#matched-meta-select"),maxAtt:n.j("#max-att-meta-select")}},this.eventHandler=new D(this.sels.body.node()),this.vizs={leftHeads:new U(this.sels.atnHeads.left,this.eventHandler,{side:"left"}),rightHeads:new U(this.sels.atnHeads.right,this.eventHandler,{side:"right"}),tokens:{left:new z(this.sels.tokens.left,this.eventHandler),right:new N(this.sels.tokens.right,this.eventHandler)},attentionSvg:new G(this.sels.atnDisplay,this.eventHandler),corpusInspector:new Q(this.sels.corpusInspector,this.eventHandler),corpusMatManager:new ft(this.sels.corpusMatManager,this.eventHandler,{idxs:this.uiConf.offsetIdxs()}),histograms:{matchedWord:new kt(this.sels.histograms.matchedWord,this.eventHandler),maxAtt:new kt(this.sels.histograms.maxAtt,this.eventHandler)}},this._staticInits(),this._bindEventHandler()}_bindEventHandler(){this.eventHandler.bind(L.events.tokenDblClick,t=>{const e=function(t,e){return"all"==e?"all":"left"==t?e[0]:e[1]}(t.side,this.uiConf.attType);this.tokCapsule[e].toggle(t.ind),this.sels.body.style("cursor","progress"),this.api.updateMaskedMetaAttentions(this.tokCapsule.a,this.uiConf.layer()).then(t=>{this.attCapsule.updateFromMasking(t,this.uiConf.hideClsSep()),this.tokCapsule.updateEmbeddingsFromMasking(t),this.uiConf.maskInds(this.tokCapsule.a.maskInds),this.update(),this.sels.body.style("cursor","default")})}),this.eventHandler.bind(L.events.tokenMouseOver,t=>{!function(t,e){Dt(t)&&Tt(e)}(this.uiConf.token(),t)}),this.eventHandler.bind(L.events.tokenMouseOut,t=>{!function(t){Dt(t)&&E.setVisible(".atn-curve")}(this.uiConf.token())}),this.eventHandler.bind(L.events.tokenClick,t=>{this.uiConf.toggleToken(t),this._toggleTokenSel(),Tt(t)}),this.eventHandler.bind(U.events.rowMouseOver,t=>{}),this.eventHandler.bind(U.events.rowMouseOut,()=>{}),this.eventHandler.bind(U.events.boxMouseOver,t=>{const e=this.attCapsule.byHead(t.head);this.vizs.attentionSvg.data(e),this.vizs.attentionSvg.update(e),Tt(this.uiConf.token())}),this.eventHandler.bind(U.events.boxMouseOut,()=>{const t=this.attCapsule.byHeads(this.uiConf.heads());this.vizs.attentionSvg.data(t),this.vizs.attentionSvg.update(t),Tt(this.uiConf.token())}),this.eventHandler.bind(U.events.boxClick,t=>{const e=this.uiConf.toggleHead(t.head);e==a.ADDED?Lt(t.head):e==a.REMOVED&&Rt(t.head),this._searchDisabler(),this._renderHeadSummary(),this.renderSvg()}),this.eventHandler.bind(ft.events.mouseOver,t=>{const e=`.inspector-cell[index-offset='${t.idx}']`;n.k(e)}),this.eventHandler.bind(ft.events.mouseOut,t=>{t.idx})}_toggleTokenSel(){const t=this.uiConf.token(),e=n.j(".selected-token");if(Dt(t)){const t=n.k(".selected-token");t.empty()||t.classed("selected-token",!1)}else{const e=t=>`#${t.side}-token-${t.ind}`,s=n.j(e(t));s.empty()||s.classed("selected-token",!0)}e.empty()||e.classed("selected-token",!1),this._searchDisabler()}_staticInits(){this._initSentenceForm(),this._initQueryForm(),this._initCheckboxes(),this._initAdder(),this._renderHeadSummary(),this._initMetaSelectors(),this._initToggle(),this.renderAttHead()}_initAdder(){const t=()=>{this.uiConf.offsetIdxs(this.vizs.corpusMatManager.idxs)},e=()=>{const e=this._wrapResults(this.vizs.corpusMatManager.data());this.vizs.corpusMatManager.data(e.data),t()};this.sels.buttons.addRight.on("click",()=>{this.vizs.corpusMatManager.addRight(),t()}),this.sels.buttons.addLeft.on("click",()=>{this.vizs.corpusMatManager.addLeft(),t()}),this.sels.buttons.killRight.on("click",()=>{this.vizs.corpusMatManager.killRight(),t()}),this.sels.buttons.killLeft.on("click",()=>{this.vizs.corpusMatManager.killLeft(),t()}),this.sels.buttons.refresh.on("click",()=>{e()});window.onresize=()=>{""!=this.sels.corpusInspector.text()&&e()}}_initMetaSelectors(){this._initMatchedWordSelector(this.sels.metaSelector.matchedWord),this._initMaxAttSelector(this.sels.metaSelector.maxAtt)}_initMaxAttSelector(t){const e=this;var s;s=this.uiConf.metaMax(),t.selectAll("label").classed("active",!1),t.selectAll(`label[value=${s}]`).classed("active",!0),t.selectAll("label").on("click",(function(){const s=n.j(this).attr("value");t.selectAll(".active").classed("active",!1),n.j(this).classed("active",!0),e.uiConf.metaMax(s),e.vizs.histograms.maxAtt.meta(s)}))}_initMatchedWordSelector(t){const e=this;var s;s=this.uiConf.metaMatch(),t.selectAll("label").classed("active",!1),t.selectAll(`label[value=${s}]`).classed("active",!0),t.selectAll("label").on("click",(function(){const s=n.j(this).attr("value");t.selectAll(".active").classed("active",!1),n.j(this).classed("active",!0),e.uiConf.metaMatch(s),e._updateCorpusInspectorFromMeta(s)}))}_disableSearching(t){zt(t,this.sels.contextQuery),zt(t,this.sels.embeddingQuery)}_updateCorpusInspectorFromMeta(t){this.vizs.corpusMatManager.pick(t),this.vizs.histograms.matchedWord.meta(t)}_initSentenceForm(){const t=this;this.sels.form.sentenceA.attr("placeholder","Enter new sentence to analyze"),this.sels.form.sentenceA.attr("value",this.uiConf.sentence());const e=()=>{const e=this.sels.form.sentenceA.property("value").replace(/\#/g,"");e.length&&(this.sels.body.style("cursor","progress"),this.api.getMetaAttentions(e,this.uiConf.layer()).then(s=>{this.uiConf.sentence(e),this.uiConf.rmToken(),this.attCapsule.updateFromNormal(s,this.uiConf.hideClsSep()),this.tokCapsule.updateFromResponse(s),this._toggleTokenSel(),this.update(),t.vizs.corpusMatManager.clear(),t.vizs.corpusInspector.clear(),t.vizs.histograms.matchedWord.clear(),t.vizs.histograms.maxAtt.clear(),this.sels.body.style("cursor","default")}))},s=o.a((t,e,s)=>{const a=s||window.event;a.keyCode===t&&(a.preventDefault(),e())})(13,e),a=this.sels.form.button,n=this.sels.form.sentenceA;a.on("click",e),n.on("keypress",s)}_getSearchEmbeds(){const t=this.uiConf.token();return this.vizs.tokens[t.side].getEmbedding(t.ind).embeddings}_getSearchContext(){const t=this.uiConf.token();return this.vizs.tokens[t.side].getEmbedding(t.ind).contexts}_searchEmbeddings(){const t=this;console.log("SEARCHING EMBEDDINGS");const e=this._getSearchEmbeds(),s=t.uiConf.layer(),a=t.uiConf.heads();this.sels.body.style("cursor","progress"),t.api.getNearestWozEmbeddings(e,s,a,50).then(e=>{t.vizs.corpusInspector.update(e);const s=t._wrapResults(e),a=s.getMatchedHistogram(),n=s.getMaxAttHistogram();t.vizs.corpusMatManager.update(s.data),t.vizs.histograms.matchedWord.update(a),t.vizs.histograms.maxAtt.update(n),t.uiConf.displayInspector("embeddings"),this._updateCorpusInspectorFromMeta(this.uiConf.metaMatch()),this.sels.body.style("cursor","default")})}_searchContext(){const t=this;console.log("SEARCHING CONTEXTS");const e=this._getSearchContext(),s=t.uiConf.layer(),a=t.uiConf.heads();this.sels.body.style("cursor","progress"),t.api.getNearestWozContexts(e,s,a,50).then(e=>{t.vizs.corpusInspector.update(e);const s=t._wrapResults(e),a=s.getMatchedHistogram(),n=s.getMaxAttHistogram();t.vizs.corpusMatManager.update(s.data),t.vizs.histograms.matchedWord.update(a),t.vizs.histograms.maxAtt.update(n),t.uiConf.displayInspector("context"),this._updateCorpusInspectorFromMeta(this.uiConf.metaMatch()),t.vizs.histograms.maxAtt.meta(t.uiConf.metaMax()),this.sels.body.style("cursor","default")})}_queryContext(){Dt(this.uiConf.token())?console.log("Was told to show inspector but was not given a selected token embedding"):this._searchContext()}_queryEmbeddings(){Dt(this.uiConf.token())?console.log("Was told to show inspector but was not given a selected token embedding"):this._searchEmbeddings()}_searchingDisabled(){return 0==this.uiConf.heads().length||Dt(this.uiConf.token())}_searchDisabler(){this._disableSearching(this._searchingDisabled())}_initQueryForm(){const t=this;this._searchDisabler(),this.sels.contextQuery.on("click",()=>{t._queryContext()}),this.sels.embeddingQuery.on("click",()=>{t._queryEmbeddings()})}_renderHeadSummary(){this.sels.selectedHeads.html(c.a(", ",this.uiConf.heads()))}_wrapResults(t){const e=n.k(".inspector-row").nodes().map(t=>t.getBoundingClientRect().height),s=t.map((t,s)=>r.a("height",e[s],t));return new St(s)}_initCheckboxes(){const t=this,e=this.sels.layerCheckboxes.selectAll(".layerCheckbox").data(i.range(0,this.attCapsule.nLayers)).join("label").attr("class","btn button layerCheckbox").classed("active",(t,e)=>0==e).text(t=>t).append("input").attr("type","radio").attr("class","checkbox-inline").attr("name","layerbox").attr("id",(t,e)=>"layerCheckbox"+e);Object(Ht.a)(e.nodes(),"change").pipe(Object(It.a)(t=>{const e=n.j(t.target).datum();console.log(e,"--- 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a=t=>Math.round(100*t);n.j("#my-range-value").text(a(t.uiConf.threshold())),this.sels.threshSlider.on("input",i.throttle((function(){t.uiConf.threshold(+this.value/100),n.j("#my-range-value").text(a(t.uiConf.threshold())),t.vizs.attentionSvg.threshold(t.uiConf.threshold())}),100)),this.sels.headSelectAll.on("click",(function(){t.uiConf.selectAllHeads(),t._searchDisabler(),t.renderSvg(),t.renderAttHead()})),this.sels.headSelectNone.on("click",(function(){t.uiConf.selectNoHeads(),t._searchDisabler(),t.renderSvg(),t.renderAttHead(),E.setHidden(".atn-curve")}))}_initToggle(){Object(Ht.a)(this.sels.clsToggle.node(),"input").pipe(Object(At.a)(t=>t.srcElement.checked)).subscribe({next:t=>{this.uiConf.hideClsSep(t),this.attCapsule.zeroed(t),this.renderSvg(),this.renderAttHead()}})}renderAttHead(){const t=i.range(0,this.uiConf.nHeads),e=this.attCapsule.att,s=W(e,t,"left"),a=W(e,t,"right");this.vizs.leftHeads.update(s),this.vizs.rightHeads.update(a),this._renderHeadSummary(),t.forEach(t=>{this.uiConf.headSet().has(t)?Lt(t):Rt(t)})}renderTokens(){const t=this.tokCapsule[this.uiConf.attType[0]],e=this.tokCapsule[this.uiConf.attType[1]];this.vizs.tokens.left.update(t.tokenData),this.vizs.tokens.left.mask(t.maskInds),this.vizs.tokens.right.update(e.tokenData),this.vizs.tokens.right.mask(e.maskInds)}renderSvg(){const t=this.attCapsule.byHeads(this.uiConf.heads()),e=this.vizs.attentionSvg.data(t);e.update(t);const s=i.max([this.tokCapsule.a.length()]),a=e.options.boxheight*s;e.height(a),Tt(this.uiConf.token())}render(){this.renderTokens(),this.renderSvg(),this.renderAttHead()}update(){this.render()}}s(79),s(80),s(81);window.onload=()=>{new Nt,console.log("Done loading window")}}}); \ No newline at end of file diff --git a/client/dist/vendor.js b/client/dist/vendor.js new file mode 100644 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All Rights Reserved. + * 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. + * ============================================================================= + */ +var a=function(t,e){return(a=Object.setPrototypeOf||{__proto__:[]}instanceof Array&&function(t,e){t.__proto__=e}||function(t,e){for(var n in e)e.hasOwnProperty(n)&&(t[n]=e[n])})(t,e)};function s(t,e){function n(){this.constructor=t}a(t,e),t.prototype=null===e?Object.create(e):(n.prototype=e.prototype,new n)}function u(t,e,n,r){return new(n||(n=Promise))((function(i,o){function a(t){try{u(r.next(t))}catch(t){o(t)}}function s(t){try{u(r.throw(t))}catch(t){o(t)}}function u(t){t.done?i(t.value):new n((function(e){e(t.value)})).then(a,s)}u((r=r.apply(t,e||[])).next())}))}function c(t,e){var n,r,i,o,a={label:0,sent:function(){if(1&i[0])throw i[1];return i[1]},trys:[],ops:[]};return o={next:s(0),throw:s(1),return:s(2)},"function"==typeof Symbol&&(o[Symbol.iterator]=function(){return this}),o;function s(o){return function(s){return function(o){if(n)throw new TypeError("Generator is already executing.");for(;a;)try{if(n=1,r&&(i=2&o[0]?r.return:o[0]?r.throw||((i=r.return)&&i.call(r),0):r.next)&&!(i=i.call(r,o[1])).done)return i;switch(r=0,i&&(o=[2&o[0],i.value]),o[0]){case 0:case 1:i=o;break;case 4:return a.label++,{value:o[1],done:!1};case 5:a.label++,r=o[1],o=[0];continue;case 7:o=a.ops.pop(),a.trys.pop();continue;default:if(!(i=(i=a.trys).length>0&&i[i.length-1])&&(6===o[0]||2===o[0])){a=0;continue}if(3===o[0]&&(!i||o[1]>i[0]&&o[1]0;)r=Math.random()*e|0,n=t[--e],t[e]=t[r],t[r]=n}function d(t,e,n){return Math.max(t,Math.min(e,n))}function m(t){return t%2==0?t:t+1}function v(t){for(var e=0,n=0;n=n?i():setTimeout(a,s)}};a()}))}function A(t,e){for(var n=1,r=-1,i=0;i=0)n*=t[i];else if(-1===t[i]){if(-1!==r)throw Error("Shapes can only have 1 implicit size. 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}\n";function gi(t,e,n,r){var i=[];t.forEach((function(t){var e=x(t.shapeInfo.logicalShape);t.shapeInfo.isUniform?i.push("uniform float "+t.name+(e>1?"["+e+"]":"")+";"):(i.push("uniform sampler2D "+t.name+";"),i.push("uniform int offset"+t.name+";"))}));var o,a,s=i.join("\n"),u=t.map((function(t){return function(t,e,n){void 0===n&&(n=!1);var r="";r+=n?function t(e){var n,r,i;switch(e.shapeInfo.logicalShape.length){case 0:return n=e.name,r="get"+n.charAt(0).toUpperCase()+n.slice(1),i=pi(),"\n vec4 "+r+"() {\n return "+i.texture2D+"("+n+", halfCR);\n }\n ";case 1:return function(t){var e=t.name,n="get"+e.charAt(0).toUpperCase()+e.slice(1),r=t.shapeInfo.texShape,i=[Math.ceil(r[0]/2),Math.ceil(r[1]/2)],o=pi();return"\n vec4 "+n+"(int index) {\n vec2 uv = packedUVfrom1D(\n "+i[0]+", "+i[1]+", index);\n return "+o.texture2D+"("+e+", uv);\n }\n "}(e);case 2:return function(t){var e=t.shapeInfo.logicalShape,n=t.name,r="get"+n.charAt(0).toUpperCase()+n.slice(1),i=t.shapeInfo.texShape,o=i[0],a=i[1],s=pi();if(null!=i&&_(e,i))return"\n vec4 "+r+"(int row, int col) {\n vec2 uv = (vec2(col, row) + halfCR) / vec2("+a+".0, "+o+".0);\n\n return "+s.texture2D+"("+n+", uv);\n }\n ";var u=[Math.ceil(i[0]/2),Math.ceil(i[1]/2)];return"\n vec4 "+r+"(int row, int col) {\n vec2 uv = packedUVfrom2D("+Math.ceil(e[1]/2)+", "+u[0]+", "+u[1]+", row, col);\n return "+s.texture2D+"("+n+", uv);\n }\n "}(e);case 3:return function(e){var n=e.shapeInfo.logicalShape,r=e.name,i="get"+r.charAt(0).toUpperCase()+r.slice(1),o=e.shapeInfo.texShape,a=[Math.ceil(o[0]/2),Math.ceil(o[1]/2)];if(1===n[0]){var s=Ei(e,n.slice(1));return"\n "+t(s)+"\n vec4 "+i+"(int b, int row, int col) {\n return "+i+"("+Si(["b","row","col"],[1,2])+");\n }\n "}var u=a[0],c=a[1],l=Math.ceil(n[2]/2);return"\n vec4 "+i+"(int b, int row, int col) {\n vec2 uv = packedUVfrom3D(\n "+u+", "+c+", "+l*Math.ceil(n[1]/2)+", "+l+", b, row, col);\n return "+pi().texture2D+"("+r+", uv);\n }\n "}(e);default:return function(t){for(var e=t.shapeInfo.logicalShape,n=e.length,r=t.name,i="get"+r.charAt(0).toUpperCase()+r.slice(1),o=t.shapeInfo.texShape,a=[Math.ceil(o[0]/2),Math.ceil(o[1]/2)],s=a[0],u=a[1],c=Math.ceil(e[n-1]/2),l=c*Math.ceil(e[n-2]/2),f="int b, int row, int col",h="b * "+l+" + (row / 2) * "+c+" + (col / 2)",p=2;p=1?"coords = 0;":u.map((function(t){return"coords."+f[t+l]+" = 0;"})).join("\n");var h;h=s<2&&a>0?"coords":t.shapeInfo.logicalShape.map((function(t,e){return"coords."+f[e+l]})).join(", ");var p="return outputValue;",d=1===x(t.shapeInfo.logicalShape),m=1===x(e.logicalShape);if(1!==a||d||m){if(d&&!m)p=1===s?"\n return vec4(outputValue.x, outputValue.x, 0., 0.);\n ":"\n return vec4(outputValue.x);\n ";else if(u.length){var v=a-2,g=a-1;u.indexOf(v)>-1&&u.indexOf(g)>-1?p="return vec4(outputValue.x);":u.indexOf(v)>-1?p="return vec4(outputValue.x, outputValue.y, outputValue.x, outputValue.y);":u.indexOf(g)>-1&&(p="return vec4(outputValue.xx, outputValue.zz);")}}else p="\n return vec4(outputValue.xy, outputValue.xy);\n ";return"\n vec4 "+o+"() {\n "+c+" coords = getOutputCoords();\n "+n+"\n vec4 outputValue = get"+i+"("+h+");\n "+p+"\n }\n "}(t,e):function(t,e){var n=t.name,r=n.charAt(0).toUpperCase()+n.slice(1),i="get"+r+"AtOutCoords",o=e.texShape,a=t.shapeInfo.texShape,s=t.shapeInfo.logicalShape.length,u=e.logicalShape.length;if(!t.shapeInfo.isUniform&&s===u&&null==t.shapeInfo.flatOffset&&_(a,o))return"\n float "+i+"() {\n return sampleTexture("+n+", resultUV);\n }\n ";var c=Ni(u),l=Mr(t.shapeInfo.logicalShape,e.logicalShape),f=u-s,h=["x","y","z","w","u","v"];return"\n float "+i+"() {\n "+c+" coords = getOutputCoords();\n "+(0===s?"":u<2&&l.length>=1?"coords = 0;":l.map((function(t){return"coords."+h[t+f]+" = 0;"})).join("\n"))+"\n return get"+r+"("+(u<2&&s>0?"coords":t.shapeInfo.logicalShape.map((function(t,e){return"coords."+h[e+f]})).join(", "))+");\n }\n "}(t,e)),r}(t,e,r)})).join("\n"),c=e.texShape,l=pi(),f=function(t){return"\n float sampleTexture(sampler2D textureSampler, vec2 uv) {\n return "+t.texture2D+"(textureSampler, uv).r;\n }\n "}(l),h=function(t){return t.version+"\n precision highp float;\n precision highp int;\n precision highp sampler2D;\n "+t.varyingFs+" vec2 resultUV;\n "+t.defineOutput+"\n const vec2 halfCR = vec2(0.5, 0.5);\n\n struct ivec5\n {\n int x;\n int y;\n int z;\n int w;\n int u;\n };\n\n struct ivec6\n {\n int x;\n int y;\n int z;\n int w;\n int u;\n int v;\n };\n\n uniform float NAN;\n "+t.defineSpecialNaN+"\n "+t.defineSpecialInf+"\n "+t.defineRound+"\n\n int imod(int x, int y) {\n return x - y * (x / y);\n }\n\n int idiv(int a, int b, float sign) {\n int res = a / b;\n int mod = imod(a, b);\n if (sign < 0. && mod != 0) {\n res -= 1;\n }\n return res;\n }\n\n //Based on the work of Dave Hoskins\n //https://www.shadertoy.com/view/4djSRW\n #define HASHSCALE1 443.8975\n float random(float seed){\n vec2 p = resultUV * seed;\n vec3 p3 = fract(vec3(p.xyx) * HASHSCALE1);\n p3 += dot(p3, p3.yzx + 19.19);\n return fract((p3.x + p3.y) * p3.z);\n }\n\n "+yi+"\n "+bi+"\n "+wi+"\n "}(l);return e.isPacked?(o=function(t,e){switch(t.length){case 0:return"\n int getOutputCoords() {\n return 0;\n }\n ";case 1:return function(t,e){var n=[Math.ceil(e[0]/2),Math.ceil(e[1]/2)];return 1===n[0]?"\n int getOutputCoords() {\n return 2 * int(resultUV.x * "+n[1]+".0);\n }\n ":1===n[1]?"\n int getOutputCoords() {\n return 2 * int(resultUV.y * "+n[0]+".0);\n }\n ":"\n int getOutputCoords() {\n ivec2 resTexRC = ivec2(resultUV.yx *\n vec2("+n[0]+", "+n[1]+"));\n return 2 * (resTexRC.x * "+n[1]+" + resTexRC.y);\n }\n "}(0,e);case 2:return function(t,e){var n=[Math.ceil(e[0]/2),Math.ceil(e[1]/2)];if(_(t,e))return"\n ivec2 getOutputCoords() {\n return 2 * ivec2(resultUV.yx * vec2("+n[0]+", "+n[1]+"));\n }\n ";var r=Math.ceil(t[1]/2);return"\n ivec2 getOutputCoords() {\n ivec2 resTexRC = ivec2(resultUV.yx *\n vec2("+n[0]+", "+n[1]+"));\n\n int index = resTexRC.x * "+n[1]+" + resTexRC.y;\n int r = 2 * (index / "+r+");\n int c = imod(index, "+r+") * 2;\n\n return ivec2(r, c);\n }\n "}(t,e);case 3:return n=t,r=e,i=[Math.ceil(r[0]/2),Math.ceil(r[1]/2)],a=(o=Math.ceil(n[2]/2))*Math.ceil(n[1]/2),"\n ivec3 getOutputCoords() {\n ivec2 resTexRC = ivec2(resultUV.yx *\n vec2("+i[0]+", "+i[1]+"));\n int index = resTexRC.x * "+i[1]+" + resTexRC.y;\n\n int b = index / "+a+";\n index -= b * "+a+";\n\n int r = 2 * (index / "+o+");\n int c = imod(index, "+o+") * 2;\n\n return ivec3(b, r, c);\n }\n ";default:return function(t,e){for(var n=[Math.ceil(e[0]/2),Math.ceil(e[1]/2)],r=Math.ceil(t[t.length-1]/2),i=r*Math.ceil(t[t.length-2]/2),o=i,a="",s="b, r, c",u=2;u2,(function(){return"Packed arg"+(n.charAt(0).toUpperCase()+n.slice(1))+" supports only inputs with rank above 2."}));var i=t[t.length-1],o=Math.ceil(i/e);this.outputShape=t.slice(0,-1),o>1&&this.outputShape.push(o),r||this.variableNames.push("bestIndicesA");var a,s,u=this.outputShape,c=u.length,l=Ni(c),f=hi("coords",c);if(1===o){var h=Ni(s=c+1);a="\n "+h+" sourceLocR = "+h+"("+f.join()+", 0);\n ++"+f[c-1]+";\n "+h+" sourceLocG = "+h+"("+f.join()+", 0);\n ++"+f[c-2]+";\n "+h+" sourceLocA = "+h+"("+f.join()+", 0);\n --"+f[c-1]+";\n "+h+" sourceLocB = "+h+"("+f.join()+", 0);\n --"+f[c-2]+";"}else s=c,a="\n "+l+" sourceLocR = coords;\n ++"+f[c-1]+";\n "+l+" sourceLocG = coords;\n ++"+f[c-2]+";\n "+l+" sourceLocA = coords;\n --"+f[c-1]+";\n "+l+" sourceLocB = coords;\n --"+f[c-2]+";";var p=["x","y","z","w","u","v"].slice(0,s),d="."+p[s-1],m=p.map((function(t){return"int "+t})),v=hi("sourceLocR",s-1).concat("inIdx.r"),y=hi("sourceLocG",s-1).concat("inIdx.g"),b=hi("sourceLocB",s-1).concat("inIdx.b"),w=hi("sourceLocA",s-1).concat("inIdx.a"),x="max"===n?"greaterThan":"lessThan",_=r?"":"\n inIdx = round(vec4(getBestIndicesAChannel("+v.join()+"),\n getBestIndicesAChannel("+y.join()+"),\n getBestIndicesAChannel("+b.join()+"),\n getBestIndicesAChannel("+w.join()+")));",C="vec4(\n getAChannel("+v.join()+"),\n hasNextCol ? getAChannel("+y.join()+") : 0.,\n hasNextRow ? getAChannel("+b.join()+") : 0.,\n hasNextRow && hasNextCol ? getAChannel("+w.join()+") : 0.)",N=r?"":"\n float getBestIndicesAChannel("+m.join()+") {\n return getChannel(getBestIndicesA("+p.join()+"),\n vec2("+p.slice(-2).join()+"));\n }";this.userCode="\n float getAChannel("+m.join()+") {\n return getChannel(getA("+p.join()+"),\n vec2("+p.slice(-2).join()+"));\n }\n "+N+"\n void main() {\n "+l+" coords = getOutputCoords();\n bool hasNextCol = "+f[c-1]+" < "+(u[c-1]-1)+";\n bool hasNextRow = "+f[c-2]+" < "+(u[c-2]-1)+";\n "+a+"\n ivec4 srcIdx = ivec4(sourceLocR"+d+", sourceLocG"+d+",\n sourceLocB"+d+", sourceLocA"+d+") * "+e+";\n ivec4 inIdx = srcIdx;\n vec4 bestIndex = vec4(inIdx);\n vec4 bestValue = "+C+";\n\n for (int i = 0; i < "+e+"; i++) {\n inIdx = srcIdx;\n "+_+"\n vec4 candidate = "+C+";\n bvec4 nan = isnan(candidate);\n bvec4 replace = bvec4(\n vec4("+x+"(candidate, bestValue)) * (vec4(1.0) - vec4(nan)));\n\n bestValue = vec4(replace.x ? candidate.x : bestValue.x,\n replace.y ? candidate.y : bestValue.y,\n replace.z ? candidate.z : bestValue.z,\n replace.w ? candidate.w : bestValue.w);\n bestIndex = mix(bestIndex, vec4(inIdx), vec4(replace));\n srcIdx++;\n }\n setOutput(bestIndex);\n }\n "},Ai=function(t){this.variableNames=["dy"],this.outputShape=t.inShape;var e=t.filterHeight,n=t.filterWidth,r=t.strideHeight,i=t.strideWidth,o=t.dilationHeight,a=t.dilationWidth,s=t.effectiveFilterHeight,u=t.effectiveFilterWidth,c=s-1-t.padInfo.top,l=u-1-t.padInfo.left,f=1/(e*n);this.userCode="\n const ivec2 pads = ivec2("+c+", "+l+");\n const float avgMultiplier = float("+f+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n\n ivec2 dyRCCorner = coords.yz - pads;\n int dyRCorner = dyRCCorner.x;\n int dyCCorner = dyRCCorner.y;\n\n // Convolve dy(?, ?, d) with pos mask(:, :, d) to get dx(xR, xC, d).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n for (int wR = 0; wR < "+s+";\n wR += "+o+") {\n float dyR = float(dyRCorner + wR) / "+r+".0;\n\n if (dyR < 0.0 || dyR >= "+t.outHeight+".0 || fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n for (int wC = 0; wC < "+u+";\n wC+= "+a+") {\n float dyC = float(dyCCorner + wC) / "+i+".0;\n\n if (dyC < 0.0 || dyC >= "+t.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n float dyValue = getDy(b, idyR, idyC, d);\n\n dotProd += dyValue * avgMultiplier;\n }\n }\n setOutput(dotProd);\n }\n "},ki=function(t){this.variableNames=["dy"],this.outputShape=t.inShape;var e=t.filterDepth,n=t.filterHeight,r=t.filterWidth,i=t.strideDepth,o=t.strideHeight,a=t.strideWidth,s=t.dilationDepth,u=t.dilationHeight,c=t.dilationWidth,l=t.effectiveFilterDepth,f=t.effectiveFilterHeight,h=t.effectiveFilterWidth,p=l-1-t.padInfo.front,d=f-1-t.padInfo.top,m=h-1-t.padInfo.left,v=1/(e*n*r);this.userCode="\n const ivec3 pads = ivec3("+p+", "+d+", "+m+");\n const float avgMultiplier = float("+v+");\n\n void main() {\n ivec5 coords = getOutputCoords();\n int batch = coords.x;\n int ch = coords.u;\n\n ivec3 dyCorner = ivec3(coords.y, coords.z, coords.w) - pads;\n int dyDCorner = dyCorner.x;\n int dyRCorner = dyCorner.y;\n int dyCCorner = dyCorner.z;\n\n // Convolve dy(?, ?, ?, d) with pos mask(:, :, :, ch) to get\n // dx(xD, xR, xC, ch).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n\n for (int wD = 0; wD < "+l+";\n wD += "+s+") {\n float dyD = float(dyDCorner + wD) / "+i+".0;\n\n if (dyD < 0.0 || dyD >= "+t.outDepth+".0 || fract(dyD) > 0.0) {\n continue;\n }\n int idyD = int(dyD);\n\n for (int wR = 0; wR < "+f+";\n wR += "+u+") {\n float dyR = float(dyRCorner + wR) / "+o+".0;\n\n if (dyR < 0.0 || dyR >= "+t.outHeight+".0 ||\n fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n for (int wC = 0; wC < "+h+";\n wC += "+c+") {\n float dyC = float(dyCCorner + wC) / "+a+".0;\n\n if (dyC < 0.0 || dyC >= "+t.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n float dyValue = getDy(batch, idyD, idyR, idyC, ch);\n\n dotProd += dyValue * avgMultiplier;\n }\n }\n }\n setOutput(dotProd);\n }\n "},Ii=function(t,e,n,r,i,o){this.outputShape=[],this.variableNames=["x","mean","variance"],Fr(t,e),Fr(t,n);var a="0.0";null!=r&&(Fr(t,r),this.variableNames.push("offset"),a="getOffsetAtOutCoords()");var s="1.0";null!=i&&(Fr(t,i),this.variableNames.push("scale"),s="getScaleAtOutCoords()"),this.outputShape=t,this.userCode="\n void main() {\n float x = getXAtOutCoords();\n float mean = getMeanAtOutCoords();\n float variance = getVarianceAtOutCoords();\n float offset = "+a+";\n float scale = "+s+";\n float inv = scale * inversesqrt(variance + float("+o+"));\n setOutput(dot(vec3(x, -mean, offset), vec3(inv, inv, 1)));\n }\n "},Ti=function(t,e,n,r,i,o){this.usesPackedTextures=!0,this.variableNames=["x","mean","variance"],Fr(t,e),Fr(t,n);var a="vec4(0.0)";null!=r&&(Fr(t,r),this.variableNames.push("offset"),a="getOffsetAtOutCoords()");var s="vec4(1.0)";null!=i&&(Fr(t,i),this.variableNames.push("scale"),s="getScaleAtOutCoords()"),this.outputShape=t,this.userCode="\n void main() {\n vec4 offset = "+a+";\n vec4 scale = "+s+";\n\n vec4 x = getXAtOutCoords();\n vec4 mean = getMeanAtOutCoords();\n vec4 variance = getVarianceAtOutCoords();\n\n vec4 inv = scale * inversesqrt(variance + vec4("+o+"));\n\n setOutput((x - mean) * inv + offset);\n }\n "},Ri=function(t,e,n){this.variableNames=["AReal","AImag","BReal","BImag"],this.outputShape=Fr(e,n),this.userCode="\n float binaryOpComplex(\n float areal, float aimag, float breal, float bimag) {\n "+t+"\n }\n\n void main() {\n float areal = getARealAtOutCoords();\n float aimag = getAImagAtOutCoords();\n float breal = getBRealAtOutCoords();\n float bimag = getBImagAtOutCoords();\n setOutput(binaryOpComplex(areal, aimag, breal, bimag));\n }\n "},Di="return a + b;",Mi="return a - b;",ji="return a * b;",Fi="return (a < 0.) ? b * a : a;",zi=function(t,e,n){this.variableNames=["A","B"],this.outputShape=Fr(e,n),this.userCode="\n float binaryOperation(float a, float b) {\n "+t+"\n }\n\n void main() {\n float a = getAAtOutCoords();\n float b = getBAtOutCoords();\n setOutput(binaryOperation(a, b));\n }\n "},Li="\n vec4 aLessThanZero = vec4(lessThan(a, vec4(0.)));\n return (aLessThanZero * (b * a)) + ((vec4(1.0) - aLessThanZero) * a);\n",Pi=function(t,e,n,r){void 0===r&&(r=!1),this.variableNames=["A","B"],this.supportsBroadcasting=!0,this.usesPackedTextures=!0,this.outputShape=Fr(e,n);var i=this.outputShape.length,o="";if(r)if(0===i||1===x(this.outputShape))o="\n result.y = 0.;\n result.z = 0.;\n result.w = 0.;\n ";else if(o="\n "+Ni(i)+" coords = getOutputCoords();\n ",1===i)o+="\n result.y = (coords + 1) >= "+this.outputShape[0]+" ? 0. : result.y;\n result.z = 0.;\n result.w = 0.;\n ";else{var a=hi("coords",i);o+="\n bool nextRowOutOfBounds =\n ("+a[i-2]+" + 1) >= "+this.outputShape[i-2]+";\n bool nextColOutOfBounds =\n ("+a[i-1]+" + 1) >= "+this.outputShape[i-1]+";\n result.y = nextColOutOfBounds ? 0. : result.y;\n result.z = nextRowOutOfBounds ? 0. : result.z;\n result.w = nextColOutOfBounds || nextRowOutOfBounds ? 0. : result.w;\n "}this.userCode="\n vec4 binaryOperation(vec4 a, vec4 b) {\n "+t+"\n }\n\n void main() {\n vec4 a = getAAtOutCoords();\n vec4 b = getBAtOutCoords();\n\n vec4 result = binaryOperation(a, b);\n "+o+"\n\n setOutput(result);\n }\n "},Bi=function(){function t(t){this.variableNames=["A"],this.outputShape=t,this.userCode="\n uniform float minVal;\n uniform float maxVal;\n\n void main() {\n float value = getAAtOutCoords();\n if (isnan(value)) {\n setOutput(value);\n return;\n }\n\n setOutput(clamp(value, minVal, maxVal));\n }\n "}return t.prototype.getCustomSetupFunc=function(t,e){var n=this;return function(r,i){null==n.minLoc&&(n.minLoc=r.getUniformLocationNoThrow(i,"minVal"),n.maxLoc=r.getUniformLocationNoThrow(i,"maxVal")),r.gl.uniform1f(n.minLoc,t),r.gl.uniform1f(n.maxLoc,e)}},t}(),Ui=function(){function t(t){this.variableNames=["A"],this.usesPackedTextures=!0,this.outputShape=t,this.userCode="\n uniform float minVal;\n uniform float maxVal;\n\n void main() {\n vec4 value = getAAtOutCoords();\n\n if (any(isnan(value))) {\n setOutput(value);\n return;\n }\n\n setOutput(clamp(value, vec4(minVal), vec4(maxVal)));\n }\n "}return t.prototype.getCustomSetupFunc=function(t,e){var n=this;return function(r,i){null==n.minLoc&&(n.minLoc=r.getUniformLocationNoThrow(i,"minVal"),n.maxLoc=r.getUniformLocationNoThrow(i,"maxVal")),r.gl.uniform1f(n.minLoc,t),r.gl.uniform1f(n.maxLoc,e)}},t}(),Vi=function(t){this.variableNames=["real","imag"],this.outputShape=t,this.userCode="\n void main() {\n float re = abs(getRealAtOutCoords());\n float im = abs(getImagAtOutCoords());\n float mx = max(re, im);\n\n // sadly the length function in glsl is not underflow-safe\n // (at least not on Intel GPUs). So the safe solution is\n // to ensure underflow-safety in all cases.\n setOutput(\n mx == 0.0 ? 0.0 : mx * length(vec2(1, min(re, im)/mx))\n );\n }\n "},Wi=function(t){this.outputShape=[],this.outputShape=on(t,1),this.variableNames=t.map((function(t,e){return"T"+e}));var e=new Array(t.length-1);e[0]=t[0][1];for(var n=1;n= "+s[u-1]+") {\n return getChannel(\n getT"+u+"("+Hi(a,c,p)+"),\n vec2("+Hi(l,c,p)+"));\n }"}var d=s.length,m=s[s.length-1];h+="\n return getChannel(\n getT"+d+"("+Hi(a,c,m)+"),\n vec2("+Hi(l,c,m)+"));",this.userCode="\n float getValue("+a.map((function(t){return"int "+t}))+") {\n "+h+"\n }\n\n void main() {\n "+i+" coords = getOutputCoords();\n vec4 result = vec4(getValue("+o+"), 0., 0., 0.);\n\n "+o[r-1]+" = "+o[r-1]+" + 1;\n if ("+o[r-1]+" < "+n[r-1]+") {\n result.g = getValue("+o+");\n }\n\n "+o[r-2]+" = "+o[r-2]+" + 1;\n if ("+o[r-2]+" < "+n[r-2]+") {\n result.a = getValue("+o+");\n }\n\n "+o[r-1]+" = "+o[r-1]+" - 1;\n if ("+o[r-2]+" < "+n[r-2]+" &&\n "+o[r-1]+" < "+n[r-1]+") {\n result.b = getValue("+o+");\n }\n setOutput(result);\n }\n "};function Hi(t,e,n){var r=t.indexOf(e);return t.map((function(t,e){return e===r?t+" - "+n:t})).join()}var Gi=function(t){this.variableNames=["x","dy"],this.outputShape=t.filterShape;var e=t.strideHeight,n=t.strideWidth,r=t.padInfo.top,i=t.padInfo.left,o="channelsLast"===t.dataFormat;this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int wR = coords.x;\n int wC = coords.y;\n int d1 = coords.z;\n int d2 = coords.w;\n\n // Convolve x(?, ?, d1) with dy(:, :, d2) to get dw(wR, wC, d1, d2).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n\n for (int b = 0; b < "+t.batchSize+"; b++) {\n for (int yR = 0; yR < "+t.outHeight+"; yR++) {\n int xR = wR + yR * "+e+" - "+r+";\n\n if (xR < 0 || xR >= "+t.inHeight+") {\n continue;\n }\n\n for (int yC = 0; yC < "+t.outWidth+"; yC++) {\n int xC = wC + yC * "+n+" - "+i+";\n\n if (xC < 0 || xC >= "+t.inWidth+") {\n continue;\n }\n\n if ("+o+") {\n float dyValue = getDy(b, yR, yC, d2);\n float xValue = getX(b, xR, xC, d1);\n dotProd += (xValue * dyValue);\n } else {\n float dyValue = getDy(b, d2, yR, yC);\n float xValue = getX(b, d1, xR, xC);\n dotProd += (xValue * dyValue);\n }\n\n }\n }\n }\n setOutput(dotProd);\n }\n "},$i=function(t){this.variableNames=["dy","W"],this.outputShape=t.inShape;var e=t.filterHeight,n=t.filterWidth,r=t.strideHeight,i=t.strideWidth,o="channelsLast"===t.dataFormat,a=e-1-t.padInfo.top,s=n-1-t.padInfo.left,u=o?1:2,c=o?2:3,l=o?3:1;this.userCode="\n const ivec2 pads = ivec2("+a+", "+s+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int batch = coords[0];\n int d1 = coords["+l+"];\n\n ivec2 dyCorner = ivec2(coords["+u+"], coords["+c+"]) - pads;\n int dyRCorner = dyCorner.x;\n int dyCCorner = dyCorner.y;\n\n // Convolve dy(?, ?, d2) with w(:, :, d1, d2) to compute dx(xR, xC, d1).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n for (int wR = 0; wR < "+e+"; wR++) {\n float dyR = float(dyRCorner + wR) / "+r+".0;\n\n if (dyR < 0.0 || dyR >= "+t.outHeight+".0 || fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n int wRPerm = "+e+" - 1 - wR;\n\n for (int wC = 0; wC < "+n+"; wC++) {\n float dyC = float(dyCCorner + wC) / "+i+".0;\n\n if (dyC < 0.0 || dyC >= "+t.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n int wCPerm = "+n+" - 1 - wC;\n\n for (int d2 = 0; d2 < "+t.outChannels+"; d2++) {\n\n if ("+o+") {\n float xValue = getDy(batch, idyR, idyC, d2);\n float wValue = getW(wRPerm, wCPerm, d1, d2);\n dotProd += xValue * wValue;\n } else {\n float xValue = getDy(batch, d2, idyR, idyC);\n float wValue = getW(wRPerm, wCPerm, d1, d2);\n dotProd += xValue * wValue;\n }\n\n }\n }\n }\n setOutput(dotProd);\n }\n "},Ki=function(t){this.variableNames=["x","dy"],this.outputShape=t.filterShape;var e=t.strideDepth,n=t.strideHeight,r=t.strideWidth,i=t.padInfo.front,o=t.padInfo.top,a=t.padInfo.left;this.userCode="\n void main() {\n ivec5 coords = getOutputCoords();\n int wF = coords.x;\n int wR = coords.y;\n int wC = coords.z;\n int d1 = coords.w;\n int d2 = coords.u;\n\n float dotProd = 0.0;\n\n for (int b = 0; b < "+t.batchSize+"; b++) {\n for (int yF = 0; yF < "+t.outDepth+"; yF++) {\n int xF = wF + yF * "+e+" - "+i+";\n\n if (xF < 0 || xF >= "+t.inDepth+") {\n continue;\n }\n\n for (int yR = 0; yR < "+t.outHeight+"; yR++) {\n int xR = wR + yR * "+n+" - "+o+";\n\n if (xR < 0 || xR >= "+t.inHeight+") {\n continue;\n }\n\n for (int yC = 0; yC < "+t.outWidth+"; yC++) {\n int xC = wC + yC * "+r+" - "+a+";\n\n if (xC < 0 || xC >= "+t.inWidth+") {\n continue;\n }\n\n float dyValue = getDy(b, yF, yR, yC, d2);\n float xValue = getX(b, xF, xR, xC, d1);\n dotProd += (xValue * dyValue);\n }\n }\n }\n }\n setOutput(dotProd);\n }\n "},Xi=function(t){this.variableNames=["dy","W"],this.outputShape=t.inShape;var e=t.filterDepth,n=t.filterHeight,r=t.filterWidth,i=t.strideDepth,o=t.strideHeight,a=t.strideWidth,s=e-1-t.padInfo.front,u=n-1-t.padInfo.top,c=r-1-t.padInfo.left;this.userCode="\n const ivec3 pads = ivec3("+s+", "+u+", "+c+");\n\n void main() {\n ivec5 coords = getOutputCoords();\n int batch = coords.x;\n int d1 = coords.u;\n\n\n ivec3 dyCorner = ivec3(coords.y, coords.z, coords.w) - pads;\n int dyFCorner = dyCorner.x;\n int dyRCorner = dyCorner.y;\n int dyCCorner = dyCorner.z;\n\n float dotProd = 0.0;\n for (int wF = 0; wF < "+e+"; wF++) {\n float dyF = float(dyFCorner + wF) / "+i+".0;\n\n if (dyF < 0.0 || dyF >= "+t.outDepth+".0 || fract(dyF) > 0.0) {\n continue;\n }\n int idyF = int(dyF);\n\n int wFPerm = "+e+" - 1 - wF;\n\n for (int wR = 0; wR < "+n+"; wR++) {\n float dyR = float(dyRCorner + wR) / "+o+".0;\n\n if (dyR < 0.0 || dyR >= "+t.outHeight+".0 ||\n fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n int wRPerm = "+n+" - 1 - wR;\n\n for (int wC = 0; wC < "+r+"; wC++) {\n float dyC = float(dyCCorner + wC) / "+a+".0;\n\n if (dyC < 0.0 || dyC >= "+t.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n int wCPerm = "+r+" - 1 - wC;\n\n for (int d2 = 0; d2 < "+t.outChannels+"; d2++) {\n float xValue = getDy(batch, idyF, idyR, idyC, d2);\n float wValue = getW(wFPerm, wRPerm, wCPerm, d1, d2);\n dotProd += xValue * wValue;\n }\n }\n }\n }\n setOutput(dotProd);\n }\n "},Yi=function(t){this.variableNames=["x","dy"],this.outputShape=t.filterShape;var e=t.strideHeight,n=t.strideWidth,r=t.padInfo.top,i=t.padInfo.left,o=t.outChannels/t.inChannels;this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int wR = coords.x;\n int wC = coords.y;\n int d1 = coords.z;\n int dm = coords.w;\n int d2 = d1 * "+o+" + dm;\n\n float dotProd = 0.0;\n\n // TO DO: Vec4 over the batch size\n for (int b = 0; b < "+t.batchSize+"; b++) {\n for (int yR = 0; yR < "+t.outHeight+"; yR++) {\n int xR = wR + yR * "+e+" - "+r+";\n\n if (xR < 0 || xR >= "+t.inHeight+") {\n continue;\n }\n\n for (int yC = 0; yC < "+t.outWidth+"; yC++) {\n int xC = wC + yC * "+n+" - "+i+";\n\n if (xC < 0 || xC >= "+t.inWidth+") {\n continue;\n }\n\n float dyValue = getDy(b, yR, yC, d2);\n float xValue = getX(b, xR, xC, d1);\n dotProd += (xValue * dyValue);\n }\n }\n }\n setOutput(dotProd);\n }\n "},Zi=function(t){this.variableNames=["dy","W"],this.outputShape=t.inShape;var e=t.filterHeight,n=t.filterWidth,r=t.strideHeight,i=t.strideWidth,o=e-1-t.padInfo.top,a=n-1-t.padInfo.left,s=t.outChannels/t.inChannels;this.userCode="\n const ivec2 pads = ivec2("+o+", "+a+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int batch = coords[0];\n int d1 = coords[3];\n ivec2 dyCorner = coords.yz - pads;\n int dyRCorner = dyCorner.x;\n int dyCCorner = dyCorner.y;\n\n float dotProd = 0.0;\n\n for (int wR = 0; wR < "+e+"; wR++) {\n float dyR = float(dyRCorner + wR) / "+r+".0;\n\n if (dyR < 0.0 || dyR >= "+t.outHeight+".0 || fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n int wRPerm = "+e+" - 1 - wR;\n\n for (int wC = 0; wC < "+n+"; wC++) {\n float dyC = float(dyCCorner + wC) / "+i+".0;\n\n if (dyC < 0.0 || dyC >= "+t.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n int wCPerm = "+n+" - 1 - wC;\n\n // TO DO: Vec4 over the channelMul\n for (int dm = 0; dm < "+s+"; dm++) {\n int d2 = d1 * "+s+" + dm;\n float xValue = getDy(batch, idyR, idyC, d2);\n float wValue = getW(wRPerm, wCPerm, d1, dm);\n dotProd += xValue * wValue;\n }\n }\n }\n setOutput(dotProd);\n }\n "},Ji=function(t,e,n,r){void 0===e&&(e=!1),void 0===n&&(n=null),void 0===r&&(r=!1),this.variableNames=["x","W"],this.outputShape=t.outShape;var i=t.padInfo.top,o=t.padInfo.left,a=t.strideHeight,s=t.strideWidth,u=t.dilationHeight,c=t.dilationWidth,l=t.filterHeight,f=t.filterWidth,h=4*Math.floor(t.inChannels/4),p=t.inChannels%4,d="channelsLast"===t.dataFormat,m=d?1:2,v=d?2:3,g=d?3:1,y="",b="";n&&(y=r?"float activation(float a) {\n float b = getPreluActivationWeightsAtOutCoords();\n "+n+"\n }":"\n float activation(float x) {\n "+n+"\n }\n ",b="result = activation(result);");var w=e?"result += getBiasAtOutCoords();":"";e&&this.variableNames.push("bias"),r&&this.variableNames.push("preluActivationWeights"),this.userCode="\n "+y+"\n\n const ivec2 strides = ivec2("+a+", "+s+");\n const ivec2 pads = ivec2("+i+", "+o+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int batch = coords[0];\n int d2 = coords["+g+"];\n\n ivec2 xRCCorner =\n ivec2(coords["+m+"], coords["+v+"]) * strides - pads;\n int xRCorner = xRCCorner.x;\n int xCCorner = xRCCorner.y;\n\n // Convolve x(?, ?, d1) with w(:, :, d1, d2) to get y(yR, yC, d2).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n for (int wR = 0; wR < "+l+"; wR++) {\n int xR = xRCorner + wR * "+u+";\n\n if (xR < 0 || xR >= "+t.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+f+"; wC++) {\n int xC = xCCorner + wC * "+c+";\n\n if (xC < 0 || xC >= "+t.inWidth+") {\n continue;\n }\n\n for (int d1 = 0; d1 < "+h+"; d1 += 4) {\n vec4 wValues = vec4(\n getW(wR, wC, d1, d2),\n getW(wR, wC, d1 + 1, d2),\n getW(wR, wC, d1 + 2, d2),\n getW(wR, wC, d1 + 3, d2)\n );\n\n if ("+d+") {\n vec4 xValues = vec4(\n getX(batch, xR, xC, d1),\n getX(batch, xR, xC, d1 + 1),\n getX(batch, xR, xC, d1 + 2),\n getX(batch, xR, xC, d1 + 3)\n );\n dotProd += dot(xValues, wValues);\n } else {\n vec4 xValues = vec4(\n getX(batch, d1, xR, xC),\n getX(batch, d1 + 1, xR, xC),\n getX(batch, d1 + 2, xR, xC),\n getX(batch, d1 + 3, xR, xC)\n );\n dotProd += dot(xValues, wValues);\n }\n }\n\n if ("+(1===p)+") {\n\n if ("+d+") {\n dotProd +=\n getX(batch, xR, xC, "+h+") *\n getW(wR, wC, "+h+", d2);\n } else {\n dotProd +=\n getX(batch, "+h+", xR, xC) *\n getW(wR, wC, "+h+", d2);\n }\n\n } else if ("+(2===p)+") {\n vec2 wValues = vec2(\n getW(wR, wC, "+h+", d2),\n getW(wR, wC, "+h+" + 1, d2)\n );\n\n if ("+d+") {\n vec2 xValues = vec2(\n getX(batch, xR, xC, "+h+"),\n getX(batch, xR, xC, "+h+" + 1)\n );\n dotProd += dot(xValues, wValues);\n } else {\n vec2 xValues = vec2(\n getX(batch, "+h+", xR, xC),\n getX(batch, "+h+" + 1, xR, xC)\n );\n dotProd += dot(xValues, wValues);\n }\n\n } else if ("+(3===p)+") {\n vec3 wValues = vec3(\n getW(wR, wC, "+h+", d2),\n getW(wR, wC, "+h+" + 1, d2),\n getW(wR, wC, "+h+" + 2, d2)\n );\n\n if ("+d+") {\n vec3 xValues = vec3(\n getX(batch, xR, xC, "+h+"),\n getX(batch, xR, xC, "+h+" + 1),\n getX(batch, xR, xC, "+h+" + 2)\n );\n dotProd += dot(xValues, wValues);\n } else {\n vec3 xValues = vec3(\n getX(batch, "+h+", xR, xC),\n getX(batch, "+h+" + 1, xR, xC),\n getX(batch, "+h+" + 2, xR, xC)\n );\n dotProd += dot(xValues, wValues);\n }\n\n }\n }\n }\n\n float result = dotProd;\n "+w+"\n "+b+"\n setOutput(result);\n }\n "},Qi=function(t){this.variableNames=["x","W"],this.outputShape=t.outShape;var e=t.padInfo.front,n=t.padInfo.top,r=t.padInfo.left,i=t.strideDepth,o=t.strideHeight,a=t.strideWidth,s=t.dilationDepth,u=t.dilationHeight,c=t.dilationWidth,l=t.filterDepth,f=t.filterHeight,h=t.filterWidth,p=4*Math.floor(t.inChannels/4),d=t.inChannels%4;this.userCode="\n const ivec3 strides = ivec3("+i+", "+o+", "+a+");\n const ivec3 pads = ivec3("+e+", "+n+", "+r+");\n\n void main() {\n ivec5 coords = getOutputCoords();\n int batch = coords.x;\n int d2 = coords.u;\n\n ivec3 xFRCCorner = ivec3(coords.y, coords.z, coords.w) * strides - pads;\n int xFCorner = xFRCCorner.x;\n int xRCorner = xFRCCorner.y;\n int xCCorner = xFRCCorner.z;\n\n // Convolve x(?, ?, ?, d1) with w(:, :, :, d1, d2) to get\n // y(yF, yR, yC, d2). ? = to be determined. : = across all\n // values in that axis.\n float dotProd = 0.0;\n for (int wF = 0; wF < "+l+"; wF++) {\n int xF = xFCorner + wF * "+s+";\n\n if (xF < 0 || xF >= "+t.inDepth+") {\n continue;\n }\n\n for (int wR = 0; wR < "+f+"; wR++) {\n int xR = xRCorner + wR * "+u+";\n\n if (xR < 0 || xR >= "+t.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+h+"; wC++) {\n int xC = xCCorner + wC * "+c+";\n\n if (xC < 0 || xC >= "+t.inWidth+") {\n continue;\n }\n\n for (int d1 = 0; d1 < "+p+"; d1 += 4) {\n vec4 xValues = vec4(\n getX(batch, xF, xR, xC, d1),\n getX(batch, xF, xR, xC, d1 + 1),\n getX(batch, xF, xR, xC, d1 + 2),\n getX(batch, xF, xR, xC, d1 + 3)\n );\n vec4 wValues = vec4(\n getW(wF, wR, wC, d1, d2),\n getW(wF, wR, wC, d1 + 1, d2),\n getW(wF, wR, wC, d1 + 2, d2),\n getW(wF, wR, wC, d1 + 3, d2)\n );\n\n dotProd += dot(xValues, wValues);\n }\n\n if ("+(1===d)+") {\n dotProd +=\n getX(batch, xF, xR, xC, "+p+") *\n getW(wF, wR, wC, "+p+", d2);\n } else if ("+(2===d)+") {\n vec2 xValues = vec2(\n getX(batch, xF, xR, xC, "+p+"),\n getX(batch, xF, xR, xC, "+p+" + 1)\n );\n vec2 wValues = vec2(\n getW(wF, wR, wC, "+p+", d2),\n getW(wF, wR, wC, "+p+" + 1, d2)\n );\n dotProd += dot(xValues, wValues);\n } else if ("+(3===d)+") {\n vec3 xValues = vec3(\n getX(batch, xF, xR, xC, "+p+"),\n getX(batch, xF, xR, xC, "+p+" + 1),\n getX(batch, xF, xR, xC, "+p+" + 2)\n );\n vec3 wValues = vec3(\n getW(wF, wR, wC, "+p+", d2),\n getW(wF, wR, wC, "+p+" + 1, d2),\n getW(wF, wR, wC, "+p+" + 2, d2)\n );\n dotProd += dot(xValues, wValues);\n }\n }\n }\n }\n setOutput(dotProd);\n }\n "},to=function(t,e,n,r){void 0===e&&(e=!1),void 0===n&&(n=null),void 0===r&&(r=!1),this.variableNames=["x","W"],this.outputShape=t.outShape;var i=t.inHeight,o=t.inWidth,a=t.padInfo.top,s=t.padInfo.left,u=t.strideHeight,c=t.strideWidth,l=t.dilationHeight,f=t.dilationWidth,h=t.filterHeight,p=t.filterWidth,d=t.outChannels/t.inChannels,m="",v="";n&&(m=r?"float activation(float a) {\n float b = getPreluActivationWeightsAtOutCoords();\n "+n+"\n }":"\n float activation(float x) {\n "+n+"\n }\n ",v="result = activation(result);");var g=e?"result += getBiasAtOutCoords();":"";e&&this.variableNames.push("bias"),r&&this.variableNames.push("preluActivationWeights"),this.userCode="\n "+m+"\n\n const ivec2 strides = ivec2("+u+", "+c+");\n const ivec2 pads = ivec2("+a+", "+s+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int batch = coords.x;\n ivec2 xRCCorner = coords.yz * strides - pads;\n int d2 = coords.w;\n int d1 = d2 / "+d+";\n int q = d2 - d1 * "+d+";\n\n int xRCorner = xRCCorner.x;\n int xCCorner = xRCCorner.y;\n\n // Convolve x(?, ?, d1) with w(:, :, d1, q) to get y(yR, yC, d2).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n // TO DO(dsmilkov): Flatten the two for loops and vec4 the operations.\n for (int wR = 0; wR < "+h+"; wR++) {\n int xR = xRCorner + wR * "+l+";\n\n if (xR < 0 || xR >= "+i+") {\n continue;\n }\n\n for (int wC = 0; wC < "+p+"; wC++) {\n int xC = xCCorner + wC * "+f+";\n\n if (xC < 0 || xC >= "+o+") {\n continue;\n }\n\n float xVal = getX(batch, xR, xC, d1);\n float wVal = getW(wR, wC, d1, q);\n dotProd += xVal * wVal;\n }\n }\n\n float result = dotProd;\n "+g+"\n "+v+"\n setOutput(result);\n }\n "},eo=function(t,e,n,r){void 0===e&&(e=!1),void 0===n&&(n=null),void 0===r&&(r=!1),this.variableNames=["x","W"],this.usesPackedTextures=!0,this.outputShape=t.outShape;for(var i=t.inHeight,o=t.inWidth,a=t.padInfo.top,s=t.padInfo.left,u=t.strideHeight,c=t.strideWidth,l=t.dilationHeight,f=t.dilationWidth,h=t.filterHeight,p=t.filterWidth,d=p,v="int xR; int xC; int xCOffset;",g=0;g= 0 && xR < "+i+" && xCOffset >= 0 && xCOffset < "+o+") {\n xTexelR"+g+"C"+y+" = getX(batch, xR, xCOffset, d1);\n } else {\n xTexelR"+g+"C"+y+" = vec4(0.);\n }\n\n xCOffset = xC + 1 - 2;\n if(xR >= 0 && xR < "+i+" && xCOffset >= 0 && xCOffset < "+o+") {\n vec4 previous = getX(batch, xR, xCOffset, d1);\n xR"+g+"C"+y+" = vec4(previous.zw, xTexelR"+g+"C"+y+".xy);\n } else {\n xR"+g+"C"+y+" = vec4(0, 0, xTexelR"+g+"C"+y+".xy);\n }\n ":"\n if(xR >= 0 && xR < "+i+" && xC >= 0 && xC < "+o+") {\n xTexelR"+g+"C"+y+" = getX(batch, xR, xC, d1);\n } else {\n xTexelR"+g+"C"+y+" = vec4(0.);\n }\n\n xR"+g+"C"+y+" = xTexelR"+g+"C"+y+";\n ",y+1= 0 && xR < "+i+" &&\n xCOffset >= 0 && xCOffset < "+o+") {\n xTexelR"+g+"C"+(y+2)+" = getX(batch, xR, xCOffset, d1);\n }\n ",f>1&&(v+="\n xCOffset -= 2;\n if(xR >= 0 && xR < "+i+" &&\n xCOffset >= 0 && xCOffset < "+o+") {\n xTexelR"+g+"C"+y+" = getX(batch, xR, xCOffset, d1);\n } else {\n xTexelR"+g+"C"+y+" = vec4(0.);\n }\n "),v+="\n xR"+g+"C"+(y+1)+" = vec4(\n xTexelR"+g+"C"+y+".zw, xTexelR"+g+"C"+(y+2)+".xy);\n "):v+="\n xCOffset = xC + "+w+";\n\n if(xR >= 0 && xR < "+i+" &&\n xCOffset >= 0 && xCOffset < "+o+") {\n xTexelR"+g+"C"+(y+2)+" = getX(batch, xR, xCOffset, d1);\n }\n\n xR"+g+"C"+(y+1)+" = xTexelR"+g+"C"+(y+2)+";\n "}}else y= 0 && xR < "+i+") {\n ",s%2==1?(v+="\n xCOffset = xC + 1 - "+c+";\n if(xCOffset >= 0 && xCOffset < "+o+") {\n xTexelR"+g+"C"+y+" = getX(batch, xR, xCOffset, d1);\n } else {\n xTexelR"+g+"C"+y+" = vec4(0.);\n }\n\n if(xC + 1 >= 0 && xC + 1 < "+o+") {\n xTexelR"+g+"C"+(y+2)+" = getX(batch, xR, xC + 1, d1);\n } else {\n xTexelR"+g+"C"+(y+2)+" = vec4(0.);\n }\n\n xR"+g+"C"+y+" = vec4(\n xTexelR"+g+"C"+y+".zw, xTexelR"+g+"C"+(y+2)+".zw);\n ",y+1= 0 && xCOffset < "+o+") {\n final = getX(batch, xR, xCOffset, d1);\n }\n xR"+g+"C"+(y+1)+" = vec4(xTexelR"+g+"C"+(y+2)+".xy, final.xy);\n ")):(v+="\n if(xC >= 0 && xC < "+o+") {\n xTexelR"+g+"C"+y+" = getX(batch, xR, xC, d1);\n } else {\n xTexelR"+g+"C"+y+" = vec4(0.);\n }\n\n xCOffset = xC + "+c+";\n if(xCOffset >= 0 && xCOffset < "+o+") {\n xTexelR"+g+"C"+(y+2)+" = getX(batch, xR, xCOffset, d1);\n } else {\n xTexelR"+g+"C"+(y+2)+" = vec4(0.);\n }\n\n xR"+g+"C"+y+" = vec4(\n xTexelR"+g+"C"+y+".xy, xTexelR"+g+"C"+(y+2)+".xy);\n ",y+11?[""+(a-1)/(l-1),"(y2-y1) * height_ratio","y1*"+d+" + float(y)*(height_scale)"]:["0.0","0.0","0.5 * (y1+y2) * "+d],g=v[0],y=v[1],b=v[2],w=f>1?[""+(s-1)/(f-1),"(x2-x1) * width_ratio","x1*"+m+" + float(x)*(width_scale)"]:["0.0","0.0","0.5 * (x1+x2) * "+m],x=w[0],_=w[1],C=w[2];this.userCode="\n const float height_ratio = float("+g+");\n const float width_ratio = float("+x+");\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int y = coords[1];\n int x = coords[2];\n int d = coords[3];\n\n // get box vals\n float y1 = getBoxes(b,0);\n float x1 = getBoxes(b,1);\n float y2 = getBoxes(b,2);\n float x2 = getBoxes(b,3);\n\n // get image in batch index\n int bInd = round(getBoxInd(b));\n if(bInd < 0 || bInd >= "+o+") {\n return;\n }\n\n float height_scale = "+y+";\n float width_scale = "+_+";\n\n float in_y = "+b+";\n if( in_y < 0.0 || in_y > "+d+" ) {\n setOutput(float("+i+"));\n return;\n }\n float in_x = "+C+";\n if( in_x < 0.0 || in_x > "+m+" ) {\n setOutput(float("+i+"));\n return;\n }\n\n vec2 sourceFracIndexCR = vec2(in_x,in_y);\n if("+h+" == 1) {\n // Compute the four integer indices.\n ivec2 sourceFloorCR = ivec2(sourceFracIndexCR);\n ivec2 sourceCeilCR = ivec2(ceil(sourceFracIndexCR));\n\n float topLeft = getImage(b, sourceFloorCR.y, sourceFloorCR.x, d);\n float bottomLeft = getImage(b, sourceCeilCR.y, sourceFloorCR.x, d);\n float topRight = getImage(b, sourceFloorCR.y, sourceCeilCR.x, d);\n float bottomRight = getImage(b, sourceCeilCR.y, sourceCeilCR.x, d);\n\n vec2 fracCR = sourceFracIndexCR - vec2(sourceFloorCR);\n\n float top = topLeft + (topRight - topLeft) * fracCR.x;\n float bottom = bottomLeft + (bottomRight - bottomLeft) * fracCR.x;\n float newValue = top + (bottom - top) * fracCR.y;\n setOutput(newValue);\n } else {\n // Compute the coordinators of nearest neighbor point.\n ivec2 sourceNearestCR = ivec2(floor(\n sourceFracIndexCR + vec2(0.5,0.5)));\n float newValue = getImage(b, sourceNearestCR.y, sourceNearestCR.x, d);\n setOutput(newValue);\n }\n }\n "},ro=function(t,e,n){this.variableNames=["x"],this.outputShape=t;var r=t.length,i=t[t.length-1],o=n?"<":">";this.userCode="\n int getIndex(int i) {\n "+(n?"return "+i+" -i - 1;":"return i;")+"\n }\n\n void main() {\n "+Ni(r)+" coords = getOutputCoords();\n int end = "+io(r,"coords")+";\n float val = 0.0;\n for (int i = "+i+" - 1; i >= 0; i -= 1) {\n int idx = getIndex(i);\n if (idx "+o+" end) {\n continue;\n }\n if (idx == end && "+e+") {\n continue;\n }\n "+io(r,"coords")+" = idx;\n val += getX("+function(t,e){if(1===t)return""+e;if(2===t)return e+".x, "+e+".y";if(3===t)return e+".x, "+e+".y, "+e+".z";if(4===t)return e+".x, "+e+".y, "+e+".z, "+e+".w";throw Error("Cumulative sum for rank "+t+" is not yet supported")}(r,"coords")+");\n }\n setOutput(val);\n }\n "};function io(t,e){if(1===t)return""+e;if(2===t)return e+".y";if(3===t)return e+".z";if(4===t)return e+".w";throw Error("Cumulative sum for rank "+t+" is not yet supported")}var oo=function(t,e){this.variableNames=["A"];var n=pi();this.outputShape=t,this.userCode="\n ivec3 outCoordsFromFlatIndex(int index) {\n "+di(["r","c","d"],t)+"\n return ivec3(r, c, d);\n }\n\n void main() {\n ivec2 resTexRC = ivec2(resultUV.yx *\n vec2("+e[0]+", "+e[1]+"));\n int index = 4 * (resTexRC.x * "+e[1]+" + resTexRC.y);\n\n vec4 result = vec4(0.);\n\n for (int i=0; i<4; i++) {\n int flatIndex = index + i;\n ivec3 rc = outCoordsFromFlatIndex(flatIndex);\n result[i] = getA(rc.x, rc.y, rc.z);\n }\n\n "+n.output+" = result;\n }\n "},ao=function(t,e){this.variableNames=["A"],this.usesPackedTextures=!0;var n=pi();this.outputShape=t,this.userCode="\n ivec3 outCoordsFromFlatIndex(int index) {\n "+di(["r","c","d"],t)+"\n return ivec3(r, c, d);\n }\n\n void main() {\n ivec2 resTexRC = ivec2(resultUV.yx *\n vec2("+e[0]+", "+e[1]+"));\n int index = 4 * (resTexRC.x * "+e[1]+" + resTexRC.y);\n\n vec4 result = vec4(0.);\n\n for (int i=0; i<4; i++) {\n int flatIndex = index + i;\n ivec3 rc = outCoordsFromFlatIndex(flatIndex);\n result[i] = getChannel(getA(rc.x, rc.y, rc.z), vec2(rc.y, rc.z));\n }\n\n "+n.output+" = result;\n }\n "},so=function(){function t(t,e,n){this.variableNames=["x"],this.outputShape=[],this.outputShape=t,this.blockSize=e,this.dataFormat=n,this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int h = "+this.getHeightCoordString()+";\n int w = "+this.getWidthCoordString()+";\n int d = "+this.getDepthCoordString()+";\n\n int in_h = h / "+e+";\n int offset_h = imod(h, "+e+");\n int in_w = w / "+e+";\n int offset_w = imod(w, "+e+");\n int offset_d = (offset_h * "+e+" + offset_w) *\n "+this.getOutputDepthSize()+";\n int in_d = d + offset_d;\n\n float result = "+this.getInputSamplingString()+";\n setOutput(result);\n }\n "}return t.prototype.getHeightCoordString=function(){return"NHWC"===this.dataFormat?"coords[1]":"coords[2]"},t.prototype.getWidthCoordString=function(){return"NHWC"===this.dataFormat?"coords[2]":"coords[3]"},t.prototype.getDepthCoordString=function(){return"NHWC"===this.dataFormat?"coords[3]":"coords[1]"},t.prototype.getOutputDepthSize=function(){return"NHWC"===this.dataFormat?this.outputShape[3]:this.outputShape[1]},t.prototype.getInputSamplingString=function(){return"NHWC"===this.dataFormat?"getX(b, in_h, in_w, in_d)":"getX(b, in_d, in_h, in_w)"},t}(),uo=function(t){this.variableNames=["X"],this.outputShape=[t,t],this.userCode="\n void main() {\n ivec2 coords = getOutputCoords();\n float val = coords[0] == coords[1] ? getX(coords[0]) : 0.0;\n setOutput(val);\n }\n "},co=function(t){this.variableNames=["A"];var e=pi();this.outputShape=t,this.userCode="\n "+vi+"\n\n void main() {\n float x = getAAtOutCoords();\n "+e.output+" = encode_float(x);\n }\n "},lo=function(t){this.variableNames=["A"],this.usesPackedTextures=!0;var e=pi();this.outputShape=t,this.userCode="\n "+vi+"\n\n void main() {\n ivec3 coords = getOutputCoords();\n float x = getChannel(getAAtOutCoords(), vec2(coords.y, coords.z));\n "+e.output+" = encode_float(x);\n }\n "},fo=function(t,e,n){void 0===n&&(n=!1),this.variableNames=["A"];var r=pi(),i=e[0],o=e[1];this.outputShape=t;var a="result";n&&(a="floor(result * 255. + 0.5)"),this.userCode="\n "+mi(t)+"\n\n void main() {\n ivec3 coords = getOutputCoords();\n\n int flatIndex = getFlatIndex(coords);\n int offset = imod(flatIndex, 4);\n\n flatIndex = idiv(flatIndex, 4, 1.);\n \n int r = flatIndex / "+o+";\n int c = imod(flatIndex, "+o+");\n vec2 uv = (vec2(c, r) + halfCR) / vec2("+o+".0, "+i+".0);\n vec4 values = "+r.texture2D+"(A, uv);\n\n float result;\n\n if(offset == 0) {\n result = values[0];\n } else if(offset == 1) {\n result = values[1];\n } else if(offset == 2) {\n result = values[2];\n } else {\n result = values[3];\n }\n\n "+r.output+" = vec4("+a+", 0., 0., 0.);\n }\n "},ho=function(t,e,n){void 0===n&&(n=!1),this.variableNames=["A"];var r=pi(),i=e[0],o=e[1];this.outputShape=t;var a="",s="result";n&&(s="floor(result * 255. + 0.5)");for(var u=0;u<=1;u++)for(var c=0;c<=1;c++){var l=2*u+c;a+="\n localCoords = coords;\n if(localCoords[2] + "+c+" < "+t[2]+") {\n localCoords[2] += "+c+";\n if(localCoords[1] + "+u+" < "+t[1]+") {\n localCoords[1] += "+u+";\n\n flatIndex = getFlatIndex(localCoords);\n offset = imod(flatIndex, 4);\n \n flatIndex = idiv(flatIndex, 4, 1.);\n\n r = flatIndex / "+o+";\n c = imod(flatIndex, "+o+");\n uv = (vec2(c, r) + halfCR) / vec2("+o+".0, "+i+".0);\n values = "+r.texture2D+"(A, uv);\n\n if(offset == 0) {\n result["+l+"] = values[0];\n } else if(offset == 1) {\n result["+l+"] = values[1];\n } else if(offset == 2) {\n result["+l+"] = values[2];\n } else {\n result["+l+"] = values[3];\n }\n }\n }\n "}this.userCode="\n "+mi(t)+"\n\n void main() {\n ivec3 coords = getOutputCoords();\n\n vec4 result = vec4(0.);\n int flatIndex, r, c, offset;\n ivec3 localCoords;\n vec2 uv;\n vec4 values;\n \n "+a+"\n\n "+r.output+" = "+s+";\n }\n "},po=function(t,e,n){this.variableNames=["real","imag"];var r=e[1];this.outputShape=e;var i=n?"2.0 * "+Math.PI:"-2.0 * "+Math.PI,o=n?r+".0":"1.0";this.userCode="\n const float exponentMultiplier = "+i+";\n\n float unaryOpComplex(float real, float expR, float imag, float expI) {\n "+t+"\n }\n\n float mulMatDFT(int batch, int index) {\n float indexRatio = float(index) / float("+r+");\n float exponentMultiplierTimesIndexRatio =\n exponentMultiplier * indexRatio;\n\n float result = 0.0;\n\n for (int i = 0; i < "+r+"; i++) {\n // x = (-2|2 * PI / N) * index * i;\n float x = exponentMultiplierTimesIndexRatio * float(i);\n float expR = cos(x);\n float expI = sin(x);\n float real = getReal(batch, i);\n float imag = getImag(batch, i);\n\n result +=\n unaryOpComplex(real, expR, imag, expI) / "+o+";\n }\n\n return result;\n }\n\n void main() {\n ivec2 coords = getOutputCoords();\n setOutput(mulMatDFT(coords[0], coords[1]));\n }\n "},mo=function(){function t(t,e){this.outputShape=[],this.variableNames=["x"],this.outputShape=t,this.userCode="\n uniform float value;\n void main() {\n // Input can be obtained from uniform value.\n setOutput(value);\n }\n "}return t.prototype.getCustomSetupFunc=function(t){var e=this;return function(n,r){null==e.valueLoc&&(e.valueLoc=n.getUniformLocationNoThrow(r,"value")),n.gl.uniform1f(e.valueLoc,t)}},t}(),vo=function(t){this.variableNames=["A"];var e=pi(),n=t[0],r=t[1];this.outputShape=t,this.userCode="\n void main() {\n ivec3 coords = getOutputCoords();\n int texR = coords[0];\n int texC = coords[1];\n int depth = coords[2];\n vec2 uv = (vec2(texC, texR) + halfCR) / vec2("+r+".0, "+n+".0);\n\n vec4 values = "+e.texture2D+"(A, uv);\n float value;\n if (depth == 0) {\n value = values.r;\n } else if (depth == 1) {\n value = values.g;\n } else if (depth == 2) {\n value = values.b;\n } else if (depth == 3) {\n value = values.a;\n }\n\n setOutput(floor(value * 255.0 + 0.5));\n }\n "},go=function(t){this.variableNames=["A"];var e=pi(),n=t[0],r=t[1];this.outputShape=t,this.userCode="\n void main() {\n ivec3 coords = getOutputCoords();\n int texR = coords[0];\n int texC = coords[1];\n int depth = coords[2];\n\n vec4 result = vec4(0.);\n\n for(int row=0; row<=1; row++) {\n for(int col=0; col<=1; col++) {\n texC = coords[1] + row;\n depth = coords[2] + col;\n\n vec2 uv = (vec2(texC, texR) + halfCR) / vec2("+r+".0, "+n+".0);\n vec4 values = "+e.texture2D+"(A, uv);\n float value;\n if (depth == 0) {\n value = values.r;\n } else if (depth == 1) {\n value = values.g;\n } else if (depth == 2) {\n value = values.b;\n } else if (depth == 3) {\n value = values.a;\n }\n\n result[row * 2 + col] = floor(value * 255.0 + 0.5);\n }\n }\n\n "+e.output+" = result;\n }\n "},yo=function(t,e,n){this.variableNames=["A","indices"];var r=t.slice();r[n]=e,this.outputShape=r,this.rank=r.length;var i=Ni(this.rank),o=function(t,e){var n=t.length;if(n>4)throw Error("Gather for rank "+n+" is not yet supported");if(1===n)return"int(getIndices(resRC))";for(var r=["resRC.x","resRC.y","resRC.z","resRC.w"],i=[],o=0;o1?"strides[j]":"strides";this.userCode="\n "+r+" strides = "+r+"("+this.strides+");\n void main() {\n "+i+" coords = getOutputCoords();\n int flattenIndex = 0;\n for (int j = 0; j < "+this.sliceDim+"; j++) {\n int index = round(getIndices(coords[0], j));\n flattenIndex += index * "+o+";\n }\n setOutput(getX(flattenIndex, coords[1]));\n }\n "};function wo(t,e){var n=pi();return Zt(t,e,n.version+"\n precision highp float;\n "+n.attribute+" vec3 clipSpacePos;\n "+n.attribute+" vec2 uv;\n "+n.varyingVs+" vec2 resultUV;\n\n void main() {\n gl_Position = vec4(clipSpacePos, 1);\n resultUV = uv;\n }")}function xo(t,e){return oe(t,e,new Float32Array([-1,1,0,0,1,-1,-1,0,0,0,1,1,0,1,1,1,-1,0,1,0]))}function _o(t,e){return ae(t,e,new Uint16Array([0,1,2,2,1,3]))}function Co(t,e,n,r,i,o,a){ue(n,r);var s=se(t,e),u=t.TEXTURE_2D;return Ht(t,e,(function(){return t.bindTexture(u,s)})),Ht(t,e,(function(){return t.texParameteri(u,t.TEXTURE_WRAP_S,t.CLAMP_TO_EDGE)})),Ht(t,e,(function(){return t.texParameteri(u,t.TEXTURE_WRAP_T,t.CLAMP_TO_EDGE)})),Ht(t,e,(function(){return t.texParameteri(u,t.TEXTURE_MIN_FILTER,t.NEAREST)})),Ht(t,e,(function(){return t.texParameteri(u,t.TEXTURE_MAG_FILTER,t.NEAREST)})),Ht(t,e,(function(){return t.texImage2D(u,0,i,n,r,0,o,a,null)})),Ht(t,e,(function(){return t.bindTexture(t.TEXTURE_2D,null)})),s}function No(t,e,n,r,i){var o=Ut(n,r);return Co(t,e,o[0],o[1],i.internalFormatFloat,i.textureFormatFloat,t.FLOAT)}function Eo(t,e,n,r,i){var o=Ut(n,r);return Co(t,e,o[0],o[1],i.internalFormatHalfFloat,i.textureFormatFloat,i.textureTypeHalfFloat)}function So(t,e,n,r,i){var o=Ut(n,r);return Co(t,e,o[0],o[1],t.RGBA,t.RGBA,t.UNSIGNED_BYTE)}function Oo(t,e,n,r,i){var o=Wt(n,r);return Co(t,e,o[0],o[1],i.internalFormatPackedFloat,t.RGBA,t.FLOAT)}function Ao(t,e,n,r,i){var o=Wt(n,r);return Co(t,e,o[0],o[1],i.internalFormatPackedHalfFloat,t.RGBA,i.textureTypeHalfFloat)}function ko(t,e,n,r){return Ht(t,e,(function(){return t.bindBuffer(t.ARRAY_BUFFER,r)})),le(t,e,n,"clipSpacePos",r,3,20,0)&&le(t,e,n,"uv",r,2,20,12)}function Io(t,e,n,r,i,o,a){var s,u,c;Ht(t,e,(function(){return t.bindTexture(t.TEXTURE_2D,n)})),o instanceof Uint8Array?(s=new Uint8Array(r*i*4),u=t.UNSIGNED_BYTE,c=t.RGBA):(s=new Float32Array(r*i*4),u=t.FLOAT,c=a.internalFormatPackedFloat),s.set(o),Ht(t,e,(function(){return t.texImage2D(t.TEXTURE_2D,0,c,r,i,0,t.RGBA,u,s)})),Ht(t,e,(function(){return t.bindTexture(t.TEXTURE_2D,null)}))}function To(t,e,n,r){Ht(t,e,(function(){return t.bindTexture(t.TEXTURE_2D,n)})),r.data instanceof Uint8Array?Ht(t,e,(function(){return t.texImage2D(t.TEXTURE_2D,0,t.RGBA,r.width,r.height,0,t.RGBA,t.UNSIGNED_BYTE,r.data)})):Ht(t,e,(function(){return t.texImage2D(t.TEXTURE_2D,0,t.RGBA,t.RGBA,t.UNSIGNED_BYTE,r)})),Ht(t,e,(function(){return t.bindTexture(t.TEXTURE_2D,null)}))}function Ro(t,e,n,r,i){var o=t.createBuffer();Ht(t,e,(function(){return t.bindBuffer(t.PIXEL_PACK_BUFFER,o)}));var a=16*n*r;return Ht(t,e,(function(){return t.bufferData(t.PIXEL_PACK_BUFFER,a,t.STREAM_READ)})),Ht(t,e,(function(){return t.readPixels(0,0,r,n,t.RGBA,t.FLOAT,0)})),Ht(t,e,(function(){return t.bindBuffer(t.PIXEL_PACK_BUFFER,null)})),o}function Do(t,e,n){var r=t,i=new Float32Array(n);return r.bindBuffer(r.PIXEL_PACK_BUFFER,e),r.getBufferSubData(r.PIXEL_PACK_BUFFER,0,i),r.bindBuffer(r.PIXEL_PACK_BUFFER,null),i}function Mo(t,e,n,r,i){var o=Ut(n,r),a=o[0],s=o[1],u=new Uint8Array(n*r*4);return Ht(t,e,(function(){return t.readPixels(0,0,a,s,i.downloadTextureFormat,t.UNSIGNED_BYTE,u)})),new Float32Array(u.buffer)}function jo(t,e,n,r,i,o,a,s){var u=t,c=new Float32Array(function(t,e){var n=Wt(t,e);return n[0]*n[1]*4}(o,a));return u.bindBuffer(u.PIXEL_PACK_BUFFER,e),u.getBufferSubData(u.PIXEL_PACK_BUFFER,0,c),u.bindBuffer(u.PIXEL_PACK_BUFFER,null),c}function Fo(t,e,n,r){var i=new Float32Array(n*r*4);return Ht(t,e,(function(){return t.readPixels(0,0,r,n,t.RGBA,t.FLOAT,i)})),i}var zo=Object.freeze({createVertexShader:wo,createVertexBuffer:xo,createIndexBuffer:_o,createFloat32MatrixTexture:No,createFloat16MatrixTexture:Eo,createUnsignedBytesMatrixTexture:So,createPackedMatrixTexture:Oo,createFloat16PackedMatrixTexture:Ao,bindVertexProgramAttributeStreams:ko,uploadDenseMatrixToTexture:Io,uploadPixelDataToTexture:To,createBufferFromOutputTexture:Ro,downloadFloat32MatrixFromBuffer:Do,downloadByteEncodedFloatMatrixFromOutputTexture:Mo,downloadPackedMatrixFromBuffer:jo,downloadMatrixFromPackedOutputTexture:Fo}),Lo=function(){function t(t){this.outputTexture=null,this.program=null,this.disposed=!1,this.vertexAttrsAreBound=!1,this.itemsToPoll=[];var e=f().getNumber("WEBGL_VERSION");if(null!=t?(this.gl=t,Lt(e,t)):this.gl=Pt(e),1===f().getNumber("WEBGL_VERSION"))this.textureFloatExtension=Yt(this.gl,this.debug,"OES_texture_float"),this.colorBufferFloatExtension=this.gl.getExtension("WEBGL_color_buffer_float"),this.textureHalfFloatExtension=Yt(this.gl,this.debug,"OES_texture_half_float"),this.colorBufferHalfFloatExtension=this.gl.getExtension("EXT_color_buffer_half_float");else if(Ie(this.gl,"EXT_color_buffer_float"))this.colorBufferFloatExtension=this.gl.getExtension("EXT_color_buffer_float");else{if(!Ie(this.gl,"EXT_color_buffer_half_float"))throw new Error("GL context does not support color renderable floats");this.colorBufferHalfFloatExtension=this.gl.getExtension("EXT_color_buffer_half_float")}this.vertexBuffer=xo(this.gl,this.debug),this.indexBuffer=_o(this.gl,this.debug),this.framebuffer=ce(this.gl,this.debug),this.textureConfig=qt(this.gl,this.textureHalfFloatExtension)}return Object.defineProperty(t.prototype,"debug",{get:function(){return f().getBool("DEBUG")},enumerable:!0,configurable:!0}),t.prototype.dispose=function(){var t=this;if(!this.disposed){null!=this.program&&console.warn("Disposing a GPGPUContext that still has a bound WebGLProgram. This is probably a resource leak, delete the program with GPGPUContext.deleteProgram before disposing."),null!=this.outputTexture&&console.warn("Disposing a GPGPUContext that still has a bound output matrix texture. This is probably a resource leak, delete the output matrix texture with GPGPUContext.deleteMatrixTexture before disposing.");var e=this.gl;Ht(e,this.debug,(function(){return e.finish()})),Ht(e,this.debug,(function(){return e.bindFramebuffer(e.FRAMEBUFFER,null)})),Ht(e,this.debug,(function(){return e.deleteFramebuffer(t.framebuffer)})),Ht(e,this.debug,(function(){return e.bindBuffer(e.ARRAY_BUFFER,null)})),Ht(e,this.debug,(function(){return e.bindBuffer(e.ELEMENT_ARRAY_BUFFER,null)})),Ht(e,this.debug,(function(){return e.deleteBuffer(t.indexBuffer)})),this.disposed=!0}},t.prototype.createFloat32MatrixTexture=function(t,e){return this.throwIfDisposed(),No(this.gl,this.debug,t,e,this.textureConfig)},t.prototype.createFloat16MatrixTexture=function(t,e){return this.throwIfDisposed(),Eo(this.gl,this.debug,t,e,this.textureConfig)},t.prototype.createUnsignedBytesMatrixTexture=function(t,e){return this.throwIfDisposed(),So(this.gl,this.debug,t,e,this.textureConfig)},t.prototype.uploadPixelDataToTexture=function(t,e){this.throwIfDisposed(),To(this.gl,this.debug,t,e)},t.prototype.uploadDenseMatrixToTexture=function(t,e,n,r){this.throwIfDisposed(),Io(this.gl,this.debug,t,e,n,r,this.textureConfig)},t.prototype.createFloat16PackedMatrixTexture=function(t,e){return this.throwIfDisposed(),Ao(this.gl,this.debug,t,e,this.textureConfig)},t.prototype.createPackedMatrixTexture=function(t,e){return this.throwIfDisposed(),Oo(this.gl,this.debug,t,e,this.textureConfig)},t.prototype.deleteMatrixTexture=function(t){var e=this;this.throwIfDisposed(),this.outputTexture===t&&(ve(this.gl,this.debug,this.framebuffer),this.outputTexture=null),Ht(this.gl,this.debug,(function(){return e.gl.deleteTexture(t)}))},t.prototype.downloadByteEncodedFloatMatrixFromOutputTexture=function(t,e,n){var r=this;return this.downloadMatrixDriver(t,(function(){return Mo(r.gl,r.debug,e,n,r.textureConfig)}))},t.prototype.downloadPackedMatrixFromBuffer=function(t,e,n,r,i,o){return jo(this.gl,t,0,0,0,i,o,this.textureConfig)},t.prototype.downloadFloat32MatrixFromBuffer=function(t,e){return Do(this.gl,t,e)},t.prototype.createBufferFromTexture=function(t,e,n){this.bindTextureToFrameBuffer(t);var r=Ro(this.gl,this.debug,e,n,this.textureConfig);return this.unbindTextureToFrameBuffer(),r},t.prototype.createAndWaitForFence=function(){var t=this.createFence(this.gl);return this.pollFence(t)},t.prototype.createFence=function(t){var e,n,r=this;if(f().getBool("WEBGL_FENCE_API_ENABLED")){var i=t,o=i.fenceSync(i.SYNC_GPU_COMMANDS_COMPLETE,0);t.flush(),n=function(){var t=i.clientWaitSync(o,0,0);return t===i.ALREADY_SIGNALED||t===i.CONDITION_SATISFIED},e=o}else f().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")>0?(e=this.beginQuery(),this.endQuery(),n=function(){return r.isQueryAvailable(e,f().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))}):n=function(){return!0};return{query:e,isFencePassed:n}},t.prototype.downloadMatrixFromPackedTexture=function(t,e,n){var r=this;return this.downloadMatrixDriver(t,(function(){return Fo(r.gl,r.debug,e,n)}))},t.prototype.createProgram=function(t){this.throwIfDisposed();var e=this.gl,n=Jt(e,this.debug,t),r=wo(e,this.debug),i=ne(e,this.debug);return Ht(e,this.debug,(function(){return e.attachShader(i,r)})),Ht(e,this.debug,(function(){return e.attachShader(i,n)})),re(e,this.debug,i),this.debug&&ie(e,this.debug,i),this.vertexAttrsAreBound||(this.setProgram(i),this.vertexAttrsAreBound=ko(e,this.debug,this.program,this.vertexBuffer)),i},t.prototype.deleteProgram=function(t){var e=this;this.throwIfDisposed(),t===this.program&&(this.program=null),null!=t&&Ht(this.gl,this.debug,(function(){return e.gl.deleteProgram(t)}))},t.prototype.setProgram=function(t){var e=this;this.throwIfDisposed(),this.program=t,null!=this.program&&this.debug&&ie(this.gl,this.debug,this.program),Ht(this.gl,this.debug,(function(){return e.gl.useProgram(t)}))},t.prototype.getUniformLocation=function(t,e,n){return void 0===n&&(n=!0),this.throwIfDisposed(),n?he(this.gl,this.debug,t,e):pe(this.gl,t,e)},t.prototype.getAttributeLocation=function(t,e){var n=this;return this.throwIfDisposed(),Ht(this.gl,this.debug,(function(){return n.gl.getAttribLocation(t,e)}))},t.prototype.getUniformLocationNoThrow=function(t,e){return this.throwIfDisposed(),this.gl.getUniformLocation(t,e)},t.prototype.setInputMatrixTexture=function(t,e,n){this.throwIfDisposed(),this.throwIfNoProgram(),de(this.gl,this.debug,this.program,t,e,n)},t.prototype.setOutputMatrixTexture=function(t,e,n){this.setOutputMatrixTextureDriver(t,n,e)},t.prototype.setOutputPackedMatrixTexture=function(t,e,n){this.throwIfDisposed();var r=Wt(e,n),i=r[0],o=r[1];this.setOutputMatrixTextureDriver(t,i,o)},t.prototype.setOutputMatrixWriteRegion=function(t,e,n,r){this.setOutputMatrixWriteRegionDriver(n,t,r,e)},t.prototype.setOutputPackedMatrixWriteRegion=function(t,e,n,r){throw new Error("setOutputPackedMatrixWriteRegion not implemented.")},t.prototype.debugValidate=function(){null!=this.program&&ie(this.gl,this.debug,this.program),ge(this.gl)},t.prototype.executeProgram=function(){this.throwIfDisposed(),this.throwIfNoProgram();var t=this.gl;this.debug&&this.debugValidate(),Ht(t,this.debug,(function(){return t.drawElements(t.TRIANGLES,6,t.UNSIGNED_SHORT,0)}))},t.prototype.blockUntilAllProgramsCompleted=function(){var t=this;this.throwIfDisposed(),Ht(this.gl,this.debug,(function(){return t.gl.finish()}))},t.prototype.getQueryTimerExtension=function(){return null==this.disjointQueryTimerExtension&&(this.disjointQueryTimerExtension=Yt(this.gl,this.debug,2===f().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")?"EXT_disjoint_timer_query_webgl2":"EXT_disjoint_timer_query")),this.disjointQueryTimerExtension},t.prototype.getQueryTimerExtensionWebGL2=function(){return this.getQueryTimerExtension()},t.prototype.getQueryTimerExtensionWebGL1=function(){return this.getQueryTimerExtension()},t.prototype.beginQuery=function(){if(2===f().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")){var t=this.gl,e=this.getQueryTimerExtensionWebGL2(),n=t.createQuery();return t.beginQuery(e.TIME_ELAPSED_EXT,n),n}var r=this.getQueryTimerExtensionWebGL1(),i=r.createQueryEXT();return r.beginQueryEXT(r.TIME_ELAPSED_EXT,i),i},t.prototype.endQuery=function(){if(2!==f().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")){var t=this.getQueryTimerExtensionWebGL1();t.endQueryEXT(t.TIME_ELAPSED_EXT)}else{var e=this.gl,n=this.getQueryTimerExtensionWebGL2();e.endQuery(n.TIME_ELAPSED_EXT)}},t.prototype.waitForQueryAndGetTime=function(t){return u(this,void 0,void 0,(function(){var e=this;return c(this,(function(n){switch(n.label){case 0:return[4,O((function(){return e.disposed||e.isQueryAvailable(t,f().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))}))];case 1:return n.sent(),[2,this.getQueryTime(t,f().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))]}}))}))},t.prototype.getQueryTime=function(t,e){if(0===e)return null;if(2===e){var n=this.gl;return n.getQueryParameter(t,n.QUERY_RESULT)/1e6}var r=this.getQueryTimerExtensionWebGL1();return r.getQueryObjectEXT(t,r.QUERY_RESULT_EXT)/1e6},t.prototype.isQueryAvailable=function(t,e){if(0===e)return!0;if(2===e){var n=this.gl,r=this.getQueryTimerExtensionWebGL2(),i=n.getQueryParameter(t,n.QUERY_RESULT_AVAILABLE);return null==this.disjoint&&(this.disjoint=this.gl.getParameter(r.GPU_DISJOINT_EXT)),i&&!this.disjoint}return i=(r=this.getQueryTimerExtensionWebGL1()).getQueryObjectEXT(t,r.QUERY_RESULT_AVAILABLE_EXT),null==this.disjoint&&(this.disjoint=this.gl.getParameter(r.GPU_DISJOINT_EXT)),i&&!this.disjoint},t.prototype.pollFence=function(t){var e=this;return new Promise((function(n){e.addItemToPoll((function(){return t.isFencePassed()}),(function(){return n()}))}))},t.prototype.pollItems=function(){for(var t=function(t){for(var e=0;e1||O((function(){return n.pollItems(),0===n.itemsToPoll.length}))},t.prototype.bindTextureToFrameBuffer=function(t){this.throwIfDisposed(),me(this.gl,this.debug,t,this.framebuffer),this.debug&&ge(this.gl)},t.prototype.unbindTextureToFrameBuffer=function(){null!=this.outputTexture?(me(this.gl,this.debug,this.outputTexture,this.framebuffer),this.debug&&ge(this.gl)):ve(this.gl,this.debug,this.framebuffer)},t.prototype.downloadMatrixDriver=function(t,e){this.bindTextureToFrameBuffer(t);var n=e();return this.unbindTextureToFrameBuffer(),n},t.prototype.setOutputMatrixTextureDriver=function(t,e,n){this.throwIfDisposed();var r=this.gl;me(r,this.debug,t,this.framebuffer),this.debug&&ge(r),this.outputTexture=t,Ht(r,this.debug,(function(){return r.viewport(0,0,e,n)})),Ht(r,this.debug,(function(){return r.scissor(0,0,e,n)}))},t.prototype.setOutputMatrixWriteRegionDriver=function(t,e,n,r){var i=this;this.throwIfDisposed(),Ht(this.gl,this.debug,(function(){return i.gl.scissor(t,e,n,r)}))},t.prototype.throwIfDisposed=function(){if(this.disposed)throw new Error("Attempted to use disposed GPGPUContext.")},t.prototype.throwIfNoProgram=function(){if(null==this.program)throw new Error("No GPU program is currently set.")},t}();function Po(t,e){if(t.length!==e.length)throw Error("Binary was compiled with "+t.length+" inputs, but was executed with "+e.length+" inputs");t.forEach((function(t,n){var r=t.logicalShape,i=e[n],o=i.shape;if(!_(r,o))throw Error("Binary was compiled with different shapes than the current args. Shapes "+r+" and "+o+" must match");if(!t.isUniform||!i.isUniform){var a=t.texShape,s=i.isUniform?null:i.texData.texShape;if(!_(a,s))throw Error("Binary was compiled with different texture shapes than the current args. Shape "+a+" and "+s+" must match")}}))}var Bo=function(t,e,n){this.variableNames=["A"],this.usesPackedTextures=!0,this.outputShape=t;for(var r=n.filterWidth,i=n.inChannels,o=n.strideWidth,a=n.strideHeight,s=n.padInfo,u=n.outWidth,c=n.dilationWidth,l=n.dilationHeight,f=n.dataFormat,h=s.left,p=s.top,d=i*r,m=pi(),v="channelsLast"===f,g=v?0:1,y=v?1:2,b="",w=0;w<=1;w++)for(var x=0;x<=1;x++)b+="\n blockIndex = rc.y + "+x+";\n pos = rc.x + "+w+";\n\n if(blockIndex < "+t[1]+" && pos < "+t[0]+") {\n offsetY = int(blockIndex / ("+u+")) * "+a+" - "+p+";\n d0 = offsetY + "+l+" * (pos / "+d+");\n\n if(d0 < "+e[g]+" && d0 >= 0) {\n\n offsetX = int(mod(float(blockIndex), "+u+".) * "+o+". - "+h+".);\n d1 = offsetX + "+c+" * (int(mod(float(pos), "+d+".) / "+i+".));\n\n if(d1 < "+e[y]+" && d1 >= 0) {\n\n ch = int(mod(float(pos), "+i+".));\n\n if ("+v+") {\n innerDims = vec2(d1, ch);\n result["+(2*w+x)+"] = getChannel(\n getA(d0, int(innerDims.x),\n int(innerDims.y)), innerDims);\n } else {\n innerDims = vec2(d0, d1);\n result["+(2*w+x)+"] = getChannel(\n getA(ch, int(innerDims.x),\n int(innerDims.y)), innerDims);\n }\n }\n }\n }\n ";this.userCode="\n void main() {\n ivec2 rc = getOutputCoords();\n\n vec4 result = vec4(0);\n\n int blockIndex, pos, offsetY, d0, offsetX, d1, ch;\n vec2 innerDims;\n\n "+b+"\n\n "+m.output+" = result;\n }\n "},Uo=function(t,e,n,r,i){this.variableNames=["x"],this.outputShape=[];var o,a=e,s=t[3]-1;this.outputShape=t;var u="float("+n+") + float("+r+") * sum";o=.5===i?"inversesqrt("+u+")":1===i?"1.0/("+u+")":"exp(log("+u+") * float(-"+i+"));",this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int r = coords[1];\n int c = coords[2];\n int d = coords[3];\n float x = getX(b, r, c, d);\n float sum = 0.0;\n for (int j = -"+a+"; j <= "+a+"; j++) {\n int idx = d + j;\n if (idx >= 0 && idx <= "+s+") {\n float z = getX(b, r, c, idx);\n sum += z * z;\n }\n }\n float val = x * "+o+";\n setOutput(val);\n }\n "},Vo=function(t,e,n,r,i){this.variableNames=["inputImage","outputImage","dy"],this.outputShape=[],this.outputShape=t,this.depth=t[3],this.depthRadius=e,this.bias=n,this.alpha=r,this.beta=i,this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int r = coords[1];\n int c = coords[2];\n\n float result = 0.0;\n for (int d = 0; d < "+this.depth+"; ++d) {\n int depthBegin = int(max(0.0, float(d - "+e+")));\n int depthEnd = int(min(float("+this.depth+"),\n float(d + "+e+" + 1)));\n\n const int MIN_DEPTH_BEGIN = 0;\n const int MAX_DEPTH_END = "+this.depth+";\n\n float norm = 0.0;\n for (int k = MIN_DEPTH_BEGIN; k < MAX_DEPTH_END; ++k) {\n if (k < depthBegin){\n continue;\n }\n else if (k >= depthBegin && k < depthEnd) {\n norm += getInputImage(b, r, c, k) * getInputImage(b, r, c, k);\n }\n else {\n break;\n }\n }\n\n norm = float("+r+") * norm + float("+n+");\n\n for(int k = MIN_DEPTH_BEGIN; k < MAX_DEPTH_END; ++k){\n if (k < depthBegin){\n continue;\n }\n else if (k >= depthBegin && k < depthEnd){\n float dyi = -2.0 * float("+r+")\n * float("+i+")\n * getInputImage(b ,r ,c, k) * getOutputImage(b, r, c, d)\n / norm;\n if (k == d) {\n dyi += pow(norm, -1.0 * "+i+");\n }\n if (k == coords[3]) {\n dyi *= getDy(b, r, c, d);\n result += dyi;\n }\n }\n else {\n break;\n }\n }\n }\n setOutput(result);\n }\n "},Wo=function(t,e,n,r,i){this.variableNames=["x"],this.outputShape=[],this.usesPackedTextures=!0;var o,a=e,s=t[3]-1;this.outputShape=t;var u="float("+n+") + float("+r+") * sum";o=.5===i?"inversesqrt("+u+")":1===i?"1.0/("+u+")":"exp(log("+u+") * float(-"+i+"));",this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords.x;\n int r = coords.y;\n int c = coords.z;\n int d = coords.w;\n\n bool hasNextCol = d < "+this.outputShape[3]+";\n bool hasNextRow = c < "+this.outputShape[2]+";\n\n vec4 sum = vec4(0.);\n vec4 xFragAtOutputCoords = getX(b, r, c, d);\n\n vec4 xAtOutputCoords = vec4(\n getChannel(xFragAtOutputCoords, vec2(c, d)),\n hasNextCol ?\n getChannel(xFragAtOutputCoords, vec2(c, d + 1)) : 0.0,\n hasNextRow ?\n getChannel(xFragAtOutputCoords , vec2(c + 1, d)) : 0.0,\n (hasNextRow && hasNextCol) ?\n getChannel(xFragAtOutputCoords, vec2(c + 1, d + 1)) : 0.0\n );\n\n int firstChannel = d - "+a+";\n vec2 cache = vec2(0.);\n if(firstChannel >= 0){\n vec4 firstChannelFrag = getX(b, r, c, firstChannel);\n cache.x = getChannel(firstChannelFrag, vec2(c, firstChannel));\n if(hasNextRow){\n cache.y = getChannel(firstChannelFrag, vec2(c + 1, firstChannel));\n }\n }\n\n ivec2 depth = ivec2(d, d + 1);\n for (int j = - "+a+"; j <= "+a+"; j++) {\n ivec2 idx = depth + j;\n bvec2 aboveLowerBound = greaterThanEqual(idx, ivec2(0));\n bvec2 belowUpperBound = lessThanEqual(idx, ivec2("+s+"));\n\n bool depthInRange = aboveLowerBound.x && belowUpperBound.x;\n bool depthPlusOneInRange = aboveLowerBound.y && belowUpperBound.y;\n\n if(depthInRange || depthPlusOneInRange){\n vec4 z = vec4(0.);\n vec4 xFragAtCurrentDepth;\n z.xz = cache.xy;\n if(depthPlusOneInRange && hasNextCol){\n xFragAtCurrentDepth = idx.y != d ?\n getX(b, r, c, idx.y) : xFragAtOutputCoords;\n z.y = getChannel(xFragAtCurrentDepth, vec2(c, idx.y));\n if(hasNextRow){\n z.w = getChannel(xFragAtCurrentDepth, vec2(c + 1, idx.y));\n }\n }\n cache.xy = z.yw;\n sum += z * z;\n }\n }\n vec4 result = xAtOutputCoords * "+o+";\n setOutput(result);\n }\n "},qo=function(t){this.variableNames=["dy","maxPos"],this.outputShape=t.inShape;var e=t.strideHeight,n=t.strideWidth,r=t.dilationHeight,i=t.effectiveFilterHeight,o=t.effectiveFilterWidth,a=i-1-t.padInfo.top,s=o-1-t.padInfo.left,u=i*o-1;this.userCode="\n const ivec2 pads = ivec2("+a+", "+s+");\n\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n\n ivec2 dyRCCorner = coords.yz - pads;\n int dyRCorner = dyRCCorner.x;\n int dyCCorner = dyRCCorner.y;\n\n // Convolve dy(?, ?, d) with pos mask(:, :, d) to get dx(xR, xC, d).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n for (int wR = 0; wR < "+i+";\n wR += "+r+") {\n float dyR = float(dyRCorner + wR) / "+e+".0;\n\n if (dyR < 0.0 || dyR >= "+t.outHeight+".0 || fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n for (int wC = 0; wC < "+o+"; wC++) {\n float dyC = float(dyCCorner + wC) / "+n+".0;\n\n if (dyC < 0.0 || dyC >= "+t.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n float dyValue = getDy(b, idyR, idyC, d);\n int maxPosValue = "+u+" - int(getMaxPos(b, idyR, idyC, d));\n\n // Get the current value, check it against the value from the\n // position matrix.\n int curPosValue = wR * "+o+" + wC;\n float mask = float(maxPosValue == curPosValue ? 1.0 : 0.0);\n\n dotProd += dyValue * mask;\n }\n }\n setOutput(dotProd);\n }\n "},Ho=function(t){this.variableNames=["dy","maxPos"],this.outputShape=t.inShape;var e=t.strideDepth,n=t.strideHeight,r=t.strideWidth,i=t.dilationDepth,o=t.dilationHeight,a=t.dilationWidth,s=t.effectiveFilterDepth,u=t.effectiveFilterHeight,c=t.effectiveFilterWidth,l=s-1-t.padInfo.front,f=u-1-t.padInfo.top,h=c-1-t.padInfo.left,p=s*u*c-1;this.userCode="\n const ivec3 pads = ivec3("+l+", "+f+", "+h+");\n\n void main() {\n ivec5 coords = getOutputCoords();\n int batch = coords.x;\n int ch = coords.u;\n\n ivec3 dyCorner = ivec3(coords.y, coords.z, coords.w) - pads;\n int dyDCorner = dyCorner.x;\n int dyRCorner = dyCorner.y;\n int dyCCorner = dyCorner.z;\n\n // Convolve dy(?, ?, ?, ch) with pos mask(:, :, :, d) to get\n // dx(xD, xR, xC, ch).\n // ? = to be determined. : = across all values in that axis.\n float dotProd = 0.0;\n\n for (int wD = 0; wD < "+s+";\n wD += "+i+") {\n float dyD = float(dyDCorner + wD) / "+e+".0;\n\n if (dyD < 0.0 || dyD >= "+t.outDepth+".0 || fract(dyD) > 0.0) {\n continue;\n }\n int idyD = int(dyD);\n\n for (int wR = 0; wR < "+u+";\n wR += "+o+") {\n float dyR = float(dyRCorner + wR) / "+n+".0;\n\n if (dyR < 0.0 || dyR >= "+t.outHeight+".0 ||\n fract(dyR) > 0.0) {\n continue;\n }\n int idyR = int(dyR);\n\n for (int wC = 0; wC < "+c+";\n wC += "+a+") {\n float dyC = float(dyCCorner + wC) / "+r+".0;\n\n if (dyC < 0.0 || dyC >= "+t.outWidth+".0 ||\n fract(dyC) > 0.0) {\n continue;\n }\n int idyC = int(dyC);\n\n float dyValue = getDy(batch, idyD, idyR, idyC, ch);\n int maxPosValue = "+p+" -\n int(getMaxPos(batch, idyD, idyR, idyC, ch));\n\n // Get the current value, check it against the value from the\n // position matrix.\n int curPosValue =\n wD * "+u+" * "+c+" +\n wR * "+c+" + wC;\n float mask = float(maxPosValue == curPosValue ? 1.0 : 0.0);\n\n dotProd += dyValue * mask;\n }\n }\n }\n setOutput(dotProd);\n }\n "},Go=function(t,e,n,r,i,o,a){void 0===n&&(n=!1),void 0===r&&(r=!1),void 0===i&&(i=!1),void 0===o&&(o=null),void 0===a&&(a=!1),this.variableNames=["matrixA","matrixB"],this.usesPackedTextures=!0,this.outputShape=e;var s=n?t[1]:t[2],u=Math.ceil(s/2),c=n?"i * 2, rc.y":"rc.y, i * 2",l=r?"rc.z, i * 2":"i * 2, rc.z",f=n?["a.xxyy","a.zzww"]:["a.xxzz","a.yyww"],h=r?["b.xzxz","b.ywyw"]:["b.xyxy","b.zwzw"],p="",d="";o&&(p=a?"vec4 activation(vec4 a) {\n vec4 b = getPreluActivationWeightsAtOutCoords();\n "+o+"\n }":"vec4 activation(vec4 x) {\n "+o+"\n }",d="result = activation(result);");var m=i?"result += getBiasAtOutCoords();":"";i&&this.variableNames.push("bias"),a&&this.variableNames.push("preluActivationWeights"),this.userCode="\n "+p+"\n\n const float sharedDimension = "+u+".0;\n\n vec4 dot2x2ARowBCol(ivec3 rc) {\n vec4 result = vec4(0);\n for (int i = 0; i < "+u+"; i++) {\n vec4 a = getMatrixA(rc.x, "+c+");\n vec4 b = getMatrixB(rc.x, "+l+");\n\n // These swizzled products need to be separately added.\n // See: https://github.com/tensorflow/tfjs/issues/1735\n result += ("+f[0]+" * "+h[0]+");\n result += ("+f[1]+" * "+h[1]+");\n }\n return result;\n }\n\n void main() {\n ivec3 rc = getOutputCoords();\n vec4 result = dot2x2ARowBCol(rc);\n\n "+m+"\n\n "+d+"\n\n setOutput(result);\n }\n "},$o=function(){function t(t,e,n){this.variableNames=["probs"],this.outputShape=[t,n],this.userCode="\n uniform float seed;\n\n void main() {\n ivec2 coords = getOutputCoords();\n int batch = coords[0];\n\n float r = random(seed);\n float cdf = 0.0;\n\n for (int i = 0; i < "+(e-1)+"; i++) {\n cdf += getProbs(batch, i);\n\n if (r < cdf) {\n setOutput(float(i));\n return;\n }\n }\n\n // If no other event happened, last event happened.\n setOutput(float("+(e-1)+"));\n }\n "}return t.prototype.getCustomSetupFunc=function(t){var e=this;return function(n,r){null==e.seedLoc&&(e.seedLoc=n.getUniformLocation(r,"seed")),n.gl.uniform1f(e.seedLoc,t)}},t}(),Ko=function(t,e,n,r){this.variableNames=["indices"],this.outputShape=[t,e],this.userCode="\n void main() {\n ivec2 coords = getOutputCoords();\n int index = round(getIndices(coords.x));\n setOutput(mix(float("+r+"), float("+n+"),\n float(index == coords.y)));\n }\n "},Xo=function(t){this.variableNames=["A"],this.outputShape=t;var e=t.length;if(0===e)this.userCode="\n void main() {\n setOutput(vec4(getA(), 0., 0., 0.));\n }\n ";else{var n=hi("rc",e),r=Ni(e),i=function(t,e,n){if(1===t)return"rc > "+e[0];for(var r="",i=t-2;i= "+e[i],i= "+e+";\n bool rEdge = rp1 >= "+n+";\n "}(e,t[t.length-1],t[t.length-2],n),a=function(t,e){var n=t.length,r=function(t,e){for(var n=[],r=0;r<=1;r++)for(var i=0;i<=1;i++){for(var o=(0===r?"r":"rp1")+", "+(0===i?"c":"cp1"),a=2;a= "+t[0]+" ? 0. : getA(rc + 1),\n 0, 0":"getA("+r[0]+"),\n cEdge ? 0. : getA("+r[1]+"),\n rEdge ? 0. : getA("+r[2]+"),\n rEdge || cEdge ? 0. : getA("+r[3]+")"}(t,n);this.userCode="\n void main() {\n "+r+" rc = getOutputCoords();\n\n if("+i+") {\n setOutput(vec4(0));\n } else {\n "+o+"\n\n setOutput(vec4("+a+"));\n }\n }\n "}},Yo=function(t,e,n){this.variableNames=["x"],this.outputShape=e.map((function(e,n){return e[0]+t[n]+e[1]}));var r=t.length,i=Ni(r),o=e.map((function(t){return t[0]})).join(","),a=e.map((function(e,n){return e[0]+t[n]})).join(","),s=["coords[0]","coords[1]","coords[2]","coords[3]"].slice(0,r);this.userCode=1!==r?"\n "+i+" start = "+i+"("+o+");\n "+i+" end = "+i+"("+a+");\n\n void main() {\n "+i+" outC = getOutputCoords();\n if (any(lessThan(outC, start)) || any(greaterThanEqual(outC, end))) {\n setOutput(float("+n+"));\n } else {\n "+i+" coords = outC - start;\n setOutput(getX("+s+"));\n }\n }\n ":"\n int start = "+o+";\n int end = "+a+";\n\n void main() {\n int outC = getOutputCoords();\n if (outC < start || outC >= end) {\n setOutput(float("+n+"));\n } else {\n setOutput(getX(outC - start));\n }\n }\n "},Zo=function(t,e,n){this.variableNames=["x"],this.usesPackedTextures=!0,this.outputShape=e.map((function(e,n){return e[0]+t[n]+e[1]}));for(var r=t.length,i=Ni(r),o=e.map((function(t){return t[0]})).join(","),a=e.map((function(e,n){return e[0]+t[n]})).join(","),s=hi("rc",r),u=hi("source",r),c=s[r-1]+" < "+this.outputShape[r-1],l=1===r?"source":"vec2("+u.slice(-2).join()+")",f=[i+" rc = outputLoc;",s[r-1]+" += 1;\n if("+c+") {\n ",1===r?"":"}\n rc = outputLoc;\n "+s[r-2]+" += 1;\n if("+s[r-2]+" < "+this.outputShape[r-2]+") {",1===r?"":" "+s[r-1]+" += 1;\n if("+c+") {"],h=1===r?"rc < start || rc >= end":"any(lessThan(rc, start)) || any(greaterThanEqual(rc, end))",p="",d=0,m=1===r?2:4;d= "+t.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+c+";\n wC += "+s+") {\n int xC = xCCorner + wC;\n\n if (xC < 0 || xC >= "+t.inWidth+") {\n continue;\n }\n\n float value = getX(batch, xR, xC, d);\n\n // If a min / max value has already been found, use it. If not,\n // use the current value.\n float currMinMaxValue = mix(\n value, minMaxValue, minMaxValueFound);\n if (value >= currMinMaxValue) {\n minMaxValue = value;\n minMaxValueFound = 1.0;\n minMaxPosition = wR * "+c+" + wC;\n }\n }\n }\n setOutput(float(minMaxPosition));\n }\n ";else{var d=e+"("+e+"("+e+"(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])";"avg"===e&&(d="avgValue / count");var m=4*Math.floor(r/4),v=r%4,g="\n if ("+h+") {\n avgValue += dot(values, ones);\n } else {\n minMaxValue = max(values, minMaxValue);\n }\n ";this.userCode="\n const ivec2 strides = ivec2("+i+", "+o+");\n const ivec2 pads = ivec2("+l+", "+f+");\n const float initializationValue = "+p+";\n const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0);\n\n float count = 0.0;\n\n float getValue(int batch, int xR, int xC, int d) {\n if (xC < 0 || xC >= "+t.inWidth+") {\n return initializationValue;\n }\n count += 1.0;\n return getX(batch, xR, xC, d);\n }\n\n void main() {\n ivec4 coords = getOutputCoords();\n int batch = coords[0];\n int d = coords[3];\n\n ivec2 xRCCorner = coords.yz * strides - pads;\n int xRCorner = xRCCorner.x;\n int xCCorner = xRCCorner.y;\n\n // max/min x(?, ?, d) to get y(yR, yC, d).\n // ? = to be determined\n vec4 minMaxValue = vec4("+p+");\n float avgValue = 0.0;\n count = 0.0;\n\n for (int wR = 0; wR < "+u+";\n wR += "+a+") {\n int xR = xRCorner + wR;\n\n if (xR < 0 || xR >= "+t.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+m+"; wC += 4) {\n int xC = xCCorner + wC * "+s+";\n\n vec4 values = vec4(\n getValue(batch, xR, xC, d),\n getValue(batch, xR, xC + "+s+", d),\n getValue(batch, xR, xC + 2 * "+s+", d),\n getValue(batch, xR, xC + 3 * "+s+", d)\n );\n\n "+g+"\n }\n\n int xC = xCCorner + "+m+";\n if ("+(1===v)+") {\n vec4 values = vec4(\n getValue(batch, xR, xC, d),\n initializationValue,\n initializationValue,\n initializationValue\n );\n\n "+g+"\n } else if ("+(2===v)+") {\n vec4 values = vec4(\n getValue(batch, xR, xC, d),\n getValue(batch, xR, xC + "+s+", d),\n initializationValue,\n initializationValue\n );\n\n "+g+"\n } else if ("+(3===v)+") {\n vec4 values = vec4(\n getValue(batch, xR, xC, d),\n getValue(batch, xR, xC + "+s+", d),\n getValue(batch, xR, xC + 2 * "+s+", d),\n initializationValue\n );\n\n "+g+"\n }\n }\n setOutput("+d+");\n }\n "}},Qo=function(t,e,n){if(this.variableNames=["x"],"avg"===e&&n)throw new Error("Cannot compute positions for average pool.");var r=t.filterWidth,i=t.strideDepth,o=t.strideHeight,a=t.strideWidth,s=t.dilationDepth,u=t.dilationHeight,c=t.dilationWidth,l=t.effectiveFilterDepth,f=t.effectiveFilterHeight,h=t.effectiveFilterWidth,p=t.padInfo.front,d=t.padInfo.top,m=t.padInfo.left;this.outputShape=t.outShape;var v="avg"===e,g="0.0";if(v||(g="-1.0 / 1e-20"),n)this.userCode="\n const ivec3 strides =\n ivec3("+i+", "+o+", "+a+");\n const ivec3 pads = ivec3("+p+", "+d+", "+m+");\n\n void main() {\n ivec5 coords = getOutputCoords();\n int batch = coords.x;\n int ch = coords.u;\n\n ivec3 xCorner = ivec3(coords.y, coords.z, coords.w) * strides - pads;\n int xDCorner = xCorner.x;\n int xRCorner = xCorner.y;\n int xCCorner = xCorner.z;\n\n // max/min x(?, ?, ?, ch) to get y(yD, yR, yC, ch).\n // ? = to be determined\n float minMaxValue = 0.0;\n float minMaxValueFound = 0.0;\n int minMaxPosition = 0;\n\n for (int wD = 0; wD < "+l+";\n wD += "+s+") {\n int xD = xDCorner + wD;\n\n if (xD < 0 || xD >= "+t.inDepth+") {\n continue;\n }\n\n for (int wR = 0; wR < "+f+";\n wR += "+u+") {\n int xR = xRCorner + wR;\n\n if (xR < 0 || xR >= "+t.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+h+";\n wC += "+c+") {\n int xC = xCCorner + wC;\n\n if (xC < 0 || xC >= "+t.inWidth+") {\n continue;\n }\n\n float value = getX(batch, xD, xR, xC, ch);\n\n // If a min / max value has already been found, use it. If not,\n // use the current value.\n float currMinMaxValue = mix(\n value, minMaxValue, minMaxValueFound);\n if (value >= currMinMaxValue) {\n minMaxValue = value;\n minMaxValueFound = 1.0;\n minMaxPosition =\n wD * "+f+" * "+h+" +\n wR * "+h+" + wC;;\n }\n }\n }\n }\n setOutput(float(minMaxPosition));\n }\n ";else{var y=e+"("+e+"("+e+"(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])";"avg"===e&&(y="avgValue / count");var b=4*Math.floor(r/4),w=r%4,x="\n if ("+v+") {\n avgValue += dot(values, ones);\n } else {\n minMaxValue = max(values, minMaxValue);\n }\n ";this.userCode="\n const ivec3 strides =\n ivec3("+i+", "+o+", "+a+");\n const ivec3 pads = ivec3("+p+", "+d+", "+m+");\n const float initializationValue = "+g+";\n const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0);\n\n float count = 0.0;\n\n float getValue(int batch, int xD, int xR, int xC, int ch) {\n if (xC < 0 || xC >= "+t.inWidth+") {\n return initializationValue;\n }\n count += 1.0;\n return getX(batch, xD, xR, xC, ch);\n }\n\n void main() {\n ivec5 coords = getOutputCoords();\n int batch = coords.x;\n int ch = coords.u;\n\n ivec3 xCorner = ivec3(coords.y, coords.z, coords.w) * strides - pads;\n int xDCorner = xCorner.x;\n int xRCorner = xCorner.y;\n int xCCorner = xCorner.z;\n\n // max/min x(?, ?, ?, d) to get y(yD, yR, yC, ch).\n // ? = to be determined\n vec4 minMaxValue = vec4("+g+");\n float avgValue = 0.0;\n count = 0.0;\n\n for (int wD = 0; wD < "+l+";\n wD += "+s+") {\n int xD = xDCorner + wD;\n\n if (xD < 0 || xD >= "+t.inDepth+") {\n continue;\n }\n\n for (int wR = 0; wR < "+f+";\n wR += "+u+") {\n int xR = xRCorner + wR;\n\n if (xR < 0 || xR >= "+t.inHeight+") {\n continue;\n }\n\n for (int wC = 0; wC < "+b+"; wC += 4) {\n int xC = xCCorner + wC * "+c+";\n\n vec4 values = vec4(\n getValue(batch, xD, xR, xC, ch),\n getValue(batch, xD, xR, xC + "+c+", ch),\n getValue(batch, xD, xR, xC + 2 * "+c+", ch),\n getValue(batch, xD, xR, xC + 3 * "+c+", ch)\n );\n\n "+x+"\n }\n\n int xC = xCCorner + "+b+";\n if ("+(1===w)+") {\n vec4 values = vec4(\n getValue(batch, xD, xR, xC, ch),\n initializationValue,\n initializationValue,\n initializationValue\n );\n\n "+x+"\n } else if ("+(2===w)+") {\n vec4 values = vec4(\n getValue(batch, xD, xR, xC, ch),\n getValue(batch, xD, xR, xC + "+c+", ch),\n initializationValue,\n initializationValue\n );\n\n "+x+"\n } else if ("+(3===w)+") {\n vec4 values = vec4(\n getValue(batch, xD, xR, xC, ch),\n getValue(batch, xD, xR, xC + "+c+", ch),\n getValue(batch, xD, xR, xC + 2 * "+c+", ch),\n initializationValue\n );\n\n "+x+"\n }\n }\n setOutput("+y+");\n }\n }\n "}},ta=function(t,e){this.variableNames=["x"];var n=t.windowSize,r=t.batchSize,i=t.inSize,o=Math.ceil(i/n);this.outputShape=[r,o];var a="0.0",s="";"prod"===e?a="1.0":"min"===e?(a="1.0 / 1e-20",s="min"):"max"===e&&(a="-1.0 / 1e-20",s="max");var u=e+"("+e+"("+e+"(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])";"sum"===e?u="sumValue":"prod"===e?u="prodValue":"all"===e?u="allValue":"any"===e&&(u="anyValue");var c=4*Math.floor(n/4),l=n%4,f="\n if ("+("sum"===e)+") {\n sumValue += dot(values, ones);\n } else if ("+("prod"===e)+") {\n vec2 tmp = vec2(values[0], values[1]) * vec2(values[2], values[3]);\n prodValue *= tmp[0] * tmp[1];\n } else {\n minMaxValue = "+s+"(values, minMaxValue);\n }\n ",h="vec4";"all"===e?(a="1.0",f="\n bool reducedAllValue = all(values);\n float floatedReducedAllValue = float(reducedAllValue);\n allValue = float(allValue >= 1.0 && floatedReducedAllValue >= 1.0);\n ",h="bvec4"):"any"===e&&(a="0.0",f="\n bool reducedAnyValue = any(values);\n float floatedReducedAnyValue = float(reducedAnyValue);\n anyValue = float(anyValue >= 1.0 || floatedReducedAnyValue >= 1.0);\n ",h="bvec4");var p="";i%n>0&&(p="\n if (inIdx < 0 || inIdx >= "+i+") {\n return initializationValue;\n }\n "),this.userCode="\n const float initializationValue = "+a+";\n const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0);\n\n float getValue(int batch, int inIdx) {\n "+p+"\n return getX(batch, inIdx);\n }\n\n void main() {\n ivec2 coords = getOutputCoords();\n int batch = coords[0];\n int outIdx = coords[1];\n int inOffset = outIdx * "+n+";\n\n vec4 minMaxValue = vec4("+a+");\n float prodValue = 1.0;\n float sumValue = 0.0;\n float allValue = 1.0;\n float anyValue = 0.0;\n\n for (int i = 0; i < "+c+"; i += 4) {\n int inIdx = inOffset + i;\n "+h+" values = "+h+"(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n getValue(batch, inIdx + 2),\n getValue(batch, inIdx + 3)\n );\n\n "+f+"\n }\n\n int inIdx = inOffset + "+c+";\n if ("+(1===l)+") {\n "+h+" values = "+h+"(\n getValue(batch, inIdx),\n initializationValue,\n initializationValue,\n initializationValue\n );\n\n "+f+"\n } else if ("+(2===l)+") {\n "+h+" values = "+h+"(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n initializationValue,\n initializationValue\n );\n\n "+f+"\n } else if ("+(3===l)+") {\n "+h+" values = "+h+"(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n getValue(batch, inIdx + 2),\n initializationValue\n );\n\n "+f+"\n }\n setOutput("+u+");\n }\n "},ea=function(t,e){this.variableNames=["A"],this.usesPackedTextures=!0,this.outputShape=t;for(var n="",r=0;r<4;r++){var i="thisRC = rc;";r%2==1&&(i+="thisRC.z += 1;"),r>1&&(i+="thisRC.y += 1;"),n+="\n "+i+"\n "+(r>0?"if(thisRC.y < rows && thisRC.z < cols){":"")+"\n int flatIndex = getFlatIndex(thisRC);\n\n ivec3 inputRC = inputCoordsFromReshapedOutCoords(flatIndex);\n vec2 inputRCInnerDims = vec2(float(inputRC.y),float(inputRC.z));\n\n result["+r+"] =\n getChannel(getA(inputRC.x, inputRC.y, inputRC.z), inputRCInnerDims);\n "+(r>0?"}":"")+"\n "}this.userCode="\n \n ivec3 inputCoordsFromReshapedOutCoords(int index) {\n "+di(["r","c","d"],e)+"\n return ivec3(r, c, d);\n }\n \n "+mi(t)+"\n\n void main() {\n ivec3 rc = getOutputCoords();\n\n vec4 result = vec4(0.);\n\n ivec3 thisRC;\n int rows = "+t[1]+";\n int cols = "+t[2]+";\n\n "+n+"\n\n setOutput(result);\n }\n "},na=function(t,e,n){this.variableNames=["dy"],this.outputShape=[],this.outputShape=e.shape;var r=e.shape,i=r[1],o=r[2],a=t.shape,s=a[1],u=a[2],c=[n&&s>1?i-1:i,n&&u>1?o-1:o],l=[n&&s>1?s-1:s,n&&u>1?u-1:u],f=c[0]/l[0],h=c[1]/l[1],p=1/f,d=1/h,m=2*Math.ceil(p)+2,v=2*Math.ceil(d)+2;this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n int r = coords[1];\n int c = coords[2];\n\n float accumulator = 0.0;\n\n const float heightScale = float("+f+");\n const float widthScale = float("+h+");\n\n const float invHeightScale = float("+p+");\n const float invWidthScale = float("+d+");\n\n const int winHeight = int("+m+");\n const int winWidth = int("+v+");\n\n // Compute bounds for where in dy we will look\n float startRLerp = floor(float(r) * invHeightScale);\n int startDyR = int(startRLerp - float(winHeight / 2));\n\n float startCLerp = floor(float(c) * invWidthScale);\n int startDyC = int(startCLerp - float(winWidth / 2));\n\n // Loop over dy\n for (int dyROffset = 0; dyROffset < winHeight; dyROffset++) {\n int dyR = dyROffset + startDyR;\n\n // Guard against the window exceeding the bounds of dy\n if (dyR < 0 || dyR >= "+s+") {\n continue;\n }\n\n for (int dyCOffset = 0; dyCOffset < winWidth; dyCOffset++) {\n int dyC = dyCOffset + startDyC;\n\n // Guard against the window exceeding the bounds of dy\n if (dyC < 0 || dyC >= "+u+") {\n continue;\n }\n\n float dxR = float(dyR) * heightScale;\n int topDxRIndex = int(floor(dxR));\n int bottomDxRIndex = int(min(ceil(dxR), "+(i-1)+".0));\n float dxRLerp = dxR - float(topDxRIndex);\n float inverseDxRLerp = 1.0 - dxRLerp;\n\n float dxC = float(dyC) * widthScale;\n int leftDxCIndex = int(floor(dxC));\n int rightDxCIndex = int(min(ceil(dxC), "+(o-1)+".0));\n float dxCLerp = dxC - float(leftDxCIndex);\n float inverseDxCLerp = 1.0 - dxCLerp;\n\n if (r == topDxRIndex && c == leftDxCIndex) {\n // topLeft\n accumulator +=\n getDy(b, dyR, dyC, d) * inverseDxRLerp * inverseDxCLerp;\n }\n\n if (r == topDxRIndex && c == rightDxCIndex) {\n // topRight\n accumulator += getDy(b, dyR, dyC, d) * inverseDxRLerp * dxCLerp;\n }\n\n if (r == bottomDxRIndex && c == leftDxCIndex) {\n // bottomLeft\n accumulator += getDy(b, dyR, dyC, d) * dxRLerp * inverseDxCLerp;\n }\n\n if (r == bottomDxRIndex && c == rightDxCIndex) {\n // bottomRight\n accumulator += getDy(b, dyR, dyC, d) * dxRLerp * dxCLerp;\n }\n }\n }\n // End loop over dy\n\n setOutput(accumulator);\n }\n "},ra=function(t,e,n,r){this.variableNames=["A"],this.outputShape=[];var i=t[0],o=t[1],a=t[2],s=t[3];this.outputShape=[i,e,n,s];var u=[r&&e>1?o-1:o,r&&n>1?a-1:a],c=[r&&e>1?e-1:e,r&&n>1?n-1:n];this.userCode="\n const vec2 effectiveInputOverOutputRatioRC = vec2(\n "+u[0]/c[0]+",\n "+u[1]/c[1]+");\n const vec2 inputShapeRC = vec2("+o+".0, "+a+".0);\n\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n ivec2 yRC = coords.yz;\n\n // Fractional source index.\n vec2 sourceFracIndexRC = vec2(yRC) * effectiveInputOverOutputRatioRC;\n\n // Compute the four integer indices.\n ivec2 sourceFloorRC = ivec2(sourceFracIndexRC);\n ivec2 sourceCeilRC = ivec2(\n min(inputShapeRC - 1.0, ceil(sourceFracIndexRC)));\n\n float topLeft = getA(b, sourceFloorRC.x, sourceFloorRC.y, d);\n float bottomLeft = getA(b, sourceCeilRC.x, sourceFloorRC.y, d);\n float topRight = getA(b, sourceFloorRC.x, sourceCeilRC.y, d);\n float bottomRight = getA(b, sourceCeilRC.x, sourceCeilRC.y, d);\n\n vec2 fracRC = sourceFracIndexRC - vec2(sourceFloorRC);\n\n float top = topLeft + (topRight - topLeft) * fracRC.y;\n float bottom = bottomLeft + (bottomRight - bottomLeft) * fracRC.y;\n float newValue = top + (bottom - top) * fracRC.x;\n\n setOutput(newValue);\n }\n "},ia=function(t,e,n,r){this.variableNames=["A"],this.usesPackedTextures=!0,this.outputShape=[];var i=t[0],o=t[1],a=t[2],s=t[3];this.outputShape=[i,e,n,s];var u=[r&&e>1?o-1:o,r&&n>1?a-1:a],c=[r&&e>1?e-1:e,r&&n>1?n-1:n];this.userCode="\n const vec3 effectiveInputOverOutputRatioRC = vec3(\n "+u[0]/c[0]+",\n "+u[1]/c[1]+",\n "+u[1]/c[1]+");\n const vec3 inputShapeRC = vec3("+o+".0, "+a+".0,\n "+a+".0);\n\n float getAValue(int b, int r, int c, int d) {\n return getChannel(getA(b, r, c, d), vec2(c, d));\n }\n\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n // Calculate values for next column in yRC.z.\n ivec3 yRC = coords.yzz + ivec3(0, 0, 1);\n\n // Fractional source index.\n vec3 sourceFracIndexRC = vec3(yRC) * effectiveInputOverOutputRatioRC;\n\n // Compute the four integer indices.\n ivec3 sourceFloorRC = ivec3(sourceFracIndexRC);\n ivec3 sourceCeilRC = ivec3(\n min(inputShapeRC - 1.0, ceil(sourceFracIndexRC)));\n \n // Should we calculate next column and row elements in 2x2 packed cell.\n bool hasNextCol = d < "+(s-1)+"; \n bool hasNextRow = coords.z < "+(n-1)+";\n\n // In parallel, construct four corners for all four components in\n // packed 2x2 cell.\n vec4 topLeft = vec4(\n getAValue(b, sourceFloorRC.x, sourceFloorRC.y, d),\n hasNextCol ? getAValue(b, sourceFloorRC.x, sourceFloorRC.y, d + 1)\n : 0.0,\n hasNextRow ? getAValue(b, sourceFloorRC.x, sourceFloorRC.z, d)\n : 0.0,\n (hasNextRow && hasNextCol) ?\n getAValue(b, sourceFloorRC.x, sourceFloorRC.z, d + 1) : 0.0);\n\n vec4 bottomLeft = vec4(\n getAValue(b, sourceCeilRC.x, sourceFloorRC.y, d),\n hasNextCol ? getAValue(b, sourceCeilRC.x, sourceFloorRC.y, d + 1)\n : 0.0,\n hasNextRow ? getAValue(b, sourceCeilRC.x, sourceFloorRC.z, d)\n : 0.0,\n (hasNextRow && hasNextCol) ?\n getAValue(b, sourceCeilRC.x, sourceFloorRC.z, d + 1) : 0.0);\n\n vec4 topRight = vec4(\n getAValue(b, sourceFloorRC.x, sourceCeilRC.y, d),\n hasNextCol ? getAValue(b, sourceFloorRC.x, sourceCeilRC.y, d + 1)\n : 0.0,\n hasNextRow ? getAValue(b, sourceFloorRC.x, sourceCeilRC.z, d)\n : 0.0,\n (hasNextRow && hasNextCol) ?\n getAValue(b, sourceFloorRC.x, sourceCeilRC.z, d + 1) : 0.0);\n\n vec4 bottomRight = vec4(\n getAValue(b, sourceCeilRC.x, sourceCeilRC.y, d),\n hasNextCol ? getAValue(b, sourceCeilRC.x, sourceCeilRC.y, d + 1)\n : 0.0,\n hasNextRow ? getAValue(b, sourceCeilRC.x, sourceCeilRC.z, d)\n : 0.0,\n (hasNextRow && hasNextCol) ?\n getAValue(b, sourceCeilRC.x, sourceCeilRC.z, d + 1) : 0.0);\n\n vec3 fracRC = sourceFracIndexRC - vec3(sourceFloorRC);\n\n vec4 top = mix(topLeft, topRight, fracRC.yyzz);\n vec4 bottom = mix(bottomLeft, bottomRight, fracRC.yyzz);\n vec4 newValue = mix(top, bottom, fracRC.x);\n\n setOutput(newValue);\n }\n "},oa=function(t,e,n){this.variableNames=["dy"],this.outputShape=[],this.outputShape=e.shape;var r=e.shape,i=r[1],o=r[2],a=t.shape,s=a[1],u=a[2],c=[n&&s>1?i-1:i,n&&u>1?o-1:o],l=[n&&s>1?s-1:s,n&&u>1?u-1:u],f=c[0]/l[0],h=c[1]/l[1],p=1/f,d=1/h,m=2*Math.ceil(p)+2,v=2*Math.ceil(d)+2;this.userCode="\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n int r = coords[1];\n int c = coords[2];\n\n float accumulator = 0.0;\n\n const float heightScale = float("+f+");\n const float widthScale = float("+h+");\n\n const float invHeightScale = float("+p+");\n const float invWidthScale = float("+d+");\n\n const int winHeight = int("+m+");\n const int winWidth = int("+v+");\n\n // Compute bounds for where in dy we will look\n float startRLerp = floor(float(r) * invHeightScale);\n int startDyR = int(floor(startRLerp - float(winHeight / 2)));\n\n float startCLerp = floor(float(c) * invWidthScale);\n int startDyC = int(floor(startCLerp - float(winWidth / 2)));\n\n // Loop over dy\n for (int dyROffset = 0; dyROffset < winHeight; dyROffset++) {\n int dyR = dyROffset + startDyR;\n\n // Guard against the window exceeding the bounds of dy\n if (dyR < 0 || dyR >= "+s+") {\n continue;\n }\n\n for (int dyCOffset = 0; dyCOffset < winWidth; dyCOffset++) {\n int dyC = dyCOffset + startDyC;\n\n // Guard against the window exceeding the bounds of dy\n if (dyC < 0 || dyC >= "+u+") {\n continue;\n }\n\n float sourceFracRow =\n float("+c[0]+") *\n (float(dyR) / float("+l[0]+"));\n\n float sourceFracCol =\n float("+c[1]+") *\n (float(dyC) / float("+l[1]+"));\n\n int sourceNearestRow = int(min(\n float(int("+i+") - 1),\n "+n+" ? float(round(sourceFracRow)) :\n float(floor(sourceFracRow))));\n\n int sourceNearestCol = int(min(\n float(int("+o+") - 1),\n "+n+" ? float(round(sourceFracCol)) :\n float(floor(sourceFracCol))));\n\n if (r == sourceNearestRow && c == sourceNearestCol) {\n accumulator += getDy(b, dyR, dyC, d);\n }\n }\n }\n // End loop over dy\n\n setOutput(accumulator);\n }\n "},aa=function(t,e,n,r){this.variableNames=["A"],this.outputShape=[];var i=t[0],o=t[1],a=t[2],s=t[3];this.outputShape=[i,e,n,s];var u=[r&&e>1?o-1:o,r&&n>1?a-1:a],c=[r&&e>1?e-1:e,r&&n>1?n-1:n],l=r?"0.5":"0.0";this.userCode="\n const vec2 effectiveInputOverOutputRatioRC = vec2(\n "+u[0]/c[0]+",\n "+u[1]/c[1]+");\n const vec2 inputShapeRC = vec2("+o+".0, "+a+".0);\n\n void main() {\n ivec4 coords = getOutputCoords();\n int b = coords[0];\n int d = coords[3];\n ivec2 yRC = coords.yz;\n\n // Fractional source index.\n vec2 sourceFracIndexRC = vec2(yRC) * effectiveInputOverOutputRatioRC;\n\n // Compute the coordinators of nearest neighbor point.\n ivec2 sourceNearestRC = ivec2(\n min(inputShapeRC - 1.0, floor(sourceFracIndexRC + "+l+")));\n\n float newValue = getA(b, sourceNearestRC.x, sourceNearestRC.y, d);\n\n setOutput(newValue);\n }\n "},sa=function(t,e){this.variableNames=["x"];var n=t.length;if(n>4)throw new Error("WebGL backend: Reverse of rank-"+n+" tensor is not yet supported");if(this.outputShape=t,1!==n){var r=t.map((function(n,r){return function(n){return-1!==e.indexOf(n)&&1!==t[n]?t[n]+" - coords["+n+"] - 1":"coords["+n+"]"}(r)})).join(","),i=Ni(n);this.userCode="\n void main() {\n "+i+" coords = getOutputCoords();\n setOutput(getX("+r+"));\n }\n "}else this.userCode="\n void main() {\n int coord = getOutputCoords();\n setOutput(getX("+t[0]+" - coord - 1));\n }\n "},ua=function(t,e){this.variableNames=["x"],this.usesPackedTextures=!0;var n=t.length;if(n>4)throw new Error("WebGL backend: Reverse of rank-"+n+" tensor is not yet supported");this.outputShape=t;var r=hi("rc",n),i=r[n-1]+" + 1 < "+this.outputShape[n-1],o=r[n-2]+" + 1 < "+this.outputShape[n-2],a=Ni(n);function s(n){var r=t.map((function(r,i){return function(n,r){return-1!==e.indexOf(n)&&1!==t[n]?t[n]+" - "+r[n]+" - 1":""+r[n]}(i,n)}));return"getChannel(getX("+r.join(",")+"), vec2("+r.slice(-2).join(",")+"))"}this.userCode=1===n?"\n void main(){\n int rc = getOutputCoords();\n vec4 result = vec4(0.);\n result.r = getChannel(getX("+t[0]+" - rc - 1),\n "+t[0]+" - rc - 1);\n if("+i+"){\n result.g = getChannel(getX("+t[0]+" - (rc + 1) - 1),\n "+t[0]+" - (rc + 1) - 1);\n }\n setOutput(result);\n }\n ":"\n void main() {\n "+a+" rc = getOutputCoords();\n vec4 result = vec4(0.);\n result.r = "+function(t){return s(t)}(r.slice())+";\n if("+i+"){\n result.g = "+function(t){return t[n-1]="("+t[n-1]+" + 1)",s(t)}(r.slice())+";\n }\n if("+o+") {\n result.b = "+function(t){return t[n-2]="("+t[n-2]+" + 1)",s(t)}(r.slice())+";\n if("+i+") {\n result.a = "+function(t){return t[n-1]="("+t[n-1]+" + 1)",t[n-2]="("+t[n-2]+" + 1)",s(t)}(r.slice())+";\n }\n }\n setOutput(result);\n }\n "},ca=function(t,e,n,r,i,o,a){void 0===a&&(a=!0),this.variableNames=["updates","indices","defaultValue"],this.outputShape=o;var s=Ni(i.length),u=Ni(o.length),c="";1===n?c="i":2===n&&(c="i, j");var l="getIndices("+c+")",f="";1===r?f="i":2===r&&(f="i, coords[1]");var h="getUpdates("+f+")",p=e>1?"strides[j]":"strides";this.userCode="\n "+s+" strides = "+s+"("+i+");\n\n void main() {\n "+u+" coords = getOutputCoords();\n float sum = 0.0;\n bool found = false;\n for (int i = 0; i < "+t+"; i++) {\n int flattenedIndex = 0;\n for (int j = 0; j < "+e+"; j++) {\n int index = round("+l+");\n flattenedIndex += index * "+p+";\n }\n if (flattenedIndex == coords[0]) {\n sum += "+h+";\n found = true;\n }\n }\n setOutput(mix(getDefaultValue(), sum, float(found)));\n }\n "},la=function(t,e){this.variableNames=["x","segmentIds"];var n=t.windowSize,r=t.batchSize,i=t.inSize,o=t.numSegments,a=o*Math.ceil(i/n);this.outputShape=[r,a];var s=4*Math.floor(n/4),u=n%4,c="\n sumValue += dot(values, segFilter);\n ",l="";i%n>0&&(l="\n if (inIdx < 0 || inIdx >= "+i+") {\n return initializationValue;\n }\n ");var f="";i%n>0&&(f="\n if (inIdx < 0 || inIdx >= "+i+") {\n return -1.0;\n }\n "),this.userCode="\n const float initializationValue = 0.0;\n\n float getValue(int batch, int inIdx) {\n "+l+"\n return getX(batch, inIdx);\n }\n\n float getSegmentIdAtIndex(int inIdx) {\n "+f+"\n return getSegmentIds(inIdx);\n }\n\n void main() {\n ivec2 coords = getOutputCoords();\n int batch = coords[0];\n int outIdx = coords[1];\n int inOffset = int(floor(float(outIdx) / float(\n "+o+")) * float("+n+"));\n int currentSeg = int(mod(float(outIdx), float("+o+")));\n\n float sumValue = 0.0;\n\n for (int i = 0; i < "+s+"; i += 4) {\n int inIdx = inOffset + i;\n vec4 values = vec4(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n getValue(batch, inIdx + 2),\n getValue(batch, inIdx + 3)\n );\n\n vec4 segFilter = vec4(\n int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 2)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 3)) == currentSeg ? 1 : 0\n );\n\n "+c+"\n }\n\n int inIdx = inOffset + "+s+";\n if ("+(1===u)+") {\n vec4 values = vec4(\n getValue(batch, inIdx),\n initializationValue,\n initializationValue,\n initializationValue\n );\n\n int inIdxSeg = int(getSegmentIdAtIndex(inIdx));\n\n vec4 segFilter = vec4(\n int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n 0,\n 0,\n 0\n );\n\n "+c+"\n } else if ("+(2===u)+") {\n vec4 values = vec4(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n initializationValue,\n initializationValue\n );\n\n vec4 segFilter = vec4(\n int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,\n 0,\n 0\n );\n\n "+c+"\n } else if ("+(3===u)+") {\n vec4 values = vec4(\n getValue(batch, inIdx),\n getValue(batch, inIdx + 1),\n getValue(batch, inIdx + 2),\n initializationValue\n );\n\n vec4 segFilter = vec4(\n int(getSegmentIdAtIndex(inIdx)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 1)) == currentSeg ? 1 : 0,\n int(getSegmentIdAtIndex(inIdx + 2)) == currentSeg ? 1 : 0,\n 0\n );\n\n "+c+"\n }\n setOutput(sumValue);\n }\n "},fa=function(t,e,n){var r,i;if(this.variableNames=["c","a","b"],this.outputShape=e,n>4)throw Error("Where for rank "+n+" is not yet supported");if(1===n)i="resRC",r="resRC";else{for(var o=["resRC.x","resRC.y","resRC.z","resRC.w"],a=[],s=[],u=0;u= 1.0) {\n setOutput(getA("+i+"));\n } else {\n setOutput(getB("+i+"));\n }\n }\n "},ha=function(){function t(t){this.variableNames=["source"],this.outputShape=t,this.rank=t.length;var e,n=Ni(this.rank),r="uniform int start["+this.rank+"];",i=function(t){if(1===t)return"sourceLoc";if(t<=6)return pa.slice(0,t).map((function(t){return"sourceLoc."+t})).join(",");throw Error("Slicing for rank "+t+" is not yet supported")}(this.rank);e="\n "+n+" sourceLoc;\n "+n+" coords = getOutputCoords();\n "+t.map((function(t,e){return"sourceLoc."+pa[e]+" = start["+e+"] + coords."+pa[e]+";"})).join("\n")+"\n ",this.userCode="\n "+r+"\n void main() {\n "+e+"\n setOutput(getSource("+i+"));\n }\n "}return t.prototype.getCustomSetupFunc=function(t){var e=this;if(t.length!==this.rank)throw Error("The rank ("+this.rank+") of the program must match the length of start ("+t.length+")");return function(n,r){null==e.startLoc&&(e.startLoc=n.getUniformLocationNoThrow(r,"start"),null==e.startLoc)||n.gl.uniform1iv(e.startLoc,t)}},t}(),pa=["x","y","z","w","u","v"],da=function(){function t(t){this.variableNames=["source"],this.usesPackedTextures=!0,this.outputShape=t,this.rank=t.length;var e=Ni(this.rank),n=hi("coords",this.rank),r=hi("sourceLoc",this.rank),i=1===this.rank?"sourceLoc":"vec2("+r.slice(-2).join()+")",o="getChannel(getSource("+r.join()+"), "+i+")",a="\n result.x = "+o+";\n if (++"+n[this.rank-1]+" < "+t[this.rank-1]+") {\n ++"+r[this.rank-1]+";\n result.y = "+o+";\n --"+r[this.rank-1]+";\n }\n ",s=1===this.rank?"":"\n --"+n[this.rank-1]+";\n if (++"+n[this.rank-2]+" < "+t[this.rank-2]+") {\n ++"+r[this.rank-2]+";\n result.z = "+o+";\n if (++"+n[this.rank-1]+" < "+t[this.rank-1]+") {\n ++"+r[this.rank-1]+";\n result.w = "+o+";\n }\n }\n ",u=this.rank<=4?"sourceLoc = coords +\n "+e+"("+t.map((function(t,e){return"start["+e+"]"})).join()+");":t.map((function(t,e){return r[e]+" = "+n[e]+" + start["+e+"];"})).join("\n");this.userCode="\n uniform int start["+this.rank+"];\n void main() {\n "+e+" coords = getOutputCoords();\n "+e+" sourceLoc;\n "+u+" \n vec4 result = vec4(0.);\n "+a+"\n "+s+"\n setOutput(result);\n }\n "}return t.prototype.getCustomSetupFunc=function(t){var e=this;if(t.length!==this.rank)throw Error("The rank ("+this.rank+") of the program must match the length of start ("+t.length+")");return function(n,r){null==e.startLoc&&(e.startLoc=n.getUniformLocationNoThrow(r,"start"),null==e.startLoc)||n.gl.uniform1iv(e.startLoc,t)}},t}(),ma=function(t,e,n){this.variableNames=["x"],this.outputShape=n;var r=n.length,i=Ni(n.length),o=Ni(n.length),a="";if(1===r)a="coords * strides + begin";else{var s=0;a=n.map((function(t,e){return s++,1===n.length?"coords * strides["+e+"] + begin["+e+"]":"coords["+(s-1)+"] * strides["+e+"] + begin["+e+"]"})).join(",")}this.userCode="\n "+i+" begin = "+i+"("+t+");\n "+i+" strides = "+i+"("+e+");\n\n void main() {\n "+o+" coords = getOutputCoords();\n setOutput(getX("+a+"));\n }\n "},va=function(){function t(t){this.gpgpu=t,this.numUsedTextures=0,this.numFreeTextures=0,this.freeTextures={},this.logEnabled=!1,this.usedTextures={}}return t.prototype.acquireTexture=function(t,e,n){var r,i=ga(e,n),o=ya(t,i,n);if(o in this.freeTextures||(this.freeTextures[o]=[]),o in this.usedTextures||(this.usedTextures[o]=[]),this.freeTextures[o].length>0){this.numFreeTextures--,this.numUsedTextures++,this.log();var a=this.freeTextures[o].shift();return this.usedTextures[o].push(a),a}return this.numUsedTextures++,this.log(),i===jt.PACKED_2X2_FLOAT32?r=this.gpgpu.createPackedMatrixTexture(t[0],t[1]):i===jt.PACKED_2X2_FLOAT16?r=this.gpgpu.createFloat16PackedMatrixTexture(t[0],t[1]):i===jt.UNPACKED_FLOAT32?r=this.gpgpu.createFloat32MatrixTexture(t[0],t[1]):i===jt.UNPACKED_FLOAT16?r=this.gpgpu.createFloat16MatrixTexture(t[0],t[1]):i===jt.PACKED_4X1_UNSIGNED_BYTE&&(r=this.gpgpu.createUnsignedBytesMatrixTexture(t[0],t[1])),this.usedTextures[o].push(r),r},t.prototype.releaseTexture=function(t,e,n,r){if(null!=this.freeTextures){var i=ya(e,ga(n,r),r);i in this.freeTextures||(this.freeTextures[i]=[]),this.freeTextures[i].push(t),this.numFreeTextures++,this.numUsedTextures--;var o=this.usedTextures[i],a=o.indexOf(t);if(a<0)throw new Error("Cannot release a texture that was never provided by this texture manager");o.splice(a,1),this.log()}},t.prototype.log=function(){if(this.logEnabled){var t=this.numFreeTextures+this.numUsedTextures;console.log("Free/Used",this.numFreeTextures+" / "+this.numUsedTextures,"("+t+")")}},t.prototype.getNumUsedTextures=function(){return this.numUsedTextures},t.prototype.getNumFreeTextures=function(){return this.numFreeTextures},t.prototype.dispose=function(){var t=this;if(null!=this.freeTextures){for(var e in this.freeTextures)this.freeTextures[e].forEach((function(e){t.gpgpu.deleteMatrixTexture(e)}));for(var e in this.usedTextures)this.usedTextures[e].forEach((function(e){t.gpgpu.deleteMatrixTexture(e)}));this.freeTextures=null,this.usedTextures=null,this.numUsedTextures=0,this.numFreeTextures=0}},t}();function ga(t,e){if(t===Mt.UPLOAD)return jt.PACKED_2X2_FLOAT32;if(t===Mt.RENDER||null==t)return function(t){return f().getBool("WEBGL_RENDER_FLOAT32_ENABLED")?t?jt.PACKED_2X2_FLOAT32:jt.UNPACKED_FLOAT32:t?jt.PACKED_2X2_FLOAT16:jt.UNPACKED_FLOAT16}(e);if(t===Mt.DOWNLOAD||t===Mt.PIXELS)return jt.PACKED_4X1_UNSIGNED_BYTE;throw new Error("Unknown logical texture type "+t)}function ya(t,e,n){return t[0]+"_"+t[1]+"_"+e+"_"+n}var ba=function(t,e){this.variableNames=["A"];for(var n=new Array(t.length),r=0;r5)throw Error("Tile for rank "+e+" is not yet supported");if(1===e)return"imod(resRC, "+t[0]+")";for(var n=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u"],r=[],i=0;i6)throw Error("Transpose for rank "+e+" is not yet supported");for(var n=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u","resRC.v"],r=new Array(e),i=0;i6)throw Error("Packed transpose for rank "+this.rank+" is not yet supported.");var i=Ni(this.rank),o=fi("rc",this.rank),a=new Array(this.rank);for(r=0;r0?this.gpgpu.beginQuery():{startMs:Y(),endMs:null}},t.prototype.endTimer=function(t){return f().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")>0?(this.gpgpu.endQuery(),t):(t.endMs=Y(),t)},t.prototype.getQueryTime=function(t){return u(this,void 0,void 0,(function(){var e;return c(this,(function(n){return f().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")>0?[2,this.gpgpu.waitForQueryAndGetTime(t)]:[2,(e=t).endMs-e.startMs]}))}))},t.prototype.disposeData=function(t){if(!this.pendingDisposal.has(t))if(this.pendingRead.has(t))this.pendingDisposal.add(t);else if(this.texData.has(t)){this.releaseGPUData(t);var e=this.texData.get(t).complexTensors;null!=e&&(e.real.dispose(),e.imag.dispose()),this.texData.delete(t)}},t.prototype.releaseGPUData=function(t){var e=this.texData.get(t),n=e.texture,r=e.dtype,i=e.texShape,o=e.usage,a=e.isPacked,s=e.slice,u=s&&s.origDataId||t,c=this.dataRefCount.get(u);c>1?this.dataRefCount.set(u,c-1):(this.dataRefCount.delete(u),null!=n&&(this.numBytesInGPU-=this.computeBytes(i,r),this.textureManager.releaseTexture(n,i,o,a)));var l=this.texData.get(t);l.texture=null,l.texShape=null,l.isPacked=!1,l.slice=null},t.prototype.getTexture=function(t){return this.uploadToGPU(t),this.texData.get(t).texture},t.prototype.getDataInfo=function(t){return this.texData.get(t)},t.prototype.getCPUBackend=function(){return f().getBool("WEBGL_CPU_FORWARD")?(null==this.cpuBackend&&(this.cpuBackend=Tt.findBackend("cpu")),this.cpuBackend):null},t.prototype.shouldExecuteOnCPU=function(t,e){var n=this;return void 0===e&&(e=128),null!=this.getCPUBackend()&&t.every((function(t){return null==n.texData.get(t.dataId).texture&&t.sizef().getNumber("WEBGL_MAX_TEXTURES_IN_SHADER")){var i=Math.floor(t.length/2),o=this.concat(t.slice(0,i),e),a=this.concat(t.slice(i),e);return this.concat([o,a],e)}if(f().getBool("WEBGL_PACK_ARRAY_OPERATIONS")&&t[0].rank>1){var s=new qi(t.map((function(t){return t.shape})),e);return this.compileAndRun(s,t)}var u=on(t.map((function(t){return t.shape})),e),c=t.map((function(t){return t.as2D(-1,x(t.shape.slice(e)))})),l=new Wi(c.map((function(t){return t.shape})));return this.compileAndRun(l,c).reshape(u)},t.prototype.neg=function(t){if(this.shouldExecuteOnCPU([t]))return this.cpuBackend.neg(t);if(f().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(t,Ta,t.dtype);var e=new Na(t.shape,Ta);return this.compileAndRun(e,[t])},t.prototype.batchMatMul=function(t,e,n,r){var i=n?t.shape[2]:t.shape[1],o=r?e.shape[1]:e.shape[2],a=n?t.shape[1]:t.shape[2],s=t.shape[0];if((1===i||1===o)&&a>1e3){n&&(t=t.transpose([0,2,1])),r&&(e=e.transpose([0,2,1]));var u=1===o?t:t.as3D(s,a,1),c=1===o?2:1,l=1===o?e.as3D(s,1,a):e;return this.multiply(u,l).sum(c,!0)}var f=_t(t.dtype,e.dtype),h=new Go(t.shape,[s,i,o],n,r),p=this.makePackedTensor(h.outputShape,f);return this.compileAndRun(h,[t,e],p)},t.prototype.fusedBatchMatMul=function(t){var e=t.a,n=t.b,r=t.transposeA,i=t.transposeB,o=t.bias,a=t.activation,s=t.preluActivationWeights,u=r?e.shape[2]:e.shape[1],c=i?n.shape[1]:n.shape[2],l=e.shape[0],f=_t(e.dtype,n.dtype),h=null!=o,p=null!=s,d=a?qa(a,!0):null,m=new Go(e.shape,[l,u,c],r,i,h,d,p),v=this.makePackedTensor(m.outputShape,f),g=[e,n];return o&&g.push(o),s&&g.push(s),this.compileAndRun(m,g,v)},t.prototype.multiply=function(t,e){if("complex64"===t.dtype){var n=this.texData.get(t.dataId),r=this.texData.get(e.dataId),i=new Ri("return areal * breal - aimag * bimag;",t.shape,e.shape),o=new Ri("return areal * bimag + aimag * breal;",t.shape,e.shape),a=[this.makeComplexComponentTensorHandle(t,n.complexTensors.real),this.makeComplexComponentTensorHandle(t,n.complexTensors.imag),this.makeComplexComponentTensorHandle(e,r.complexTensors.real),this.makeComplexComponentTensorHandle(e,r.complexTensors.imag)],s=this.compileAndRun(i,a),u=this.compileAndRun(o,a),c=this.complex(s,u);return s.dispose(),u.dispose(),c}if(this.shouldExecuteOnCPU([t,e]))return this.cpuBackend.multiply(t,e);if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,ji,t.dtype);var l=new zi(ji,t.shape,e.shape),h=this.makeOutputArray(l.outputShape,t.dtype);return this.compileAndRun(l,[t,e],h)},t.prototype.batchNormalization=function(t,e,n,r,i,o){var a=[t,e,n],s=null;null!=o&&(s=o.shape,a.push(o));var u=null;if(null!=i&&(u=i.shape,a.push(i)),f().getBool("WEBGL_PACK_NORMALIZATION")){var c=new Ti(t.shape,e.shape,n.shape,s,u,r);return this.compileAndRun(c,a)}var l=new Ii(t.shape,e.shape,n.shape,s,u,r);return this.compileAndRun(l,a)},t.prototype.localResponseNormalization4D=function(t,e,n,r,i){var o=f().getBool("WEBGL_PACK_NORMALIZATION")?new Wo(t.shape,e,n,r,i):new Uo(t.shape,e,n,r,i);return this.compileAndRun(o,[t])},t.prototype.LRNGrad=function(t,e,n,r,i,o,a){var s=new Vo(e.shape,r,i,o,a);return this.compileAndRun(s,[e,n,t])},t.prototype.tile=function(t,e){if("string"===t.dtype){var n=this.readSync(t.dataId).map((function(t){return Q(t)}));return oi(Vn(t.shape,t.dtype,n),e)}var r=new ba(t.shape,e);return this.compileAndRun(r,[t])},t.prototype.pad=function(t,e,n){var r=f().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new Zo(t.shape,e,n):new Yo(t.shape,e,n);return this.compileAndRun(r,[t])},t.prototype.transpose=function(t,e){if(this.shouldExecuteOnCPU([t]))return this.cpuBackend.transpose(t,e);var n=f().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new xa(t.shape,e):new wa(t.shape,e);return this.compileAndRun(n,[t])},t.prototype.gather=function(t,e,n){if(this.shouldExecuteOnCPU([t,e]))return this.cpuBackend.gather(t,e,n);var r=new yo(t.shape,e.size,n);return this.compileAndRun(r,[t,e])},t.prototype.batchToSpaceND=function(t,e,n){g(t.rank<=4,(function(){return"batchToSpaceND for rank > 4 with a WebGL backend not implemented yet"}));var r=e.reduce((function(t,e){return t*e})),i=mr(t.shape,e,r),o=vr(i.length,e.length),a=gr(t.shape,e,r),s=yr(n,e.length),u=br(a,n,e.length);return t.reshape(i).transpose(o).reshape(a).slice(s,u)},t.prototype.spaceToBatchND=function(t,e,n){g(t.rank<=4,(function(){return"spaceToBatchND for rank > 4 with a WebGL backend not implemented yet"}));var r=e.reduce((function(t,e){return t*e})),i=[[0,0]];i.push.apply(i,n);for(var o=1+e.length;oe||n===t?r=!0:n=q(t,n+1);return n}(a,i),u=new la({windowSize:s,inSize:a,batchSize:o,numSegments:i},e),c=u.outputShape,l=c[0],f=c[1],h=this.makeOutputArray([l,f],r);return this.compileAndRun(u,[t,n],h),h.shape[1]===i?h:(n=xn(0,i).tile([a/s]),this.segOpCompute(h,e,n,r,i))},t.prototype.argMinMaxReduce=function(t,e,n){var r=[e];if(Qe("arg"+n.charAt(0).toUpperCase()+n.slice(1),r,t.rank),!f().getBool("WEBGL_PACK_REDUCE")||t.rank<=2){var i=Ze(t.shape,r),o=i[0],a=x(i[1]),s=t.as2D(-1,a);return this.argReduce(s,n).reshape(o)}return this.argReducePacked(t,n)},t.prototype.argMin=function(t,e){return this.argMinMaxReduce(t,e,"min")},t.prototype.argMax=function(t,e){return this.argMinMaxReduce(t,e,"max")},t.prototype.cumsum=function(t,e,n,r){if(e!==t.rank-1)throw new Error("WebGL cumsum shader expects an inner-most axis="+(t.rank-1)+" but got axis="+e);var i=new ro(t.shape,n,r);return this.compileAndRun(i,[t])},t.prototype.equal=function(t,e){if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,"\n return vec4(equal(a, b));\n","bool");var n=new zi("return float(a == b);",t.shape,e.shape),r=this.makeOutputArray(n.outputShape,"bool");return this.compileAndRun(n,[t,e],r)},t.prototype.notEqual=function(t,e){if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,"\n return vec4(notEqual(a, b));\n","bool");var n=new zi("return float(a != b);",t.shape,e.shape),r=this.makeOutputArray(n.outputShape,"bool");return this.compileAndRun(n,[t,e],r)},t.prototype.less=function(t,e){if(this.shouldExecuteOnCPU([t,e]))return this.cpuBackend.less(t,e);if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,"\n return vec4(lessThan(a, b));\n","bool");var n=new zi("return float(a < b);",t.shape,e.shape),r=this.makeOutputArray(n.outputShape,"bool");return this.compileAndRun(n,[t,e],r)},t.prototype.lessEqual=function(t,e){if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,"\n return vec4(lessThanEqual(a, b));\n","bool");var n=new zi("return float(a <= b);",t.shape,e.shape),r=this.makeOutputArray(n.outputShape,"bool");return this.compileAndRun(n,[t,e],r)},t.prototype.greater=function(t,e){if(this.shouldExecuteOnCPU([t,e]))return this.cpuBackend.greater(t,e);if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,"\n return vec4(greaterThan(a, b));\n","bool");var n=new zi("return float(a > b);",t.shape,e.shape),r=this.makeOutputArray(n.outputShape,"bool");return this.compileAndRun(n,[t,e],r)},t.prototype.greaterEqual=function(t,e){if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,"\n return vec4(greaterThanEqual(a, b));\n","bool");var n=new zi("return float(a >= b);",t.shape,e.shape),r=this.makeOutputArray(n.outputShape,"bool");return this.compileAndRun(n,[t,e],r)},t.prototype.logicalNot=function(t){var e=new Na(t.shape,"return float(!(x >= 1.0));");return this.compileAndRun(e,[t])},t.prototype.logicalAnd=function(t,e){if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,"\n return vec4(\n vec4(greaterThanEqual(a, vec4(1.0))) *\n vec4(greaterThanEqual(b, vec4(1.0))));\n","bool");var n=new zi("return float(a >= 1.0 && b >= 1.0);",t.shape,e.shape),r=this.makeOutputArray(n.outputShape,"bool");return this.compileAndRun(n,[t,e],r)},t.prototype.logicalOr=function(t,e){if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,"\n return min(\n vec4(greaterThanEqual(a, vec4(1.0))) +\n vec4(greaterThanEqual(b, vec4(1.0))),\n vec4(1.0));\n","bool");var n=new zi("return float(a >= 1.0 || b >= 1.0);",t.shape,e.shape),r=this.makeOutputArray(n.outputShape,"bool");return this.compileAndRun(n,[t,e],r)},t.prototype.select=function(t,e,n){var r=new fa(t.rank,e.shape,e.rank),i=this.makeOutputArray(r.outputShape,_t(e.dtype,n.dtype));return this.compileAndRun(r,[t,e,n],i)},t.prototype.where=function(t){qe("tf.where() in webgl locks the UI thread. Call tf.whereAsync() instead");var e=t.dataSync();return si(t.shape,e)},t.prototype.topk=function(t,e,n){return ai(t.dataSync(),t.shape,t.dtype,e)},t.prototype.min=function(t,e){Qe("min",e,t.rank);var n=Ze(t.shape,e),r=n[0],i=x(n[1]),o=t.as2D(-1,i);return this.reduce(o,"min",o.dtype).reshape(r)},t.prototype.minimum=function(t,e){if(this.shouldExecuteOnCPU([t,e]))return this.cpuBackend.minimum(t,e);var n=f().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Pi("\n vec4 result = vec4(min(a, b));\n vec4 isNaN = min(vec4(isnan(a)) + vec4(isnan(b)), vec4(1.0));\n \n result.r = isNaN.r > 0. ? NAN : result.r;\n result.g = isNaN.g > 0. ? NAN : result.g;\n result.b = isNaN.b > 0. ? NAN : result.b;\n result.a = isNaN.a > 0. ? NAN : result.a;\n\n return result;\n",t.shape,e.shape):new zi("\n if (isnan(a)) return a;\n if (isnan(b)) return b;\n\n return min(a, b);\n",t.shape,e.shape);return this.compileAndRun(n,[t,e])},t.prototype.mod=function(t,e){var n=f().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Pi("\n vec4 result = mod(a, b);\n vec4 isNaN = vec4(equal(b, vec4(0.0)));\n \n result.r = isNaN.r > 0. ? NAN : result.r;\n result.g = isNaN.g > 0. ? NAN : result.g;\n result.b = isNaN.b > 0. ? NAN : result.b;\n result.a = isNaN.a > 0. ? NAN : result.a;\n\n return result;\n",t.shape,e.shape):new zi("if (b == 0.0) return NAN;\n return mod(a, b);",t.shape,e.shape);return this.compileAndRun(n,[t,e])},t.prototype.max=function(t,e){if(this.shouldExecuteOnCPU([t]))return this.cpuBackend.max(t,e);Qe("max",e,t.rank);var n=Ze(t.shape,e),r=n[0],i=x(n[1]),o=t.as2D(-1,i);return this.reduce(o,"max",o.dtype).reshape(r)},t.prototype.maximum=function(t,e){if(this.shouldExecuteOnCPU([t,e]))return this.cpuBackend.maximum(t,e);var n=f().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Pi("\n vec4 result = vec4(max(a, b));\n vec4 isNaN = min(vec4(isnan(a)) + vec4(isnan(b)), vec4(1.0));\n \n result.r = isNaN.r > 0. ? NAN : result.r;\n result.g = isNaN.g > 0. ? NAN : result.g;\n result.b = isNaN.b > 0. ? NAN : result.b;\n result.a = isNaN.a > 0. ? NAN : result.a;\n\n return result;\n",t.shape,e.shape):new zi("\n if (isnan(a)) return a;\n if (isnan(b)) return b;\n\n return max(a, b);\n",t.shape,e.shape);return this.compileAndRun(n,[t,e])},t.prototype.all=function(t,e){Qe("all",e,t.rank);var n=Ze(t.shape,e),r=n[0],i=x(n[1]),o=t.as2D(-1,i);return this.reduce(o,"all",o.dtype).reshape(r)},t.prototype.any=function(t,e){Qe("any",e,t.rank);var n=Ze(t.shape,e),r=n[0],i=x(n[1]),o=t.as2D(-1,i);return this.reduce(o,"any",o.dtype).reshape(r)},t.prototype.squaredDifference=function(t,e){var n=f().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Pi("return (a - b) * (a - b);",t.shape,e.shape):new zi("return (a - b) * (a - b);",t.shape,e.shape);return this.compileAndRun(n,[t,e])},t.prototype.realDivide=function(t,e){if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,"\n // vec4 one = vec4(equal(a, b));\n // return one + (vec4(1.0) - one) * a / b;\n vec4 result = a / b;\n if(a.x == b.x) {\n result.x = 1.;\n }\n if(a.y == b.y) {\n result.y = 1.;\n }\n if(a.z == b.z) {\n result.z = 1.;\n }\n if(a.w == b.w) {\n result.w = 1.;\n }\n\n return result;\n","float32",!0);var n=new zi("\nif (a == b) {\n return 1.0;\n};\nreturn a / b;",t.shape,e.shape),r=this.makeOutputArray(n.outputShape,"float32");return this.compileAndRun(n,[t,e],r)},t.prototype.floorDiv=function(t,e){if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,"\n ivec4 ia = round(a);\n ivec4 ib = round(b);\n bvec4 cond = notEqual(ib, ivec4(0));\n ivec4 result = ivec4(0);\n vec4 s = sign(a) * sign(b);\n\n // Windows (D3D) wants guaranteed non-zero int division at compile-time.\n if (cond[0]) {\n result[0] = idiv(ia[0], ib[0], s[0]);\n }\n if (cond[1]) {\n result[1] = idiv(ia[1], ib[1], s[1]);\n }\n if (cond[2]) {\n result[2] = idiv(ia[2], ib[2], s[2]);\n }\n if (cond[3]) {\n result[3] = idiv(ia[3], ib[3], s[3]);\n }\n return vec4(result);\n","int32");var n=new zi("\n float s = sign(a) * sign(b);\n int ia = round(a);\n int ib = round(b);\n if (ib != 0) {\n // Windows (D3D) wants guaranteed non-zero int division at compile-time.\n return float(idiv(ia, ib, s));\n } else {\n return NAN;\n }\n",t.shape,e.shape),r=this.makeOutputArray(n.outputShape,"int32");return this.compileAndRun(n,[t,e],r)},t.prototype.add=function(t,e){if("complex64"===t.dtype&&"complex64"===e.dtype)return this.complexSeparableBinaryOp(t,e,Di);if(this.shouldExecuteOnCPU([t,e]))return this.cpuBackend.add(t,e);var n=_t(t.dtype,e.dtype);if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,Di,n);var r=new zi(Di,t.shape,e.shape),i=this.makeOutputArray(r.outputShape,n);return this.compileAndRun(r,[t,e],i)},t.prototype.packedUnaryOp=function(t,e,n){var r=new Ua(t.shape,e),i=this.makePackedTensor(r.outputShape,n);return this.compileAndRun(r,[t],i)},t.prototype.packedBinaryOp=function(t,e,n,r,i){void 0===i&&(i=!1);var o=new Pi(n,t.shape,e.shape,i),a=this.makePackedTensor(o.outputShape,r);return this.compileAndRun(o,[t,e],a)},t.prototype.complexSeparableBinaryOp=function(t,e,n){var r=this,i=this.texData.get(t.dataId),o=this.texData.get(e.dataId),a=[[i.complexTensors.real,o.complexTensors.real],[i.complexTensors.imag,o.complexTensors.imag]].map((function(i){var o=i[0],a=i[1],s=r.makeComplexComponentTensorHandle(t,o),u=r.makeComplexComponentTensorHandle(e,a),c=new zi(n,t.shape,e.shape),l=r.makeOutputArray(c.outputShape,_t(o.dtype,a.dtype));return r.compileAndRun(c,[s,u],l)})),s=a[0],u=a[1],c=this.complex(s,u);return s.dispose(),u.dispose(),c},t.prototype.makeComplexComponentTensorHandle=function(t,e){return{dataId:e.dataId,dtype:e.dtype,shape:t.shape}},t.prototype.addN=function(t){if(1===t.length)return t[0];if(t.length>f().get("WEBGL_MAX_TEXTURES_IN_SHADER")){var e=Math.floor(t.length/2),n=this.addN(t.slice(0,e)),r=this.addN(t.slice(e));return this.addN([n,r])}var i=t.map((function(t){return t.dtype})).reduce((function(t,e){return _t(t,e)})),o=t.map((function(t){return t.shape})),a=f().getBool("WEBGL_PACK"),s=a?new ci(t[0].shape,o):new ui(t[0].shape,o),u=a?this.makePackedTensor(s.outputShape,i):this.makeOutputArray(s.outputShape,i);return this.compileAndRun(s,t,u)},t.prototype.subtract=function(t,e){if("complex64"===t.dtype&&"complex64"===e.dtype)return this.complexSeparableBinaryOp(t,e,Mi);if(this.shouldExecuteOnCPU([t,e]))return this.cpuBackend.subtract(t,e);var n=_t(t.dtype,e.dtype);if(f().getBool("WEBGL_PACK_BINARY_OPERATIONS"))return this.packedBinaryOp(t,e,Mi,t.dtype);var r=new zi(Mi,t.shape,e.shape),i=this.makeOutputArray(r.outputShape,n);return this.compileAndRun(r,[t,e],i)},t.prototype.pow=function(t,e){var n=f().getBool("WEBGL_PACK_BINARY_OPERATIONS"),r=n?new Pi("\n // isModRound1 has 1 for components with round(mod(b, 2.0)) == 1, 0 otherwise.\n vec4 isModRound1 = vec4(equal(round(mod(b, 2.0)), ivec4(1)));\n vec4 multiplier = sign(a) * isModRound1 + (vec4(1.0) - isModRound1);\n vec4 result = multiplier * pow(abs(a), b);\n\n // Ensure that a^0 = 1, including 0^0 = 1 as this correspond to TF and JS\n bvec4 isExpZero = equal(b, vec4(0.0));\n result.r = isExpZero.r ? 1.0 : result.r;\n result.g = isExpZero.g ? 1.0 : result.g;\n result.b = isExpZero.b ? 1.0 : result.b;\n result.a = isExpZero.a ? 1.0 : result.a;\n\n vec4 isNaN = vec4(lessThan(a, vec4(0.0))) * vec4(lessThan(floor(b), b));\n \n result.r = isNaN.r > 0. ? NAN : result.r;\n result.g = isNaN.g > 0. ? NAN : result.g;\n result.b = isNaN.b > 0. ? NAN : result.b;\n result.a = isNaN.a > 0. ? NAN : result.a;\n\n return result;\n",t.shape,e.shape):new zi("\nif(a < 0.0 && floor(b) < b){\n return NAN;\n}\nif (b == 0.0) {\n return 1.0;\n}\nreturn (round(mod(b, 2.0)) != 1) ?\n pow(abs(a), b) : sign(a) * pow(abs(a), b);\n",t.shape,e.shape),i=_t(t.dtype,e.dtype),o=n?this.makePackedTensor(r.outputShape,i):this.makeOutputArray(r.outputShape,i);return this.compileAndRun(r,[t,e],o)},t.prototype.ceil=function(t){if(this.shouldExecuteOnCPU([t]))return this.cpuBackend.ceil(t);if(f().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(t,Ra,t.dtype);var e=new Na(t.shape,Ra);return this.compileAndRun(e,[t])},t.prototype.floor=function(t){if(this.shouldExecuteOnCPU([t]))return this.cpuBackend.floor(t);if(f().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(t,Da,t.dtype);var e=new Na(t.shape,Da);return this.compileAndRun(e,[t])},t.prototype.sign=function(t){var e=new Na(t.shape,"\n if (isnan(x)) { return 0.0; }\n return sign(x);\n");return this.compileAndRun(e,[t])},t.prototype.isNaN=function(t){var e=new Na(t.shape,"return float(isnan(x));"),n=this.makeOutputArray(e.outputShape,"bool");return this.compileAndRun(e,[t],n)},t.prototype.isInf=function(t){var e=new Na(t.shape,"return float(isinf(x));"),n=this.makeOutputArray(e.outputShape,"bool");return this.compileAndRun(e,[t],n)},t.prototype.isFinite=function(t){var e=new Na(t.shape,"return float(!isnan(x) && !isinf(x));"),n=this.makeOutputArray(e.outputShape,"bool");return this.compileAndRun(e,[t],n)},t.prototype.round=function(t){var e=new Na(t.shape,"\n // OpenGL ES does not support round function.\n // The algorithm is based on banker's rounding.\n float base = floor(x);\n if ((x - base) < 0.5) {\n return floor(x);\n } else if ((x - base) > 0.5) {\n return ceil(x);\n } else {\n if (mod(base, 2.0) == 0.0) {\n return base;\n } else {\n return base + 1.0;\n }\n }\n");return this.compileAndRun(e,[t])},t.prototype.exp=function(t){if(this.shouldExecuteOnCPU([t]))return this.cpuBackend.exp(t);if(f().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(t,Ma,t.dtype);var e=new Na(t.shape,Ma);return this.compileAndRun(e,[t])},t.prototype.expm1=function(t){if(this.shouldExecuteOnCPU([t]))return this.cpuBackend.expm1(t);if(f().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(t,ja,t.dtype);var e=new Na(t.shape,ja);return this.compileAndRun(e,[t])},t.prototype.log=function(t){if(this.shouldExecuteOnCPU([t]))return this.cpuBackend.log(t);if(f().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(t,"\n vec4 result = log(x);\n vec4 isNaN = vec4(lessThan(x, vec4(0.0)));\n result.r = isNaN.r == 1.0 ? NAN : result.r;\n result.g = isNaN.g == 1.0 ? NAN : result.g;\n result.b = isNaN.b == 1.0 ? NAN : result.b;\n result.a = isNaN.a == 1.0 ? NAN : result.a;\n\n return result;\n",t.dtype);var e=new Na(t.shape,"if (x < 0.0) return NAN;\n return log(x);");return this.compileAndRun(e,[t])},t.prototype.log1p=function(t){var e=new Na(t.shape,"return log(1.0 + x);");return this.compileAndRun(e,[t])},t.prototype.sqrt=function(t){var e=new Na(t.shape,"return sqrt(x);");return this.compileAndRun(e,[t])},t.prototype.rsqrt=function(t){if(this.shouldExecuteOnCPU([t]))return this.cpuBackend.rsqrt(t);var e=new Na(t.shape,"return inversesqrt(x);");return this.compileAndRun(e,[t])},t.prototype.square=function(t){var e=new Na(t.shape,"return x * x;");return this.compileAndRun(e,[t])},t.prototype.reciprocal=function(t){var e=new Na(t.shape,"return 1.0 / x;");return this.compileAndRun(e,[t])},t.prototype.relu=function(t){var e;return e=f().getBool("WEBGL_PACK")?new Ua(t.shape,La):new Na(t.shape,Aa),this.compileAndRun(e,[t])},t.prototype.relu6=function(t){var e;return e=f().getBool("WEBGL_PACK")?new Ua(t.shape,Pa):new Na(t.shape,ka),this.compileAndRun(e,[t])},t.prototype.prelu=function(t,e){var n=f().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Pi(Li,t.shape,e.shape):new zi(Fi,t.shape,e.shape);return this.compileAndRun(n,[t,e])},t.prototype.elu=function(t){if(f().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(t,Ba,t.dtype);var e=new Na(t.shape,Ia);return this.compileAndRun(e,[t])},t.prototype.eluDer=function(t,e){var n=f().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Pi("\n vec4 bGTEZero = vec4(greaterThanEqual(b, vec4(0.)));\n return (bGTEZero * a) + ((vec4(1.0) - bGTEZero) * (a * (b + vec4(1.0))));\n",t.shape,e.shape):new zi("return (b >= 1.0) ? a : a * (b + 1.0);",t.shape,e.shape);return this.compileAndRun(n,[t,e])},t.prototype.selu=function(t){var e=new Na(t.shape,"\n // Stable and Attracting Fixed Point (0, 1) for Normalized Weights.\n // see: https://arxiv.org/abs/1706.02515\n float scaleAlpha = 1.7580993408473768;\n float scale = 1.0507009873554805;\n return (x >= 0.0) ? scale * x : scaleAlpha * (exp(x) - 1.0);\n");return this.compileAndRun(e,[t])},t.prototype.int=function(t){var e=new Na(t.shape,"return float(int(x));"),n=this.makeOutputArray(e.outputShape,"int32");return this.compileAndRun(e,[t],n)},t.prototype.clip=function(t,e,n){var r,i=(r=f().getBool("WEBGL_PACK_CLIP")?new Ui(t.shape):new Bi(t.shape)).getCustomSetupFunc(e,n);return this.compileAndRun(r,[t],null,i)},t.prototype.abs=function(t){if(this.shouldExecuteOnCPU([t]))return this.cpuBackend.abs(t);if(f().getBool("WEBGL_PACK_UNARY_OPERATIONS"))return this.packedUnaryOp(t,Oa,t.dtype);var e=new Na(t.shape,Oa);return this.compileAndRun(e,[t])},t.prototype.complexAbs=function(t){var e=this.texData.get(t.dataId),n=new Vi(t.shape),r=[this.makeComplexComponentTensorHandle(t,e.complexTensors.real),this.makeComplexComponentTensorHandle(t,e.complexTensors.imag)];return this.compileAndRun(n,r)},t.prototype.sigmoid=function(t){var e=new Na(t.shape,"return 1.0 / (1.0 + exp(-1.0 * x));");return this.compileAndRun(e,[t])},t.prototype.softplus=function(t){var e=new Na(t.shape,"\n float epsilon = 1.1920928955078125e-7;\n float threshold = log(epsilon) + 2.0;\n\n bool too_large = x > -threshold;\n bool too_small = x < threshold;\n\n float result;\n float exp_x = exp(x);\n\n if (too_large){\n result = x;\n }\n else if (too_small){\n result = exp_x;\n }\n else{\n result = log(exp_x + 1.0);\n }\n return result;\n");return this.compileAndRun(e,[t])},t.prototype.sin=function(t){var e=new Na(t.shape,"if (isnan(x)) return x;\n return sin(x);\n");return this.compileAndRun(e,[t])},t.prototype.cos=function(t){var e=new Na(t.shape,"if (isnan(x)) return x;\n return cos(x);\n");return this.compileAndRun(e,[t])},t.prototype.tan=function(t){var e=new Na(t.shape,"return tan(x);");return this.compileAndRun(e,[t])},t.prototype.asin=function(t){var e=new Na(t.shape,"if (isnan(x)) return x;\n if (abs(x) > 1.) {\n return NAN;\n }\n return asin(x);\n");return this.compileAndRun(e,[t])},t.prototype.acos=function(t){var e=new Na(t.shape,"if (isnan(x)) return x;\n if (abs(x) > 1.) {\n return NAN;\n }\n return acos(x);\n");return this.compileAndRun(e,[t])},t.prototype.atan=function(t){var e=new Na(t.shape,"if (isnan(x)) return x;\n return atan(x);\n");return this.compileAndRun(e,[t])},t.prototype.atan2=function(t,e){var n=f().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new Pi("\n vec4 result = atan(a, b);\n vec4 isNaN = min(vec4(isnan(a)) + vec4(isnan(b)), vec4(1.0));\n \n result.r = isNaN.r > 0. ? NAN : result.r;\n result.g = isNaN.g > 0. ? NAN : result.g;\n result.b = isNaN.b > 0. ? NAN : result.b;\n result.a = isNaN.a > 0. ? NAN : result.a;\n\n return result;\n",t.shape,e.shape):new zi("\n if (isnan(a)) return a;\n if (isnan(b)) return b;\n\n return atan(a, b);\n",t.shape,e.shape);return this.compileAndRun(n,[t,e])},t.prototype.sinh=function(t){var e=new Na(t.shape,"\n float e2x = exp(x);\n return (e2x - 1.0 / e2x) / 2.0;\n");return this.compileAndRun(e,[t])},t.prototype.cosh=function(t){var e=new Na(t.shape,"\n float e2x = exp(-x);\n return (e2x + 1.0 / e2x) / 2.0;\n");return this.compileAndRun(e,[t])},t.prototype.tanh=function(t){var e=new Na(t.shape,"\n float e2x = exp(-2.0 * abs(x));\n return sign(x) * (1.0 - e2x) / (1.0 + e2x);\n");return this.compileAndRun(e,[t])},t.prototype.asinh=function(t){var e=new Na(t.shape,"if (isnan(x)) return x;return log(x + sqrt(x * x + 1.0));");return this.compileAndRun(e,[t])},t.prototype.acosh=function(t){var e=new Na(t.shape,"if (isnan(x)) return x;\n if (x < 1.0) return NAN;\n return log(x + sqrt(x * x - 1.0));");return this.compileAndRun(e,[t])},t.prototype.atanh=function(t){var e=new Na(t.shape,"if (isnan(x)) return x;\n if ((x < -1.0) || (x > 1.0)) return NAN;\n return (log(1.0 + x) - log(1.0 - x)) / 2.0;");return this.compileAndRun(e,[t])},t.prototype.erf=function(t){var e=new Na(t.shape,'\n // Error function is calculated approximately with elementary function.\n // See "Handbook of Mathematical Functions with Formulas,\n // Graphs, and Mathematical Tables", Abramowitz and Stegun.\n float p = 0.3275911;\n float a1 = 0.254829592;\n float a2 = -0.284496736;\n float a3 = 1.421413741;\n float a4 = -1.453152027;\n float a5 = 1.061405429;\n\n float sign = sign(x);\n x = abs(x);\n float t = 1.0 / (1.0 + p * x);\n return sign * (1.0 - (((((a5*t + a4)*t) + a3)*t + a2)*t + a1)*t*exp(-x*x));\n');return this.compileAndRun(e,[t])},t.prototype.step=function(t,e){var n=new Na(t.shape,function(t){return void 0===t&&(t=0),Ea+"\n return x > 0.0 ? 1.0 : float("+t+");\n "}(e));return this.compileAndRun(n,[t])},t.prototype.conv2dByMatMul=function(t,e,n,r,i,o){var a=t.shape,s=this.texData.get(t.dataId),u=n.inChannels,c=a[0]*a[1]*a[2],l=n.outChannels,h="channelsLast"===n.dataFormat,p=(1===c||1===l)&&u>1e3,d=a[2]%2!=0&&!!s.isPacked;if(p||!f().getBool("WEBGL_LAZILY_UNPACK")||!f().getBool("WEBGL_PACK_BINARY_OPERATIONS")||!d){var m=h?a[0]*a[1]*a[2]:a[0]*a[2]*a[3],v=this.reshape(t,[1,m,n.inChannels]),y=this.reshape(e,[1,n.inChannels,n.outChannels]);return this.reshape(this.fusedBatchMatMul({a:v,b:y,transposeA:!1,transposeB:!1,bias:r,activation:i,preluActivationWeights:o}),n.outShape)}var b=h?a[0]*a[1]*(a[2]+1):a[0]*a[2]*(a[3]+1),w=pt.make([1,b,n.inChannels],{dataId:t.dataId},t.dtype,this),x=s.shape;s.shape=s.shape.slice(),s.shape[s.shape.length-2]++,g(Se(s.shape,w.shape),(function(){return"packed reshape "+s.shape+" to "+w.shape+" isn't free"}));var _=this.reshape(e,[1,n.inChannels,n.outChannels]),C=this.fusedBatchMatMul({a:w,b:_,transposeA:!1,transposeB:!1,bias:r,activation:i,preluActivationWeights:o}),N=this.texData.get(C.dataId);return g(N.isPacked,(function(){return"batchMatMul result is expected to be packed"})),s.shape=x,N.shape=n.outShape,pt.make(n.outShape,{dataId:C.dataId},C.dtype,this)},t.prototype.conv2dWithIm2Row=function(t,e,n,r,i,o){var a=n.filterWidth,s=n.filterHeight,u=n.inChannels,c=n.outWidth,l=n.outHeight,f="channelsLast"===n.dataFormat,h=a*s*u,p=l*c,d=[h,p],m=t.squeeze([0]),v=e.reshape([1,h,-1]),g=new Bo(d,m.shape,n),y=this.compileAndRun(g,[m]).reshape([1,d[0],d[1]]),b=null!=r,w=null!=o,x=i?qa(i,!0):null,_=new Go(y.shape,[1,p,n.outChannels],!0,!1,b,x,w),C=[y,v];r&&C.push(r),w&&C.push(o);var N=this.compileAndRun(_,C);return f?N.reshape([1,l,c,n.outChannels]):N.reshape([1,n.outChannels,l,c])},t.prototype.fusedConv2d=function(t){var e=t.input,n=t.filter,r=t.convInfo,i=t.bias,o=t.activation,a=t.preluActivationWeights;if(1===r.filterHeight&&1===r.filterWidth&&1===r.dilationHeight&&1===r.dilationWidth&&1===r.strideHeight&&1===r.strideWidth&&("SAME"===r.padInfo.type||"VALID"===r.padInfo.type))return this.conv2dByMatMul(e,n,r,i,o,a);if(f().getBool("WEBGL_CONV_IM2COL")&&1===e.shape[0])return this.conv2dWithIm2Row(e,n,r,i,o,a);var s=null!=i,u=null!=a,c=o?qa(o,!1):null,l=new Ji(r,s,c,u),h=[e,n];return i&&h.push(i),a&&h.push(a),this.compileAndRun(l,h)},t.prototype.conv2d=function(t,e,n){if(1===n.filterHeight&&1===n.filterWidth&&1===n.dilationHeight&&1===n.dilationWidth&&1===n.strideHeight&&1===n.strideWidth&&("SAME"===n.padInfo.type||"VALID"===n.padInfo.type))return this.conv2dByMatMul(t,e,n);if(f().getBool("WEBGL_CONV_IM2COL")&&1===t.shape[0])return this.conv2dWithIm2Row(t,e,n);var r=new Ji(n);return this.compileAndRun(r,[t,e])},t.prototype.conv2dDerInput=function(t,e,n){var r=new $i(n);return this.compileAndRun(r,[t,e])},t.prototype.conv2dDerFilter=function(t,e,n){var r=new Gi(n);return this.compileAndRun(r,[t,e])},t.prototype.fusedDepthwiseConv2D=function(t){var e,n=t.input,r=t.filter,i=t.convInfo,o=t.bias,a=t.activation,s=t.preluActivationWeights,u=f().getBool("WEBGL_PACK_DEPTHWISECONV")&&i.strideWidth<=2&&i.outChannels/i.inChannels==1,c=a?qa(a,u):null,l=[n,r],h=null!=o,p=null!=s;return h&&l.push(o),p&&l.push(s),u?(e=new eo(i,h,c,p),this.compileAndRun(e,l,this.makePackedTensor(i.outShape,n.dtype))):(e=new to(i,h,c,p),this.compileAndRun(e,l))},t.prototype.depthwiseConv2D=function(t,e,n){var r;return f().getBool("WEBGL_PACK_DEPTHWISECONV")&&n.strideWidth<=2&&n.outChannels/n.inChannels==1?(r=new eo(n),this.compileAndRun(r,[t,e],this.makePackedTensor(n.outShape,t.dtype))):(r=new to(n),this.compileAndRun(r,[t,e]))},t.prototype.depthwiseConv2DDerInput=function(t,e,n){var r=new Zi(n);return this.compileAndRun(r,[t,e])},t.prototype.depthwiseConv2DDerFilter=function(t,e,n){var r=new Yi(n);return this.compileAndRun(r,[t,e])},t.prototype.conv3d=function(t,e,n){var r=new Qi(n);return this.compileAndRun(r,[t,e])},t.prototype.conv3dDerInput=function(t,e,n){var r=new Xi(n);return this.compileAndRun(r,[t,e])},t.prototype.conv3dDerFilter=function(t,e,n){var r=new Ki(n);return this.compileAndRun(r,[t,e])},t.prototype.maxPool=function(t,e){var n=new Jo(e,"max",!1),r=this.makeOutputArray(n.outputShape,t.dtype);return this.compileAndRun(n,[t],r)},t.prototype.avgPool=function(t,e){var n=new Jo(e,"avg",!1),r=this.makeOutputArray(n.outputShape,"float32");return this.compileAndRun(n,[t],r)},t.prototype.maxPoolBackprop=function(t,e,n,r){var i=new Jo(r,"max",!0),o=this.compileAndRun(i,[e]),a=new qo(r),s=this.makeOutputArray(a.outputShape,e.dtype),u=this.compileAndRun(a,[t,o],s);return o.dispose(),u},t.prototype.avgPoolBackprop=function(t,e,n){var r=new Ai(n),i=this.makeOutputArray(r.outputShape,e.dtype);return this.compileAndRun(r,[t],i)},t.prototype.cast=function(t,e){return Xr(t,e,this)},t.prototype.unstack=function(t,e){for(var n=t.shape[e],r=new Array(t.rank-1),i=0,o=0;o1,(function(){return"blockSize should be > 1 for depthToSpace, but was: "+e}));var r=t.shape[0],i="NHWC"===n?t.shape[1]:t.shape[2],o="NHWC"===n?t.shape[2]:t.shape[3],a="NHWC"===n?t.shape[3]:t.shape[1],s=i*e,u=o*e,c=a/(e*e),l=new so("NHWC"===n?[r,s,u,c]:[r,c,s,u],e,n);return this.compileAndRun(l,[t])},t.prototype.split=function(t,e,n){return ii(t,e,n)},t.prototype.scatterND=function(t,e,n){var r=Cr(0,t,n),i=r.sliceRank,o=r.numUpdates,a=r.sliceSize,s=r.strides,u=r.outputSize,c=[u/a,a],l=t.reshape([o,i]),f=e.reshape([o,a]);if(0===u)return Yr(ln([]),n);var h=hn(0),p=new ca(o,i,l.rank,f.rank,s,c);return this.compileAndRun(p,[f,l,h]).reshape(n)},t.prototype.sparseToDense=function(t,e,n,r){var i=Cr(0,t,n),o=i.sliceRank,a=i.numUpdates,s=i.strides,u=i.outputSize,c=new ca(a,o,t.rank,e.rank,s,[u,1],!1);return this.compileAndRun(c,[e,t,r]).reshape(n)},t.prototype.fft=function(t){return this.fftImpl(t,!1)},t.prototype.ifft=function(t){return this.fftImpl(t,!0)},t.prototype.fftImpl=function(t,e){var n=this.texData.get(t.dataId),r=new po("return real * expR - imag * expI;",t.shape,e),i=new po("return real * expI + imag * expR;",t.shape,e),o=[this.makeComplexComponentTensorHandle(t,n.complexTensors.real),this.makeComplexComponentTensorHandle(t,n.complexTensors.imag)],a=this.compileAndRun(r,o),s=this.compileAndRun(i,o),u=this.complex(a,s).as2D(t.shape[0],t.shape[1]);return a.dispose(),s.dispose(),u},t.prototype.gatherND=function(t,e){var n=e.shape,r=n[n.length-1],i=wr(t,e),o=i[0],a=i[1],s=i[2],u=i[3],c=e.reshape([a,r]),l=t.reshape([t.size/s,s]),f=new bo(r,u,[a,s]);return this.compileAndRun(f,[l,c]).reshape(o)},t.prototype.fill=function(t,e,n){if("string"===(n=n||V(e))){var r=R(n,x(t));return r.fill(e),pt.make(t,{values:r},n)}var i=new mo(t,e),o=i.getCustomSetupFunc(e),a=this.makeOutputArray(t,n);return this.compileAndRun(i,[],a,o)},t.prototype.onesLike=function(t){if("string"===t.dtype)throw new Error("onesLike is not supported under string dtype");return this.fill(t.shape,1,t.dtype)},t.prototype.zerosLike=function(t){return this.fill(t.shape,"string"===t.dtype?"":0,t.dtype)},t.prototype.linspace=function(t,e,n){return Zr(t,e,n)},t.prototype.makeOutputArray=function(t,e){return pt.make(t,{},e,this)},t.prototype.makePackedTensor=function(t,e){var n=pt.make(t,{},e,this);return this.texData.get(n.dataId).isPacked=!0,n},t.prototype.unpackTensor=function(t){var e=new Va(t.shape);return this.compileAndRun(e,[t],pt.make(e.outputShape,{},t.dtype,this))},t.prototype.packTensor=function(t){var e=new Xo(t.shape);return this.compileAndRun(e,[t],this.makePackedTensor(t.shape,t.dtype),null,!0)},t.prototype.packedReshape=function(t,e){var n=t.reshape([xe(t.shape)].concat(_e(t.shape))),r=[xe(e)].concat(_e(e)),i=new ea(r,n.shape);return 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rank "+r.rank+"."})),g(2===e.length,(function(){return"Error in resizeNearestNeighbor: new shape must 2D, but got shape "+e+"."})),g("float32"===r.dtype||"int32"===r.dtype,(function(){return"`images` must have `int32` or `float32` as dtype"}));var i=r,o=!1;3===r.rank&&(o=!0,i=r.as4D(1,r.shape[0],r.shape[1],r.shape[2]));var a=e[0],s=e[1],u=Tt.runKernel((function(t,e){return e([i]),t.resizeNearestNeighbor(i,a,s,n)}),{batchImages:i},(function(t,e){return{batchImages:function(){return Tt.runKernel((function(r){return r.resizeNearestNeighborBackprop(t,e[0],n)}),{})}}}));return o?u.as3D(u.shape[1],u.shape[2],u.shape[3]):u}}),gl=an({nonMaxSuppression_:function(t,e,n,r,i){void 0===r&&(r=.5),void 0===i&&(i=Number.NEGATIVE_INFINITY);var o=$e(t,"boxes","nonMaxSuppression"),a=$e(e,"scores","nonMaxSuppression"),s=dl(o,a,n,r,i);return n=s.maxOutputSize,r=s.iouThreshold,i=s.scoreThreshold,Tt.runKernel((function(t){return t.nonMaxSuppression(o,a,n,r,i)}),{$boxes:o})}}),yl=an({cropAndResize_:function(t,e,n,r,i,o){var a=$e(t,"image","cropAndResize","float32"),s=$e(e,"boxes","cropAndResize","float32"),u=$e(n,"boxInd","cropAndResize","int32");i=i||"bilinear",o=o||0;var c=s.shape[0];return g(4===a.rank,(function(){return"Error in cropAndResize: image must be rank 4,but got rank "+a.rank+"."})),g(2===s.rank&&4===s.shape[1],(function(){return"Error in cropAndResize: boxes must be have size ["+c+",4] but had shape "+s.shape+"."})),g(1===u.rank&&u.shape[0]===c,(function(){return"Error in cropAndResize: boxInd must be have size ["+c+"] but had shape "+s.shape+"."})),g(2===r.length,(function(){return"Error in cropAndResize: cropSize must be of length 2, but got length "+r.length+"."})),g(r[0]>=1&&r[1]>=1,(function(){return"cropSize must be atleast [1,1], but was "+r})),g("bilinear"===i||"nearest"===i,(function(){return"method must be bilinear or nearest, but was "+i})),Tt.runKernel((function(t,e){return t.cropAndResize(a,s,u,r,i,o)}),{$image:a,$boxes:s})}}),bl=Object.freeze({resizeBilinear:ml,resizeNearestNeighbor:vl,nonMaxSuppression:gl,nonMaxSuppressionAsync:function(t,e,n,r,i){return void 0===r&&(r=.5),void 0===i&&(i=Number.NEGATIVE_INFINITY),u(this,void 0,void 0,(function(){var o,a,s,u,l,f,h;return c(this,(function(c){switch(c.label){case 0:return o=$e(t,"boxes","nonMaxSuppressionAsync"),a=$e(e,"scores","nonMaxSuppressionAsync"),s=dl(o,a,n,r,i),n=s.maxOutputSize,r=s.iouThreshold,i=s.scoreThreshold,[4,Promise.all([o.data(),a.data()])];case 1:return u=c.sent(),l=u[0],f=u[1],h=ni(l,f,n,r,i),o!==t&&o.dispose(),a!==e&&a.dispose(),[2,h]}}))}))},cropAndResize:yl}),wl=an({matMul_:function(t){var e,n=t.a,r=t.b,i=t.transposeA,o=void 0!==i&&i,a=t.transposeB,s=void 0!==a&&a,u=t.bias,c=t.activation,l=void 0===c?"linear":c,f=t.preluActivationWeights,h=$e(n,"a","fused matMul"),p=$e(r,"b","fused matMul");e=Nt(h,p),h=e[0],p=e[1];var d=o?h.shape[h.rank-2]:h.shape[h.rank-1],m=s?p.shape[p.rank-1]:p.shape[p.rank-2],v=o?h.shape[h.rank-1]:h.shape[h.rank-2],y=s?p.shape[p.rank-2]:p.shape[p.rank-1],b=h.shape.slice(0,-2),w=p.shape.slice(0,-2),C=x(b),N=x(w);g(h.rank>=2&&p.rank>=2&&h.rank===p.rank,(function(){return"Error in fused matMul: inputs must have the same rank of at least 2, got ranks "+h.rank+" and "+p.rank+"."})),g(_(b,w),(function(){return"Error in fused matMul: outer dimensions ("+b+") and ("+w+") of Tensors with shapes "+h.shape+" and "+p.shape+" must match."})),g(d===m,(function(){return"Error in fused matMul: inner shapes ("+d+") and ("+m+") of Tensors with shapes "+h.shape+" and "+p.shape+" and transposeA="+o+" and transposeB="+s+" must match."}));var E,S,O=h.shape.slice(0,-2).concat([v,y]),A=o?h.as3D(C,d,v):h.as3D(C,v,d),k=s?p.as3D(N,y,m):p.as3D(N,m,y);null!=u&&Fr(O,(E=Nt(E=$e(u,"bias","fused matMul"),h)[0]).shape),null!=f&&(S=$e(f,"prelu weights","fused matMul"));var I={$a:A,$b:k};return null!=u&&(I.$bias=E),null!=f&&(I.$preluActivationWeights=S),Tt.runKernel((function(t,e){var n=t.fusedBatchMatMul({a:A,b:k,transposeA:o,transposeB:s,bias:E,activation:l,preluActivationWeights:S});return e([A,k,n]),n}),I,(function(t,e){var n,r=e[0],i=e[1],a=e[2];if(null==l||"linear"===l)n=t;else{if("relu"!==l)throw new Error("Gradient for activation "+l+" has not been implemented yet.");n=t.mul(a.step())}var c={};return null!=u&&(c={$bias:function(){var t=n,e=jr(E.shape,n.shape);return e.length>0&&(t=t.sum(e)),t.reshape(E.shape)}}),o||s?!o&&s?Object.assign({$a:function(){return n.matMul(i,!1,!1)},$b:function(){return n.matMul(r,!0,!1)}},c):o&&!s?Object.assign({$a:function(){return i.matMul(n,!1,!0)},$b:function(){return r.matMul(n,!1,!1)}},c):Object.assign({$a:function(){return i.matMul(n,!0,!0)},$b:function(){return n.matMul(r,!0,!0)}},c):Object.assign({$a:function(){return n.matMul(i,!1,!0)},$b:function(){return r.matMul(n,!0,!1)}},c)})).reshape(O)}}),xl=an({conv2d_:function(t){var e=t.x,n=t.filter,r=t.strides,i=t.pad,o=t.dataFormat,a=void 0===o?"NHWC":o,s=t.dilations,u=void 0===s?[1,1]:s,c=t.dimRoundingMode,l=t.bias,f=t.activation,h=void 0===f?"linear":f,p=t.preluActivationWeights,d=$e(e,"x","conv2d"),m=$e(n,"filter","conv2d"),v=d,y=!1;3===d.rank&&(y=!0,v=d.as4D(1,d.shape[0],d.shape[1],d.shape[2])),g(4===v.rank,(function(){return"Error in fused conv2d: input must be rank 4, but got rank "+v.rank+"."})),g(4===m.rank,(function(){return"Error in fused conv2d: filter must be rank 4, but got rank "+m.rank+"."})),null!=c&&g(C(i),(function(){return"Error in fused conv2d: pad must be an integer when using, dimRoundingMode "+c+" but got pad "+i+"."})),g(v.shape[3]===m.shape[2],(function(){return"Error in conv2d: depth of input ("+v.shape[3]+") must match input depth for filter "+m.shape[2]+"."})),g($r(r,u),(function(){return"Error in conv2D: Either strides or dilations must be 1. Got strides "+r+" and dilations '"+u+"'"})),g("NHWC"===a,(function(){return"Error in conv2d: got dataFormat of "+a+" but only NHWC is currently supported."}));var b,w,x=Pr(v.shape,m.shape,r,u,i,c);null!=l&&(b=Nt(b=$e(l,"bias","fused conv2d"),d)[0],Fr(x.outShape,b.shape)),null!=p&&(w=$e(p,"prelu weights","fused conv2d"));var _={x:v,$filter:m};null!=l&&(_.$bias=b),null!=p&&(_.$preluActivationWeights=w);var N=Tt.runKernel((function(t,e){var n=t.fusedConv2d({input:v,filter:m,convInfo:x,bias:b,activation:h,preluActivationWeights:w});return e([m,v,n]),n}),_,(function(t,e){var n,o=e,a=o[0],s=o[1],c=o[2];if(null==h||"linear"===h)n=t;else{if("relu"!==h)throw new Error("Gradient for activation "+h+" has not been implemented yet.");n=t.mul(c.step())}g(Gr(u),(function(){return"Error in gradient of fused conv2D: dilation rates greater than 1 are not yet supported in gradients. Got dilations '"+u+"'"}));var f={};return null!=l&&(f={$bias:function(){var t=n,e=jr(b.shape,n.shape);return e.length>0&&(t=t.sum(e)),t.reshape(b.shape)}}),Object.assign({x:function(){return Lu(s.shape,n,a,r,i)},$filter:function(){return zu(s,n,a.shape,r,i)}},f)}));return y?N.as3D(N.shape[1],N.shape[2],N.shape[3]):N}}),_l=an({depthwiseConv2d_:function(t){var e=t.x,n=t.filter,r=t.strides,i=t.pad,o=(t.dataFormat,t.dilations),a=void 0===o?[1,1]:o,s=t.dimRoundingMode,u=t.bias,c=t.activation,l=void 0===c?"linear":c,f=t.preluActivationWeights,h=$e(e,"x","depthwiseConv2d"),p=$e(n,"filter","depthwiseConv2d"),d=h,m=!1;3===h.rank&&(m=!0,d=h.as4D(1,h.shape[0],h.shape[1],h.shape[2])),g(4===d.rank,(function(){return"Error in fused depthwiseConv2d: input must be rank 4, but got rank "+d.rank+"."})),g(4===p.rank,(function(){return"Error in fused depthwiseConv2d: filter must be rank 4, but got rank "+p.rank+"."})),g(d.shape[3]===p.shape[2],(function(){return"Error in fused depthwiseConv2d: number of input channels ("+d.shape[3]+") must match the inChannels dimension in filter "+p.shape[2]+"."})),null==a&&(a=[1,1]),g($r(r,a),(function(){return"Error in fused depthwiseConv2d: Either strides or dilations must be 1. 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c(this,(function(c){switch(c.label){case 0:for(r=$e(t,"tensor","boolMask"),i=$e(e,"mask","boolMask","bool"),o=null==n?0:n,a=i.rank,s=r.shape,g(a>0,(function(){return"mask cannot be scalar"})),y(s.slice(o,o+a),i.shape,"mask's shape must match the first K dimensions of tensor's shape,"),u=1,l=o;l1,(function(){return"inTopK() expects the predictions to be of rank 2 or higher, but got "+r.rank})),g(r.rank-1===i.rank,(function(){return"predictions rank should be 1 larger than targets rank, but got predictions rank "+r.rank+" and targets rank "+i.rank})),y(r.shape.slice(0,r.shape.length-1),i.shape,"predictions's shape should be align with the targets' shape, except the last dimension."),o=r.shape[r.shape.length-1],g(n>0&&n<=o,(function(){return"'k' passed to inTopK() must be > 0 && <= the predictions last dimension ("+o+"), but got "+n})),[4,r.data()];case 1:return a=c.sent(),[4,i.data()];case 2:for(s=c.sent(),u=[a.length/o,o],f=u[1],h=T("bool",l=u[0]),p=0;ph&&(h=m,p=d)}u[l]=p}return a},t.prototype.cumsum=function(t,e,n,r){if(this.assertNotComplex(t,"cumsum"),e!==t.rank-1)throw new Error("backend.cumsum in CPU expects an inner-most axis="+(t.rank-1)+" but got axis="+e);for(var i=_t(t.dtype,"int32"),o=yn(t.shape,i),a=this.readSync(o.dataId),s=this.readSync(t.dataId),u=t.shape[t.rank-1],c=r?function(t,e){return t+u-e-1}:function(t,e){return t+e},l=0;le?1:0}))},t.prototype.greaterEqual=function(t,e){return this.assertNotComplex([t,e],"greaterEqual"),this.broadcastedBinaryOp(t,e,"bool",(function(t,e){return t>=e?1:0}))},t.prototype.logicalNot=function(t){this.assertNotComplex(t,"logicalNot");for(var e=this.readSync(t.dataId),n=new Uint8Array(e.length),r=0;r1||1===e.rank?1:x(e.shape.slice(1)),l=0;l=0&&e>=0?n:(n+e)%e}))},t.prototype.max=function(t,e){this.assertNotComplex(t,"max"),Qe("max",e,t.rank);for(var n=Ze(t.shape,e),r=n[0],i=n[1],o=yn(r,t.dtype),a=x(i),s=this.readSync(o.dataId),u=this.readSync(t.dataId),c=0;cf&&(f=p)}s[c]=f}return o},t.prototype.maximum=function(t,e){return this.assertNotComplex([t,e],"maximum"),this.broadcastedBinaryOp(t,e,t.dtype,(function(t,e){return Math.max(t,e)}))},t.prototype.all=function(t,e){this.assertNotComplex(t,"all"),Qe("all",e,t.rank);for(var n=Ze(t.shape,e),r=n[0],i=n[1],o=yn(r,t.dtype),a=x(i),s=this.readSync(o.dataId),u=this.readSync(t.dataId),c=0;c0?n[r]=1:n[r]=0;return pt.make(t.shape,{values:n})},t.prototype.isNaN=function(t){this.assertNotComplex(t,"x");for(var e=this.readSync(t.dataId),n=new Uint8Array(e.length),r=0;r.5?n[r]=Math.ceil(e[r]):n[r]=i%2==0?i:i+1}return pt.make(t.shape,{values:n})},t.prototype.exp=function(t){this.assertNotComplex(t,"exp");for(var e=this.readSync(t.dataId),n=new Float32Array(e.length),r=0;r=0?i:Math.exp(i)-1}return pt.make(t.shape,{values:e})},t.prototype.eluDer=function(t,e){this.assertNotComplex([t,e],"eluDer");for(var n=new Float32Array(e.size),r=this.readSync(e.dataId),i=this.readSync(t.dataId),o=0;o=1?i[o]:i[o]*(a+1)}return pt.make(e.shape,{values:n})},t.prototype.selu=function(t){this.assertNotComplex(t,"selu");for(var e=new Float32Array(t.size),n=this.readSync(t.dataId),r=0;r=0?1.0507009873554805*i:1.7580993408473768*(Math.exp(i)-1)}return pt.make(t.shape,{values:e})},t.prototype.clip=function(t,e,n){this.assertNotComplex(t,"clip");for(var r=new Float32Array(t.size),i=this.readSync(t.dataId),o=0;on?n:a-e,s=r[i]0?1:e}return pt.make(t.shape,{values:n})},t.prototype.fusedConv2d=function(t){var e=t.input,n=t.filter,r=t.convInfo,i=t.bias,o=t.activation,a=t.preluActivationWeights,s=this.conv2d(e,n,r);return i&&(s=this.add(s,i)),o&&(s=El(this,s,o,a)),s},t.prototype.conv2d=function(t,e,n){this.assertNotComplex([t,e],"conv2d");for(var r=n.filterHeight,i=n.filterWidth,o=n.dilationHeight,a=n.dilationWidth,s=n.padInfo.left,u=n.padInfo.top,c="channelsLast"===n.dataFormat,l=Vn(n.outShape,t.dtype),f=t.strides[0],h=c?t.strides[1]:t.strides[2],p=c?t.strides[2]:1,d=c?1:t.strides[1],m=l.strides[0],v=c?l.strides[1]:l.strides[2],g=c?l.strides[2]:1,y=c?1:l.strides[1],b=this.readSync(t.dataId),w=this.readSync(e.dataId),x=l.values,_=0;_=n.inHeight))for(var I=A*e.strides[0],T=C+k*h,R=0;R=n.inWidth))for(var z=T+F*p,L=I+j*e.strides[1],P=0;P=n.inDepth))for(var N=_*e.strides[0],E=g+C*t.strides[1],S=0;S=n.inHeight))for(var T=N+k*e.strides[1],R=E+I*t.strides[2],D=0;D=n.inWidth))for(var L=T+F*e.strides[2],P=R+z*n.inChannels,B=L,U=0;U=n.inHeight))for(var _=w*e.strides[0],C=m+x*t.strides[1],N=0;N=n.inWidth))for(var k=_+O*e.strides[1],I=C+A*n.inChannels,T=E,R=k,D=0;DT?T=z:"avg"===n&&(R+=z,D++)}if(isNaN(T))break}d[S+O*g+x]="avg"===n?R/D:T}return p.toTensor()},t.prototype.maxPool=function(t,e){return this.pool(t,e,"max")},t.prototype.maxPoolPositions=function(t,e){for(var n=Vn(e.outShape,"int32"),r=e.strideHeight,i=e.strideWidth,o=e.dilationHeight,a=e.dilationWidth,s=e.effectiveFilterHeight,u=e.effectiveFilterWidth,c=e.padInfo.top,l=e.padInfo.left,f=this.bufferSync(t),h=0;h_&&(_=A,C=E*u+O)}n.set(C,h,d,y,p)}}return n.toTensor()},t.prototype.maxPoolBackprop=function(t,e,n,r){this.assertNotComplex([e,n],"maxPoolBackprop");for(var i=this.maxPoolPositions(e,r),o=r.strideHeight,a=r.strideWidth,s=r.dilationHeight,u=r.dilationWidth,c=r.effectiveFilterHeight,l=r.effectiveFilterWidth,f=l-1-r.padInfo.left,h=c-1-r.padInfo.top,p=Vn(e.shape,"float32"),d=this.bufferSync(i),m=this.bufferSync(t),v=0;v=r.outHeight||Math.floor(N)!==N))for(var E=0;E=r.outWidth||Math.floor(S)!==S)){var O=c*l-1-d.get(v,N,S,g)===C*l+E?1:0;0!==O&&(_+=m.get(v,N,S,g)*O)}}}p.set(_,v,y,b,g)}return p.toTensor()},t.prototype.avgPoolBackprop=function(t,e,n){this.assertNotComplex([t,e],"avgPoolBackprop");for(var r=n.strideHeight,i=n.strideWidth,o=n.filterHeight,a=n.filterWidth,s=n.dilationHeight,u=n.dilationWidth,c=n.effectiveFilterHeight,l=n.effectiveFilterWidth,f=l-1-n.padInfo.left,h=c-1-n.padInfo.top,p=Vn(e.shape,"float32"),d=1/(o*a),m=this.bufferSync(t),v=0;v=n.outHeight||Math.floor(N)!==N))for(var E=0;E=n.outWidth||Math.floor(S)!==S||(_+=m.get(v,N,S,g))}}p.set(_*d,v,y,b,g)}return p.toTensor()},t.prototype.pool3d=function(t,e,n){this.assertNotComplex(t,"pool3d");for(var r=e.strideDepth,i=e.strideHeight,o=e.strideWidth,a=e.dilationDepth,s=e.dilationHeight,u=e.dilationWidth,c=e.effectiveFilterDepth,l=e.effectiveFilterHeight,f=e.effectiveFilterWidth,h=e.padInfo.front,p=e.padInfo.top,d=e.padInfo.left,m="max"===n?Number.NEGATIVE_INFINITY:Number.POSITIVE_INFINITY,v=this.readSync(t.dataId),g=Vn(e.outShape,t.dtype),y=g.values,b=e.outShape[1]*e.outShape[2]*e.outShape[3]*e.outShape[4],w=e.outShape[2]*e.outShape[3]*e.outShape[4],x=e.outShape[3]*e.outShape[4],_=e.outShape[4],C=0;CV?V=Y:"avg"===n&&(W+=Y,q++),isNaN(V))break}if(isNaN(V))break}if(isNaN(V))break}y[U+S]="avg"===n?W/q:V}}}return g.toTensor()},t.prototype.avgPool3d=function(t,e){return this.assertNotComplex(t,"avgPool3d"),this.pool3d(t,e,"avg").toFloat()},t.prototype.avgPool3dBackprop=function(t,e,n){this.assertNotComplex([t,e],"avgPool3dBackprop");for(var r=n.strideDepth,i=n.strideHeight,o=n.strideWidth,a=n.filterDepth,s=n.filterHeight,u=n.filterWidth,c=n.dilationDepth,l=n.dilationHeight,f=n.dilationWidth,h=n.effectiveFilterDepth,p=n.effectiveFilterHeight,d=n.effectiveFilterWidth,m=h-1-n.padInfo.front,v=d-1-n.padInfo.left,g=p-1-n.padInfo.top,y=Vn(e.shape,"float32"),b=1/(a*s*u),w=this.bufferSync(t),x=0;x=n.outDepth||Math.floor(T)!==T))for(var R=0;R=n.outHeight||Math.floor(D)!==D))for(var M=0;M=n.outWidth||Math.floor(j)!==j||(k+=w.get(x,T,D,j,_))}}}y.set(k*b,x,C,N,E,_)}return y.toTensor()},t.prototype.maxPool3d=function(t,e){return this.assertNotComplex(t,"maxPool3d"),this.pool3d(t,e,"max").toFloat()},t.prototype.maxPool3dPositions=function(t,e){for(var n=Vn(e.outShape,"int32"),r=e.strideDepth,i=e.strideHeight,o=e.strideWidth,a=e.dilationDepth,s=e.dilationHeight,u=e.dilationWidth,c=e.effectiveFilterDepth,l=e.effectiveFilterHeight,f=e.effectiveFilterWidth,h=e.padInfo.front,p=e.padInfo.top,d=e.padInfo.left,m=this.bufferSync(t),v=0;v=I&&(I=L,T=D*l*f+j*l+z)}n.set(T,v,y,_,S,g)}}}return n.toTensor()},t.prototype.maxPool3dBackprop=function(t,e,n,r){this.assertNotComplex([e,n],"maxPool3dBackprop");for(var i=this.maxPool3dPositions(e,r),o=r.strideDepth,a=r.strideHeight,s=r.strideWidth,u=r.dilationDepth,c=r.dilationHeight,l=r.dilationWidth,f=r.effectiveFilterDepth,h=r.effectiveFilterHeight,p=r.effectiveFilterWidth,d=f-1-r.padInfo.front,m=p-1-r.padInfo.left,v=h-1-r.padInfo.top,g=Vn(e.shape,"float32"),y=this.bufferSync(i),b=this.bufferSync(t),w=0;w=r.outDepth||Math.floor(I)!==I))for(var T=0;T=r.outHeight||Math.floor(R)!==R))for(var D=0;D=r.outWidth||Math.floor(M)!==M)){var j=f*h*p-1-y.get(w,I,R,M,x)===k*h*p+T*p+D?1:0;0!==j&&(A+=b.get(w,I,R,M,x)*j)}}}}g.set(A,w,_,C,N,x)}return g.toTensor()},t.prototype.cast=function(t,e){return Xr(t,e,this)},t.prototype.reshape=function(t,e){return Yr(t,e)},t.prototype.avgPool=function(t,e){return this.assertNotComplex(t,"avgPool"),this.pool(t,e,"avg").toFloat()},t.prototype.resizeBilinear=function(t,e,n,r){this.assertNotComplex(t,"resizeBilinear");for(var i=t.shape,o=i[0],a=i[1],s=i[2],u=i[3],c=this.readSync(t.dataId),l=new Float32Array(x([o,e,n,u])),f=[r&&e>1?a-1:a,r&&n>1?s-1:s],h=[r&&e>1?e-1:e,r&&n>1?n-1:n],p=0,d=f[0]/h[0],m=f[1]/h[1],v=0;v1?o-1:o,n&&l>1?a-1:a],p=[n&&c>1?c-1:c,n&&l>1?l-1:l],d=h[0]/p[0],m=h[1]/p[1],v=this.readSync(t.dataId),g=0,y=0;y1?a-1:a,r&&n>1?s-1:s],h=[r&&e>1?e-1:e,r&&n>1?n-1:n],p=f[0]/h[0],d=f[1]/h[1],m=0,v=0;v1?o-1:o,n&&l>1?a-1:a],d=[n&&c>1?c-1:c,n&&l>1?l-1:l],m=p[0]/d[0],v=p[1]/d[1],g=1/m,y=1/v,b=2*Math.ceil(g)+2,w=2*Math.ceil(y)+2,x=0;x=c)){var j=_+M*t.strides[1],F=M*m;if(C===Math.min(o-1,n?Math.round(F):Math.floor(F)))for(var z=0;z=l)){var P=j+L*t.strides[2],B=L*v;O===Math.min(a-1,n?Math.round(B):Math.floor(B))&&(R+=h[P+T])}}}}f[A+T]=R}return vn(f,e.shape,e.dtype)},t.prototype.batchNormalization=function(t,e,n,r,i,o){this.assertNotComplex([t,e,n,i,o],"batchNorm");for(var a=this.readSync(t.dataId),s=this.readSync(e.dataId),u=this.readSync(n.dataId),c=i?this.readSync(i.dataId):new Float32Array([1]),l=o?this.readSync(o.dataId):new Float32Array([0]),f=new Float32Array(a.length),h=l.length,p=c.length,d=u.length,m=s.length,v=0,g=0,y=0,b=0,w=0;w=h&&(v=0),g>=m&&(g=0),y>=p&&(y=0),b>=d&&(b=0);return vn(f,t.shape)},t.prototype.localResponseNormalization4D=function(t,e,n,r,i){this.assertNotComplex(t,"localResponseNormalization4D");var o=t.shape[3],a=o-1,s=this.readSync(t.dataId),u=t.size,c=new Float32Array(u);function l(t){for(var n=t%o,r=t-n+Math.max(0,n-e),i=t-n+Math.min(n+e,a),u=0;r<=i;r++){var c=s[r];u+=c*c}return u}for(var f=0;f=0&&o[a]1,(function(){return"blockSize should be > 1 for depthToSpace, but was: "+e}));for(var r=t.shape[0],i=t.shape[1],o=t.shape[2],a=t.shape[3],s=i*e,u=o*e,c=a/(e*e),l=this.readSync(t.dataId),f=new Float32Array(r*s*u*c),h=0,p=0;p=s))for(var O=h>1?(N-_)*(u-1)/(h-1):0,A=p>1?(E-C)*(c-1)/(p-1):0,k=0;k1?_*(u-1)+k*O:.5*(_+N)*(u-1);if(I<0||I>u-1)for(var T=0;T1?C*(c-1)+T*A:.5*(C+E)*(c-1))<0||H>c-1)for(R=0;R1?C*(c-1)+T*A:.5*(C+E)*(c-1))<0||H>c-1)for(R=0;R=t.size/s)throw new Error("Invalid indices: "+p+" does not index into "+t.shape);for(var g=0;g=r/i)throw new Error("Invalid indices: "+m+" does not index into "+n);for(var b=0;b0,(function(){return"scheme must not be an empty string."}));var r=t.getInstance();g(null==r.managers[e],(function(){return"A model store manager is already registered for scheme '"+e+"'."})),r.managers[e]=n},t.getManager=function(t){var e=this.getInstance().managers[t];if(null==e)throw new Error("Cannot find model manager for scheme '"+t+"'");return e},t.getSchemes=function(){return Object.keys(this.getInstance().managers)},t}();function Vl(t){if(-1===t.indexOf(Bl))throw new Error("The url string provided does not contain a scheme. Supported schemes are: "+Ul.getSchemes().join(","));return{scheme:t.split(Bl)[0],path:t.split(Bl)[1]}}function Wl(t,e,n){return void 0===n&&(n=!1),u(this,void 0,void 0,(function(){var r,i,o,a,s,u,l,f,h;return c(this,(function(c){switch(c.label){case 0:return g(t!==e,(function(){return"Old path and new path are the same: '"+t+"'"})),g((r=Pl.getLoadHandlers(t)).length>0,(function(){return"Copying failed because no load handler is found for source URL "+t+"."})),g(r.length<2,(function(){return"Copying failed because more than one ("+r.length+") load handlers for source URL "+t+"."})),i=r[0],g((o=Pl.getSaveHandlers(e)).length>0,(function(){return"Copying failed because no save handler is found for destination URL "+e+"."})),g(o.length<2,(function(){return"Copying failed because more than one ("+r.length+") save handlers for destination URL "+e+"."})),a=o[0],s=Vl(t).scheme,u=Vl(t).path,l=s===Vl(t).scheme,[4,i.load()];case 1:return f=c.sent(),n&&l?[4,Ul.getManager(s).removeModel(u)]:[3,3];case 2:c.sent(),c.label=3;case 3:return[4,a.save(f)];case 4:return h=c.sent(),!n||l?[3,6]:[4,Ul.getManager(s).removeModel(u)];case 5:c.sent(),c.label=6;case 6:return[2,h.modelArtifactsInfo]}}))}))}var ql="models_store",Hl="model_info_store";function Gl(){if(!f().getBool("IS_BROWSER"))throw new Error("Failed to obtain IndexedDB factory because the current environmentis not a web browser.");var t=window,e=t.indexedDB||t.mozIndexedDB||t.webkitIndexedDB||t.msIndexedDB||t.shimIndexedDB;if(null==e)throw new Error("The current browser does not appear to support IndexedDB.");return e}function $l(t){var e=t.result;e.createObjectStore(ql,{keyPath:"modelPath"}),e.createObjectStore(Hl,{keyPath:"modelPath"})}var Kl=function(){function t(t){if(this.indexedDB=Gl(),null==t||!t)throw new Error("For IndexedDB, modelPath must not be null, undefined or empty.");this.modelPath=t}return t.prototype.save=function(t){return u(this,void 0,void 0,(function(){return c(this,(function(e){if(t.modelTopology instanceof ArrayBuffer)throw new Error("BrowserLocalStorage.save() does not support saving model topology in binary formats yet.");return[2,this.databaseAction(this.modelPath,t)]}))}))},t.prototype.load=function(){return u(this,void 0,void 0,(function(){return c(this,(function(t){return[2,this.databaseAction(this.modelPath)]}))}))},t.prototype.databaseAction=function(t,e){var n=this;return new Promise((function(t,r){var i=n.indexedDB.open("tensorflowjs",1);i.onupgradeneeded=function(){return $l(i)},i.onsuccess=function(){var o=i.result;if(null==e){var a=o.transaction(ql,"readonly"),s=a.objectStore(ql).get(n.modelPath);s.onsuccess=function(){if(null==s.result)return o.close(),r(new Error("Cannot find model with path '"+n.modelPath+"' in IndexedDB."));t(s.result.modelArtifacts)},s.onerror=function(t){return o.close(),r(s.error)},a.oncomplete=function(){return o.close()}}else{var u,c=Ll(e),l=o.transaction(Hl,"readwrite"),f=l.objectStore(Hl),h=f.put({modelPath:n.modelPath,modelArtifactsInfo:c});h.onsuccess=function(){var i=(u=o.transaction(ql,"readwrite")).objectStore(ql).put({modelPath:n.modelPath,modelArtifacts:e,modelArtifactsInfo:c});i.onsuccess=function(){return t({modelArtifactsInfo:c})},i.onerror=function(t){var e=(f=l.objectStore(Hl)).delete(n.modelPath);e.onsuccess=function(){return o.close(),r(i.error)},e.onerror=function(t){return o.close(),r(i.error)}}},h.onerror=function(t){return o.close(),r(h.error)},l.oncomplete=function(){null==u?o.close():u.oncomplete=function(){return o.close()}}}},i.onerror=function(t){return r(i.error)}}))},t.URL_SCHEME="indexeddb://",t}(),Xl=function(t){return f().getBool("IS_BROWSER")&&!Array.isArray(t)&&t.startsWith(Kl.URL_SCHEME)?(e=t.slice(Kl.URL_SCHEME.length),new Kl(e)):null;var e};Pl.registerSaveRouter(Xl),Pl.registerLoadRouter(Xl);var Yl=function(){function t(){this.indexedDB=Gl()}return t.prototype.listModels=function(){return u(this,void 0,void 0,(function(){var t=this;return c(this,(function(e){return[2,new Promise((function(e,n){var r=t.indexedDB.open("tensorflowjs",1);r.onupgradeneeded=function(){return $l(r)},r.onsuccess=function(){var t=r.result,i=t.transaction(Hl,"readonly"),o=i.objectStore(Hl).getAll();o.onsuccess=function(){for(var t={},n=0,r=o.result;n0,(function(){return"promises must be a none empty array"}))}(t),function(t,e){g(t>=0&&t<=1,(function(){return"Progress fraction must be in range [0, 1], but got startFraction "+t})),g(e>=0&&e<=1,(function(){return"Progress fraction must be in range [0, 1], but got endFraction "+e})),g(e>=t,(function(){return"startFraction must be no more than endFraction, but got startFraction "+t+" and endFraction "+e}))}(n=null==n?0:n,r=null==r?1:r);var i=0;return Promise.all(t.map((function(o){return o.then((function(o){var a=n+ ++i/t.length*(r-n);return e(a),o})),o})))}function gf(t,e){return u(this,void 0,void 0,(function(){var n,r,i,o,a,s,u,l,h;return c(this,(function(c){switch(c.label){case 0:return null==e&&(e={}),n=null==e.fetchFunc?f().platform.fetch:e.fetchFunc,r=t.map((function(t){return n(t,e.requestInit,{isBinary:!0})})),i=0,o=.5,null!=e.onProgress?[3,2]:[4,Promise.all(r)];case 1:return a=c.sent(),[3,4];case 2:return[4,vf(r,e.onProgress,i,o)];case 3:a=c.sent(),c.label=4;case 4:return s=a.map((function(t){return t.arrayBuffer()})),u=.5,l=1,null!=e.onProgress?[3,6]:[4,Promise.all(s)];case 5:return h=c.sent(),[3,8];case 6:return[4,vf(s,e.onProgress,u,l)];case 7:h=c.sent(),c.label=8;case 8:return[2,h]}}))}))}function yf(t){var e=this;return function(n,r,i){return void 0===r&&(r=""),u(e,void 0,void 0,(function(){var e,o,a,s,u,l,f,h,p,d;return c(this,(function(c){switch(c.label){case 0:if(e=n.map((function(){return!1})),o={},a=null!=i?i.map((function(){return!1})):[],s=[],n.forEach((function(t,n){var r=0;t.weights.forEach((function(t){var u="quantization"in t?t.quantization.dtype:t.dtype,c=Il[u]*x(t.shape),l=function(){e[n]=!0,null==o[n]&&(o[n]=[]),o[n].push({manifestEntry:t,groupOffset:r,sizeBytes:c})};null!=i?i.forEach((function(e,n){e===t.name&&(l(),a[n]=!0)})):l(),s.push(t.name),r+=c}))})),!a.every((function(t){return t})))throw u=i.filter((function(t,e){return!a[e]})),new Error("Could not find weights in manifest with names: "+u.join(", ")+". \nManifest JSON has weights with names: "+s.join(", ")+".");return l=e.reduce((function(t,e,n){return e&&t.push(n),t}),[]),f=[],l.forEach((function(t){n[t].paths.forEach((function(t){var e=r+(r.endsWith("/")?"":"/")+t;f.push(e)}))})),[4,t(f)];case 1:return h=c.sent(),p={},d=0,l.forEach((function(t){for(var e=n[t].paths.length,r=0,i=0;i0,(function(){return"URL path for http must not be null, undefined or empty."})),Array.isArray(t)&&g(2===t.length,(function(){return"URL paths for http must have a length of 2, (actual length is "+t.length+")."})),this.path=t,null!=e.requestInit&&null!=e.requestInit.body)throw new Error("requestInit is expected to have no pre-existing body, but has one.");this.requestInit=e.requestInit||{}}return t.prototype.save=function(t){return u(this,void 0,void 0,(function(){var e,n,r,i;return c(this,(function(o){switch(o.label){case 0:if(t.modelTopology instanceof ArrayBuffer)throw new Error("BrowserHTTPRequest.save() does not support saving model topology in binary formats yet.");return(e=Object.assign({method:this.DEFAULT_METHOD},this.requestInit)).body=new FormData,n=[{paths:["./model.weights.bin"],weights:t.weightSpecs}],r={modelTopology:t.modelTopology,format:t.format,generatedBy:t.generatedBy,convertedBy:t.convertedBy,userDefinedMetadata:t.userDefinedMetadata,weightsManifest:n},e.body.append("model.json",new Blob([JSON.stringify(r)],{type:"application/json"}),"model.json"),null!=t.weightData&&e.body.append("model.weights.bin",new Blob([t.weightData],{type:"application/octet-stream"}),"model.weights.bin"),[4,this.fetch(this.path,e)];case 1:if((i=o.sent()).ok)return[2,{modelArtifactsInfo:Ll(t),responses:[i]}];throw new Error("BrowserHTTPRequest.save() failed due to HTTP response status "+i.status+".")}}))}))},t.prototype.load=function(){return u(this,void 0,void 0,(function(){var t,e,n,r,i,o,a,s;return c(this,(function(u){switch(u.label){case 0:return[4,this.fetch(this.path,this.requestInit)];case 1:if(!(t=u.sent()).ok)throw new Error("Request to "+this.path+" failed with status code "+t.status+". Please verify this URL points to the model JSON of the model to load.");u.label=2;case 2:return u.trys.push([2,4,,5]),[4,t.json()];case 3:return e=u.sent(),[3,5];case 4:throw u.sent(),n="Failed to parse model JSON of response from "+this.path+".",this.path.endsWith(".pb")?n+=" Your path contains a .pb file extension. Support for .pb models have been removed in TensorFlow.js 1.0 in favor of .json models. You can re-convert your Python TensorFlow model using the TensorFlow.js 1.0 conversion scripts or you can convert your.pb models with the 'pb2json'NPM script in the tensorflow/tfjs-converter repository.":n+=" Please make sure the server is serving valid JSON for this request.",new Error(n);case 5:if(r=e.modelTopology,i=e.weightsManifest,null==r&&null==i)throw new Error("The JSON from HTTP path "+this.path+" contains neither model topology or manifest for weights.");return null==i?[3,7]:[4,this.loadWeights(i)];case 6:s=u.sent(),o=s[0],a=s[1],u.label=7;case 7:return[2,{modelTopology:r,weightSpecs:o,weightData:a}]}}))}))},t.prototype.loadWeights=function(t){return u(this,void 0,void 0,(function(){var e,n,r,i,o,a,s,u,l,f,h;return c(this,(function(c){switch(c.label){case 0:for(e=Array.isArray(this.path)?this.path[1]:this.path,n=function(t){var e=t.lastIndexOf("/"),n=t.lastIndexOf("?");return[t.substring(0,e)+"/",n>e?t.substring(n):""]}(e),r=n[0],i=n[1],o=this.weightPathPrefix||r,a=[],s=0,u=t;s0&&Number.isInteger(n),(function(){return"If provided, numClasses must be a positive integer, but got "+n})),g(1===r.rank,(function(){return"Expected the rank of labels to be 1, but got "+r.rank})),g(1===i.rank,(function(){return"Expected the rank of predictions to be 1, but got "+i.rank})),g(r.shape[0]===i.shape[0],(function(){return"Mismatch in the number of examples: "+r.shape[0]+" vs. "+i.shape[0]+". Labels and predictions should have the same number of elements."})),g(n>0&&Number.isInteger(n),(function(){return"numClasses is required to be a positive integer, but got "+n}));var o=Zn(r.asType("int32"),n),a=Zn(i.asType("int32"),n);return o.transpose().matMul(a).asType("int32")}}),Of=(Object.freeze({confusionMatrix:Sf}),an({fromPixels_:function(t,e){if(void 0===e&&(e=3),e>4)throw new Error("Cannot construct Tensor with more than 4 channels from pixels.");var n="undefined"!=typeof HTMLVideoElement&&t instanceof HTMLVideoElement;if(n&&n&&t.readyState<2)throw new Error("The video element has not loaded data yet. Please wait for `loadeddata` event on the