From 45773c0c80aa3883fb6fbcb7deb11cdeb7d04457 Mon Sep 17 00:00:00 2001
From: joeyklee <jsphknglee@gmail.com>
Date: Tue, 28 Jan 2020 17:37:17 -0500
Subject: [PATCH 1/8] initial commit of universal sentence encoder

---
 package-lock.json                          | 189 +++++++++++++++------
 package.json                               |   3 +-
 src/UniversalSentenceEncoder/index.js      |  41 +++++
 src/UniversalSentenceEncoder/index_test.js |   0
 4 files changed, 178 insertions(+), 55 deletions(-)
 create mode 100644 src/UniversalSentenceEncoder/index.js
 create mode 100644 src/UniversalSentenceEncoder/index_test.js

diff --git a/package-lock.json b/package-lock.json
index 790a07849..917e82b57 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1070,21 +1070,46 @@
       "resolved": "https://registry.npmjs.org/@tensorflow-models/speech-commands/-/speech-commands-0.3.9.tgz",
       "integrity": "sha512-MrMlDEDHkZPKuZawQb1E2Hof1m2ojZrOW1EAVnvZ1Jn+cPmDJz+X3hokYLC3P+UBUq+tAYq1vU0Byt9SbyGWbg=="
     },
-    "@tensorflow/tfjs": {
+    "@tensorflow-models/universal-sentence-encoder": {
       "version": "1.2.2",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs/-/tfjs-1.2.2.tgz",
-      "integrity": "sha512-HfhSzL2eTWhlT0r/A5wmo+u3bHe+an16p5wsnFH3ujn21fQ8QtGpSfDHQZjWx1kVFaQnV6KBG+17MOrRHoHlLA==",
-      "requires": {
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-        "@tensorflow/tfjs-core": "1.2.2",
-        "@tensorflow/tfjs-data": "1.2.2",
-        "@tensorflow/tfjs-layers": "1.2.2"
+      "resolved": "https://registry.npmjs.org/@tensorflow-models/universal-sentence-encoder/-/universal-sentence-encoder-1.2.2.tgz",
+      "integrity": "sha512-fGCl/gwB7jmKCRI2FhgIBeIa/LCSUcjlEcckH2Bc2dIjhJ+2nspp+22lubxcseN6jjrmP42kkXt/reAPe+KJkQ=="
+    },
+    "@tensorflow/tfjs": {
+      "version": "1.2.11",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs/-/tfjs-1.2.11.tgz",
+      "integrity": "sha512-q1SIEMiR+Vqq8Fnmt/YGBC5tNq97LXDvUEl8SwWedhLtK1GJCpLMJXQA54JrkFXGLv5hK4dEb+1dx28TJUET2g==",
+      "requires": {
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+        "@tensorflow/tfjs-core": "1.2.11",
+        "@tensorflow/tfjs-data": "1.2.11",
+        "@tensorflow/tfjs-layers": "1.2.11"
+      },
+      "dependencies": {
+        "@tensorflow/tfjs-core": {
+          "version": "1.2.11",
+          "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-core/-/tfjs-core-1.2.11.tgz",
+          "integrity": "sha512-guqqD5bb5BTaTvUVWhG1xCXB0NuA5rv0indSEEOpMfqqBvtSwKp02heDGDcPOSUnmdB8V/HJbcyX2wRBXztQpA==",
+          "requires": {
+            "@types/offscreencanvas": "~2019.3.0",
+            "@types/seedrandom": "2.4.27",
+            "@types/webgl-ext": "0.0.30",
+            "@types/webgl2": "0.0.4",
+            "node-fetch": "~2.1.2",
+            "seedrandom": "2.4.3"
+          }
+        },
+        "node-fetch": {
+          "version": "2.1.2",
+          "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.1.2.tgz",
+          "integrity": "sha1-q4hOjn5X44qUR1POxwb3iNF2i7U="
+        }
       }
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-      "version": "1.2.2",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-converter/-/tfjs-converter-1.2.2.tgz",
-      "integrity": "sha512-NM2NcPRHpCNeJdBxHcYpmW9ZHTQ2lJFJgmgGpQ8CxSC9CtQB05bFONs3SKcwMNDE/69QBRVom5DYqLCVUg+A+g=="
+      "version": "1.2.11",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-converter/-/tfjs-converter-1.2.11.tgz",
+      "integrity": "sha512-3Qg3k6x9ZbAFSCJTSC2anaM40Fs04+PGFw/uRvupWHmns6D5ni9RzTH2thef9hzBT2V/UHnlnHs7RYJqQNTThA=="
     },
     "@tensorflow/tfjs-core": {
       "version": "1.2.2",
@@ -1108,9 +1133,9 @@
       }
     },
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-      "version": "1.2.2",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-data/-/tfjs-data-1.2.2.tgz",
-      "integrity": "sha512-oHGBoGdnCl2RyouLKplQqo+iil0iJgPbi/aoHizhpO77UBuJXlKMblH8w5GbxVAw3hKxWlqzYpxPo6rVRgehNA==",
+      "version": "1.2.11",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-data/-/tfjs-data-1.2.11.tgz",
+      "integrity": "sha512-xrRekVbwWgW1Cyaqh+1x0Tq3CQkePm/G94eGLcH6IbcoBp0syKKUCD0vHkaGn7GkUGFJkej5yHXsh0ujrbxd+A==",
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@@ -1124,9 +1149,9 @@
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-      "integrity": "sha512-yzWZaZrCVpEyTkSrzMe4OOP4aGUfaaROE/zR9fPsPGGF8wLlbLNZUJjeYUmjy3G3pXGaM0mQUbLR5Vd707CVtQ=="
+      "version": "1.2.11",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-layers/-/tfjs-layers-1.2.11.tgz",
+      "integrity": "sha512-Ye/b0pwB9KVW5IbRP9UNSXPUvizP8VdaKVFzT2C6JJpUE97LznItbYDJjO60ND/Cl0uj7ttvxPwlYb7HYo+e6g=="
     },
     "@tensorflow/tfjs-vis": {
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@@ -1175,9 +1200,9 @@
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-      "resolved": "https://registry.npmjs.org/@types/node-fetch/-/node-fetch-2.5.0.tgz",
-      "integrity": "sha512-TLFRywthBgL68auWj+ziWu+vnmmcHCDFC/sqCOQf1xTz4hRq8cu79z8CtHU9lncExGBsB8fXA4TiLDLt6xvMzw==",
+      "version": "2.5.4",
+      "resolved": "https://registry.npmjs.org/@types/node-fetch/-/node-fetch-2.5.4.tgz",
+      "integrity": "sha512-Oz6id++2qAOFuOlE1j0ouk1dzl3mmI1+qINPNBhi9nt/gVOz0G+13Ao6qjhdF0Ys+eOkhu6JnFmt38bR3H0POQ==",
       "requires": {
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@@ -3139,6 +3164,7 @@
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       "integrity": "sha1-OciRjO/1eZ+D+UkqhI9iWt0Mdm8=",
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+      "optional": true,
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@@ -3573,7 +3599,8 @@
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-      "dev": true
+      "dev": true,
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@@ -8285,7 +8312,8 @@
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-          "dev": true
+          "dev": true,
+          "optional": true
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@@ -8306,12 +8334,14 @@
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           "version": "1.0.0",
           "bundled": true,
-          "dev": true
+          "dev": true,
+          "optional": true
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           "version": "1.1.11",
           "bundled": true,
           "dev": true,
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@@ -8326,17 +8356,20 @@
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           "version": "1.1.0",
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+          "dev": true,
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           "version": "1.1.0",
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-          "dev": true
+          "dev": true,
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@@ -8453,7 +8486,8 @@
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           "version": "2.0.3",
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-          "dev": true
+          "dev": true,
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@@ -8465,6 +8499,7 @@
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@@ -8479,6 +8514,7 @@
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           "bundled": true,
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@@ -8486,12 +8522,14 @@
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+          "dev": true,
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@@ -8510,6 +8548,7 @@
           "version": "0.5.1",
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+          "optional": true,
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@@ -8590,7 +8629,8 @@
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-          "dev": true
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@@ -8602,6 +8642,7 @@
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@@ -8687,7 +8728,8 @@
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@@ -8723,6 +8765,7 @@
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@@ -8742,6 +8785,7 @@
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+          "optional": true,
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@@ -8785,12 +8829,14 @@
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@@ -9500,7 +9546,8 @@
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@@ -10043,6 +10090,7 @@
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       "integrity": "sha1-rQFScUOi6Hc8+uapb1hla7UqNLI=",
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@@ -11389,7 +11442,8 @@
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@@ -12963,13 +13017,15 @@
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       "dev": true,
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@@ -22679,7 +22741,7 @@
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+        "yeoman-generator": "github:ev1stensberg/generator#Feature-getArgument"
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@@ -23384,7 +23446,8 @@
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@@ -23405,12 +23468,14 @@
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               "version": "1.1.11",
               "bundled": true,
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@@ -23425,17 +23490,20 @@
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               "version": "1.1.0",
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+              "optional": true
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               "version": "1.1.0",
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@@ -23552,7 +23620,8 @@
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               "version": "2.0.3",
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@@ -23564,6 +23633,7 @@
               "version": "1.0.0",
               "bundled": true,
               "dev": true,
+              "optional": true,
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@@ -23578,6 +23648,7 @@
               "version": "3.0.4",
               "bundled": true,
               "dev": true,
+              "optional": true,
               "requires": {
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@@ -23585,12 +23656,14 @@
             "minimist": {
               "version": "0.0.8",
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+              "optional": true
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               "version": "2.3.5",
               "bundled": true,
               "dev": true,
+              "optional": true,
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@@ -23609,6 +23682,7 @@
               "version": "0.5.1",
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               "dev": true,
+              "optional": true,
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@@ -23689,7 +23763,8 @@
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@@ -23701,6 +23776,7 @@
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               "bundled": true,
               "dev": true,
+              "optional": true,
               "requires": {
                 "wrappy": "1"
               }
@@ -23786,7 +23862,8 @@
             "safe-buffer": {
               "version": "5.1.2",
               "bundled": true,
-              "dev": true
+              "dev": true,
+              "optional": true
             },
             "safer-buffer": {
               "version": "2.1.2",
@@ -23822,6 +23899,7 @@
               "version": "1.0.2",
               "bundled": true,
               "dev": true,
+              "optional": true,
               "requires": {
                 "code-point-at": "^1.0.0",
                 "is-fullwidth-code-point": "^1.0.0",
@@ -23841,6 +23919,7 @@
               "version": "3.0.1",
               "bundled": true,
               "dev": true,
+              "optional": true,
               "requires": {
                 "ansi-regex": "^2.0.0"
               }
@@ -23884,12 +23963,14 @@
             "wrappy": {
               "version": "1.0.2",
               "bundled": true,
-              "dev": true
+              "dev": true,
+              "optional": true
             },
             "yallist": {
               "version": "3.0.3",
               "bundled": true,
-              "dev": true
+              "dev": true,
+              "optional": true
             }
           }
         },
diff --git a/package.json b/package.json
index d2588a096..ec54b06bb 100644
--- a/package.json
+++ b/package.json
@@ -103,7 +103,8 @@
     "@tensorflow-models/mobilenet": "2.0.3",
     "@tensorflow-models/posenet": "2.1.3",
     "@tensorflow-models/speech-commands": "0.3.9",
-    "@tensorflow/tfjs": "~1.2.1",
+    "@tensorflow-models/universal-sentence-encoder": "^1.2.2",
+    "@tensorflow/tfjs": "^1.2.11",
     "@tensorflow/tfjs-vis": "^1.1.0",
     "events": "^3.0.0",
     "face-api.js": "0.20.1"
diff --git a/src/UniversalSentenceEncoder/index.js b/src/UniversalSentenceEncoder/index.js
new file mode 100644
index 000000000..b2c431d19
--- /dev/null
+++ b/src/UniversalSentenceEncoder/index.js
@@ -0,0 +1,41 @@
+// import * as tf from '@tensorflow/tfjs';
+// import callCallback from '../utils/callcallback';
+import * as USE from '@tensorflow-models/universal-sentence-encoder';
+
+class UniversalSentenceEncoder {
+  constructor(){
+    this.model = null;
+    this.config = {};
+  }
+
+  /**
+   * load model
+   */
+  async loadModel(){
+    this.model = await USE.load();
+    return this;
+  }
+
+  
+
+}
+
+const universalSentenceEncoder = (optionsOr, cb) => {
+  let options = {};
+  let callback = cb;
+
+  if (typeof optionsOr === 'function') {
+    callback = optionsOr;
+  } else if (typeof optionsOr === 'object') {
+    options = optionsOr;
+  }
+
+  if (typeof optionsOr === 'object') {
+    options = optionsOr;
+  } else if (typeof optionsOr === 'function') {
+    callback = optionsOr;
+  }
+  return new UniversalSentenceEncoder(options, callback);
+};
+
+export default universalSentenceEncoder;
\ No newline at end of file
diff --git a/src/UniversalSentenceEncoder/index_test.js b/src/UniversalSentenceEncoder/index_test.js
new file mode 100644
index 000000000..e69de29bb

From 71e4631c1fb41d15a9ec5c47fb8f634ec92e8365 Mon Sep 17 00:00:00 2001
From: joeyklee <jsphknglee@gmail.com>
Date: Tue, 28 Jan 2020 17:42:52 -0500
Subject: [PATCH 2/8] adds predict function

---
 src/UniversalSentenceEncoder/index.js | 17 +++++++++++++++--
 1 file changed, 15 insertions(+), 2 deletions(-)

diff --git a/src/UniversalSentenceEncoder/index.js b/src/UniversalSentenceEncoder/index.js
index b2c431d19..7d2b5febd 100644
--- a/src/UniversalSentenceEncoder/index.js
+++ b/src/UniversalSentenceEncoder/index.js
@@ -1,5 +1,5 @@
 // import * as tf from '@tensorflow/tfjs';
-// import callCallback from '../utils/callcallback';
+import callCallback from '../utils/callcallback';
 import * as USE from '@tensorflow-models/universal-sentence-encoder';
 
 class UniversalSentenceEncoder {
@@ -16,7 +16,20 @@ class UniversalSentenceEncoder {
     return this;
   }
 
-  
+  predict(textArray, callback){
+    return callCallback(this.predictInternal(textArray), callback);
+  }
+
+  async predictInternal(textArray){
+    try{
+      const embeddings = await this.model.embed(textArray);
+      const results = await embeddings.toArray();
+      embeddings.dispose();
+      return results;
+    } catch(err){
+      throw new Error(err);
+    }
+  }
 
 }
 

From d12b050b203e845aef567fb2dc9f13896f6c862b Mon Sep 17 00:00:00 2001
From: joeyklee <jsphknglee@gmail.com>
Date: Tue, 28 Jan 2020 17:51:33 -0500
Subject: [PATCH 3/8] adds USE to index

---
 src/UniversalSentenceEncoder/index.js | 2 +-
 src/index.js                          | 2 ++
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/src/UniversalSentenceEncoder/index.js b/src/UniversalSentenceEncoder/index.js
index 7d2b5febd..80b6aa6be 100644
--- a/src/UniversalSentenceEncoder/index.js
+++ b/src/UniversalSentenceEncoder/index.js
@@ -1,6 +1,6 @@
 // import * as tf from '@tensorflow/tfjs';
-import callCallback from '../utils/callcallback';
 import * as USE from '@tensorflow-models/universal-sentence-encoder';
+import callCallback from '../utils/callcallback';
 
 class UniversalSentenceEncoder {
   constructor(){
diff --git a/src/index.js b/src/index.js
index 9be1e57c7..d841da3b4 100644
--- a/src/index.js
+++ b/src/index.js
@@ -29,6 +29,7 @@ import bodyPix from './BodyPix';
 import neuralNetwork from './NeuralNetwork';
 import faceApi from './FaceApi';
 import kmeans from './KMeans';
+import universalSentenceEncoder from './UniversalSentenceEncoder';
 import p5Utils from './utils/p5Utils';
 
 const withPreload = {
@@ -51,6 +52,7 @@ const withPreload = {
   sentiment,
   bodyPix,
   faceApi,
+  universalSentenceEncoder
 };
 
 module.exports = Object.assign({p5Utils}, preloadRegister(withPreload), {

From e0597345a676037ac626c61c7e9344e69ac6e5a4 Mon Sep 17 00:00:00 2001
From: joeyklee <jsphknglee@gmail.com>
Date: Tue, 28 Jan 2020 18:10:50 -0500
Subject: [PATCH 4/8] adds predict function

---
 package-lock.json                     | 26 ++++++++++++++++++++++----
 package.json                          |  4 ++++
 src/UniversalSentenceEncoder/index.js |  6 ++++--
 3 files changed, 30 insertions(+), 6 deletions(-)

diff --git a/package-lock.json b/package-lock.json
index 917e82b57..3c8a73d8e 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1112,16 +1112,15 @@
       "integrity": "sha512-3Qg3k6x9ZbAFSCJTSC2anaM40Fs04+PGFw/uRvupWHmns6D5ni9RzTH2thef9hzBT2V/UHnlnHs7RYJqQNTThA=="
     },
     "@tensorflow/tfjs-core": {
-      "version": "1.2.2",
-      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-core/-/tfjs-core-1.2.2.tgz",
-      "integrity": "sha512-2hCHMKjh3UNpLEjbAEaurrTGJyj/KpLtMSAraWgHA1vGY0kmk50BBSbgCDmXWUVm7lyh/SkCq4/GrGDZktEs3g==",
+      "version": "1.2.11",
+      "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-core/-/tfjs-core-1.2.11.tgz",
+      "integrity": "sha512-guqqD5bb5BTaTvUVWhG1xCXB0NuA5rv0indSEEOpMfqqBvtSwKp02heDGDcPOSUnmdB8V/HJbcyX2wRBXztQpA==",
       "requires": {
         "@types/offscreencanvas": "~2019.3.0",
         "@types/seedrandom": "2.4.27",
         "@types/webgl-ext": "0.0.30",
         "@types/webgl2": "0.0.4",
         "node-fetch": "~2.1.2",
-        "rollup-plugin-visualizer": "~1.1.1",
         "seedrandom": "2.4.3"
       },
       "dependencies": {
@@ -7266,6 +7265,25 @@
         "tslib": "^1.10.0"
       },
       "dependencies": {
+        "@tensorflow/tfjs-core": {
+          "version": "1.2.2",
+          "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-core/-/tfjs-core-1.2.2.tgz",
+          "integrity": "sha512-2hCHMKjh3UNpLEjbAEaurrTGJyj/KpLtMSAraWgHA1vGY0kmk50BBSbgCDmXWUVm7lyh/SkCq4/GrGDZktEs3g==",
+          "requires": {
+            "@types/offscreencanvas": "~2019.3.0",
+            "@types/seedrandom": "2.4.27",
+            "@types/webgl-ext": "0.0.30",
+            "@types/webgl2": "0.0.4",
+            "node-fetch": "~2.1.2",
+            "rollup-plugin-visualizer": "~1.1.1",
+            "seedrandom": "2.4.3"
+          }
+        },
+        "node-fetch": {
+          "version": "2.1.2",
+          "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.1.2.tgz",
+          "integrity": "sha1-q4hOjn5X44qUR1POxwb3iNF2i7U="
+        },
         "tslib": {
           "version": "1.10.0",
           "resolved": "https://registry.npmjs.org/tslib/-/tslib-1.10.0.tgz",
diff --git a/package.json b/package.json
index ec54b06bb..91d362f96 100644
--- a/package.json
+++ b/package.json
@@ -95,6 +95,10 @@
       "transform-object-rest-spread"
     ]
   },
+  "peerDependencies": {
+    "@tensorflow/tfjs-core": "^1.2.9",
+    "@tensorflow/tfjs-converter": "^1.2.9"
+  },
   "dependencies": {
     "@magenta/sketch": "0.2.0",
     "@tensorflow-models/body-pix": "1.1.2",
diff --git a/src/UniversalSentenceEncoder/index.js b/src/UniversalSentenceEncoder/index.js
index 80b6aa6be..7574b788c 100644
--- a/src/UniversalSentenceEncoder/index.js
+++ b/src/UniversalSentenceEncoder/index.js
@@ -3,9 +3,11 @@ import * as USE from '@tensorflow-models/universal-sentence-encoder';
 import callCallback from '../utils/callcallback';
 
 class UniversalSentenceEncoder {
-  constructor(){
+  constructor(options, callback){
     this.model = null;
     this.config = {};
+
+    callCallback(this.loadModel(),callback);
   }
 
   /**
@@ -23,7 +25,7 @@ class UniversalSentenceEncoder {
   async predictInternal(textArray){
     try{
       const embeddings = await this.model.embed(textArray);
-      const results = await embeddings.toArray();
+      const results = await embeddings.array();
       embeddings.dispose();
       return results;
     } catch(err){

From 875f86f8c60b0b5352247e2bcccf415af85de2ae Mon Sep 17 00:00:00 2001
From: joeyklee <jsphknglee@gmail.com>
Date: Thu, 30 Jan 2020 11:17:49 -0500
Subject: [PATCH 5/8] cleans up code via feedback from henrmota

---
 src/UniversalSentenceEncoder/index.js | 18 ++++--------------
 1 file changed, 4 insertions(+), 14 deletions(-)

diff --git a/src/UniversalSentenceEncoder/index.js b/src/UniversalSentenceEncoder/index.js
index 7574b788c..93630d752 100644
--- a/src/UniversalSentenceEncoder/index.js
+++ b/src/UniversalSentenceEncoder/index.js
@@ -29,27 +29,17 @@ class UniversalSentenceEncoder {
       embeddings.dispose();
       return results;
     } catch(err){
-      throw new Error(err);
+      console.error(err);
+      return err;
     }
   }
 
 }
 
 const universalSentenceEncoder = (optionsOr, cb) => {
-  let options = {};
-  let callback = cb;
+  const options = (typeof optionsOr === 'object') ? optionsOr : {};
+  const callback = (typeof optionsOr === 'function') ? optionsOr : cb;
 
-  if (typeof optionsOr === 'function') {
-    callback = optionsOr;
-  } else if (typeof optionsOr === 'object') {
-    options = optionsOr;
-  }
-
-  if (typeof optionsOr === 'object') {
-    options = optionsOr;
-  } else if (typeof optionsOr === 'function') {
-    callback = optionsOr;
-  }
   return new UniversalSentenceEncoder(options, callback);
 };
 

From 177bd61edd1c663c14342257e94bd6a18ef647b3 Mon Sep 17 00:00:00 2001
From: joeyklee <joeyklee@nyu.edu>
Date: Wed, 8 Apr 2020 09:52:04 -0400
Subject: [PATCH 6/8] adds example and adds lib

---
 .../UniversalSentenceEncoder_Basic/index.html | 13 ++++++
 .../UniversalSentenceEncoder_Basic/sketch.js  | 42 +++++++++++++++++++
 package-lock.json                             |  5 +++
 package.json                                  |  3 +-
 4 files changed, 62 insertions(+), 1 deletion(-)
 create mode 100644 examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_Basic/index.html
 create mode 100644 examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_Basic/sketch.js

diff --git a/examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_Basic/index.html b/examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_Basic/index.html
new file mode 100644
index 000000000..d089c391c
--- /dev/null
+++ b/examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_Basic/index.html
@@ -0,0 +1,13 @@
+<html>
+  <head>
+    <meta charset="UTF-8" >
+    <title>Universal Sentence Encoder</title>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/p5.js/1.0.0/p5.min.js"></script>
+    <script src="http://localhost:8080/ml5.js" type="text/javascript"></script>
+  </head>
+
+  <body>
+    <h1>Universal Sentence Encoder</h1>
+    <script src="sketch.js"></script>
+  </body>
+</html>
\ No newline at end of file
diff --git a/examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_Basic/sketch.js b/examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_Basic/sketch.js
new file mode 100644
index 000000000..566085c5b
--- /dev/null
+++ b/examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_Basic/sketch.js
@@ -0,0 +1,42 @@
+let sentenceEncoder;
+const sentences = [
+  'I love rainbows',
+  'I love rainbows too',
+  'I love cupcakes',
+  'I love bagels more'
+]
+
+function setup(){
+  createCanvas(512, 512);
+  // background(220);
+  colorMode(HSB, 360, 100, 100);
+  sentenceEncoder = ml5.universalSentenceEncoder(modelLoaded)
+}
+
+function modelLoaded(){
+  
+  predict();
+}
+
+function predict(){
+  
+  sentenceEncoder.predict(sentences, gotResults);
+}
+
+function gotResults(err, result){
+  if(err){
+    return err;
+  }
+  console.log(result);
+
+  result.forEach( (item, y) => {
+    // console.log(item);
+    item.forEach( (val, x) => {
+      const l = map(val, -1, 1, 0, 100);
+      noStroke();
+      fill(360, 100, l);
+      rect(x, y * (height/result.length) , 1,  (height/result.length));
+    })
+  })
+
+}
diff --git a/package-lock.json b/package-lock.json
index 1a9410e20..09d2db907 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1079,6 +1079,11 @@
       "resolved": "https://registry.npmjs.org/@tensorflow-models/speech-commands/-/speech-commands-0.3.9.tgz",
       "integrity": "sha512-MrMlDEDHkZPKuZawQb1E2Hof1m2ojZrOW1EAVnvZ1Jn+cPmDJz+X3hokYLC3P+UBUq+tAYq1vU0Byt9SbyGWbg=="
     },
+    "@tensorflow-models/universal-sentence-encoder": {
+      "version": "1.2.2",
+      "resolved": "https://registry.npmjs.org/@tensorflow-models/universal-sentence-encoder/-/universal-sentence-encoder-1.2.2.tgz",
+      "integrity": "sha512-fGCl/gwB7jmKCRI2FhgIBeIa/LCSUcjlEcckH2Bc2dIjhJ+2nspp+22lubxcseN6jjrmP42kkXt/reAPe+KJkQ=="
+    },
     "@tensorflow/tfjs": {
       "version": "1.7.0",
       "resolved": "https://registry.npmjs.org/@tensorflow/tfjs/-/tfjs-1.7.0.tgz",
diff --git a/package.json b/package.json
index 74953d288..57d948a93 100644
--- a/package.json
+++ b/package.json
@@ -116,7 +116,8 @@
     "@tensorflow-models/mobilenet": "2.0.3",
     "@tensorflow-models/posenet": "2.1.3",
     "@tensorflow-models/speech-commands": "0.3.9",
-    "@tensorflow/tfjs": "1.7.0",
+    "@tensorflow-models/universal-sentence-encoder": "^1.2.2",
+    "@tensorflow/tfjs": "^1.7.0",
     "@tensorflow/tfjs-vis": "^1.1.0",
     "events": "^3.0.0",
     "face-api.js": "~0.22.2",

From e429fef70efe288a4fcab5380be38ba32f966222 Mon Sep 17 00:00:00 2001
From: joeyklee <joeyklee@nyu.edu>
Date: Wed, 8 Apr 2020 09:54:13 -0400
Subject: [PATCH 7/8] updates example json

---
 examples/examples.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/examples.json b/examples/examples.json
index 2c2001ae5..066ad7f1e 100644
--- a/examples/examples.json
+++ b/examples/examples.json
@@ -1 +1 @@
-{"BodyPix":{"p5js":[{"name":"BodyPix_Image","url":"../p5js/BodyPix/BodyPix_Image"},{"name":"BodyPix_Preload","url":"../p5js/BodyPix/BodyPix_Preload"},{"name":"BodyPix_Webcam","url":"../p5js/BodyPix/BodyPix_Webcam"},{"name":"BodyPix_Webcam_Parts","url":"../p5js/BodyPix/BodyPix_Webcam_Parts"},{"name":"BodyPix_p5Instance","url":"../p5js/BodyPix/BodyPix_p5Instance"}],"p5webeditor":[{"name":"BodyPix_Image","url":"https://editor.p5js.org/ml5/sketches/BodyPix_Image"},{"name":"BodyPix_Preload","url":"https://editor.p5js.org/ml5/sketches/BodyPix_Preload"},{"name":"BodyPix_Webcam","url":"https://editor.p5js.org/ml5/sketches/BodyPix_Webcam"},{"name":"BodyPix_Webcam_Parts","url":"https://editor.p5js.org/ml5/sketches/BodyPix_Webcam_Parts"},{"name":"BodyPix_p5Instance","url":"https://editor.p5js.org/ml5/sketches/BodyPix_p5Instance"}],"javascript":[{"name":"BodyPix_Image","url":"../javascript/BodyPix/BodyPix_Image"},{"name":"BodyPix_Webcam","url":"../javascript/BodyPix/BodyPix_Webcam"},{"name":"BodyPix_Webcam_Parts","url":"../javascript/BodyPix/BodyPix_Webcam_Parts"}]},"CVAE":{"p5js":[{"name":"CVAE_QuickDraw","url":"../p5js/CVAE/CVAE_QuickDraw"}],"p5webeditor":[{"name":"CVAE_QuickDraw","url":"https://editor.p5js.org/ml5/sketches/CVAE_QuickDraw"}],"javascript":[{"name":"CVAE_QuickDraw","url":"../javascript/CVAE/CVAE_QuickDraw"}]},"CharRNN":{"p5js":[{"name":"CharRNN_Interactive","url":"../p5js/CharRNN/CharRNN_Interactive"},{"name":"CharRNN_Text","url":"../p5js/CharRNN/CharRNN_Text"},{"name":"CharRNN_Text_Stateful","url":"../p5js/CharRNN/CharRNN_Text_Stateful"}],"p5webeditor":[{"name":"CharRNN_Interactive","url":"https://editor.p5js.org/ml5/sketches/CharRNN_Interactive"},{"name":"CharRNN_Text","url":"https://editor.p5js.org/ml5/sketches/CharRNN_Text"},{"name":"CharRNN_Text_Stateful","url":"https://editor.p5js.org/ml5/sketches/CharRNN_Text_Stateful"}],"javascript":[{"name":"CharRNN_Interactive","url":"../javascript/CharRNN/CharRNN_Interactive"},{"name":"CharRNN_Text","url":"../javascript/CharRNN/CharRNN_Text"},{"name":"CharRNN_Text_Stateful","url":"../javascript/CharRNN/CharRNN_Text_Stateful"}]},"DCGAN":{"p5js":[{"name":"DCGAN_LatentVector_RandomWalk","url":"../p5js/DCGAN/DCGAN_LatentVector_RandomWalk"},{"name":"DCGAN_LatentVector_Slider","url":"../p5js/DCGAN/DCGAN_LatentVector_Slider"},{"name":"DCGAN_Random","url":"../p5js/DCGAN/DCGAN_Random"},{"name":"model","url":"../p5js/DCGAN/model"}],"p5webeditor":[{"name":"DCGAN_LatentVector_RandomWalk","url":"https://editor.p5js.org/ml5/sketches/DCGAN_LatentVector_RandomWalk"},{"name":"DCGAN_LatentVector_Slider","url":"https://editor.p5js.org/ml5/sketches/DCGAN_LatentVector_Slider"},{"name":"DCGAN_Random","url":"https://editor.p5js.org/ml5/sketches/DCGAN_Random"},{"name":"model","url":"https://editor.p5js.org/ml5/sketches/model"}],"javascript":[{"name":"DCGAN_Random","url":"../javascript/DCGAN/DCGAN_Random"}]},"FaceApi":{"p5js":[{"name":"FaceApi_Image_Landmarks","url":"../p5js/FaceApi/FaceApi_Image_Landmarks"},{"name":"FaceApi_Video_Landmarks","url":"../p5js/FaceApi/FaceApi_Video_Landmarks"},{"name":"FaceApi_Video_Landmarks_LocalModels","url":"../p5js/FaceApi/FaceApi_Video_Landmarks_LocalModels"}],"p5webeditor":[{"name":"FaceApi_Image_Landmarks","url":"https://editor.p5js.org/ml5/sketches/FaceApi_Image_Landmarks"},{"name":"FaceApi_Video_Landmarks","url":"https://editor.p5js.org/ml5/sketches/FaceApi_Video_Landmarks"},{"name":"FaceApi_Video_Landmarks_LocalModels","url":"https://editor.p5js.org/ml5/sketches/FaceApi_Video_Landmarks_LocalModels"}],"javascript":[{"name":"FaceApi_Image_Landmarks","url":"../javascript/FaceApi/FaceApi_Image_Landmarks"},{"name":"FaceApi_Video_Landmarks","url":"../javascript/FaceApi/FaceApi_Video_Landmarks"},{"name":"FaceApi_Video_Landmarks_LocalModels","url":"../javascript/FaceApi/FaceApi_Video_Landmarks_LocalModels"}]},"FeatureExtractor":{"p5js":[{"name":"FeatureExtractor_Image_Classification","url":"../p5js/FeatureExtractor/FeatureExtractor_Image_Classification"},{"name":"FeatureExtractor_Image_Regression","url":"../p5js/FeatureExtractor/FeatureExtractor_Image_Regression"}],"p5webeditor":[{"name":"FeatureExtractor_Image_Classification","url":"https://editor.p5js.org/ml5/sketches/FeatureExtractor_Image_Classification"},{"name":"FeatureExtractor_Image_Regression","url":"https://editor.p5js.org/ml5/sketches/FeatureExtractor_Image_Regression"}],"javascript":[{"name":"FeatureExtractor_Image_Classification","url":"../javascript/FeatureExtractor/FeatureExtractor_Image_Classification"},{"name":"FeatureExtractor_Image_Regression","url":"../javascript/FeatureExtractor/FeatureExtractor_Image_Regression"}]},"ImageClassification":{"p5js":[{"name":"ImageClassification","url":"../p5js/ImageClassification/ImageClassification"},{"name":"ImageClassification_DoodleNet_Canvas","url":"../p5js/ImageClassification/ImageClassification_DoodleNet_Canvas"},{"name":"ImageClassification_DoodleNet_Video","url":"../p5js/ImageClassification/ImageClassification_DoodleNet_Video"},{"name":"Im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\ No newline at end of file

From e876c2d04b23e26de940d45a56f31f22f500250f Mon Sep 17 00:00:00 2001
From: joeyklee <joeyklee@nyu.edu>
Date: Wed, 8 Apr 2020 12:56:47 -0400
Subject: [PATCH 8/8] adds tokenizer

---
 examples/examples.json                        |  2 +-
 .../UniversalSentenceEncoder_Basic/index.html |  4 +-
 .../index.html                                | 13 +++++++
 .../sketch.js                                 | 37 +++++++++++++++++++
 src/UniversalSentenceEncoder/index.js         | 36 +++++++++++++++++-
 5 files changed, 87 insertions(+), 5 deletions(-)
 create mode 100644 examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_WithTokenizer/index.html
 create mode 100644 examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_WithTokenizer/sketch.js

diff --git a/examples/examples.json b/examples/examples.json
index 066ad7f1e..84c93a74e 100644
--- a/examples/examples.json
+++ b/examples/examples.json
@@ -1 +1 @@
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index d089c391c..e991cb694 100644
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-    <h1>Universal Sentence Encoder</h1>
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\ No newline at end of file
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+    <meta charset="UTF-8" >
+    <title>Universal Sentence Encoder</title>
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/p5.js/1.0.0/p5.min.js"></script>
+    <script src="http://localhost:8080/ml5.js" type="text/javascript"></script>
+  </head>
+
+  <body>
+    <h1>Universal Sentence Encoder</h1>
+    <script src="sketch.js"></script>
+  </body>
+</html>
\ No newline at end of file
diff --git a/examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_WithTokenizer/sketch.js b/examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_WithTokenizer/sketch.js
new file mode 100644
index 000000000..b7adec75a
--- /dev/null
+++ b/examples/p5js/UniversalSentenceEncoder/UniversalSentenceEncoder_WithTokenizer/sketch.js
@@ -0,0 +1,37 @@
+let sentenceEncoder;
+const sentence = 'Monday, Tuesday, Wednesday, Thursday, and Friday are days of the Week';
+
+
+function setup(){
+  createCanvas(512, 512);
+  // background(220);
+  colorMode(HSB, 360, 100, 100);
+  rectMode(CENTER);
+  textAlign(CENTER);
+  sentenceEncoder = ml5.universalSentenceEncoder({withTokenizer:true}, modelLoaded)
+}
+
+function modelLoaded(){
+  console.log('model ready')
+  predict();
+}
+
+function predict(){
+  console.log('predicting')
+  sentenceEncoder.encode(sentence, gotResults);
+}
+
+function gotResults(err, result){
+  if(err){
+    return err;
+  }
+  console.log(result);
+  translate(40, 0);
+  result.forEach( (item, idx) => {
+    const rectHeight = map(item, 0, 7999, 0, 100);
+    fill(180, 100, 100);
+    rect(idx * 20, height/2 , 20,  rectHeight);
+  })
+
+
+}
diff --git a/src/UniversalSentenceEncoder/index.js b/src/UniversalSentenceEncoder/index.js
index 93630d752..c20d192fa 100644
--- a/src/UniversalSentenceEncoder/index.js
+++ b/src/UniversalSentenceEncoder/index.js
@@ -2,22 +2,37 @@
 import * as USE from '@tensorflow-models/universal-sentence-encoder';
 import callCallback from '../utils/callcallback';
 
+const DEFAULTS = {
+  withTokenizer: false,
+}
+
 class UniversalSentenceEncoder {
   constructor(options, callback){
     this.model = null;
-    this.config = {};
+    this.tokenizer = null;
+    this.config = {
+      withTokenizer: options.withTokenizer || DEFAULTS.withTokenizer
+    };
 
-    callCallback(this.loadModel(),callback);
+    callCallback(this.loadModel(), callback);
   }
 
   /**
    * load model
    */
   async loadModel(){
+    if(this.config.withTokenizer === true){
+      this.tokenizer = await USE.loadTokenizer();
+    } 
     this.model = await USE.load();
     return this;
   }
 
+  /**
+   * Encodes a string or array based on the USE
+   * @param {*} textString 
+   * @param {*} callback 
+   */
   predict(textArray, callback){
     return callCallback(this.predictInternal(textArray), callback);
   }
@@ -34,6 +49,23 @@ class UniversalSentenceEncoder {
     }
   }
 
+  /**
+   * Encodes a string based on the loaded tokenizer if the withTokenizer:true
+   * @param {*} textString 
+   * @param {*} callback 
+   */
+  encode(textString, callback){
+    return callCallback(this.encodeInternal(textString), callback);
+  }
+
+  async encodeInternal(textString){
+    if(this.config.withTokenizer === true){
+      return this.tokenizer.encode(textString);
+    } 
+    console.error('withTokenizer must be set to true - please pass "withTokenizer:true" as an option in the constructor');
+    return false;
+  }
+
 }
 
 const universalSentenceEncoder = (optionsOr, cb) => {