use hugging face model

libs/remix-ui/editor/src/lib/providers/inlineCompletionProvider.ts

@@ -1,5 +1,5 @@
 import { EditorUIProps, monacoTypes } from '@remix-ui/editor';
-import axios from 'axios';
+import { SuggestionService } from '../suggestion-service/suggestion-service'
 const controller = new AbortController();
 const { signal } = controller;
 const result: string = ''
@@ -7,12 +7,23 @@ const result: string = ''
 export class RemixInLineCompletionProvider implements monacoTypes.languages.InlineCompletionsProvider {
   props: EditorUIProps
   monaco: any
+  suggestionService: SuggestionService
   constructor(props: any, monaco: any) {
     this.props = props
     this.monaco = monaco
+    this.suggestionService = new SuggestionService()
+    this.suggestionService.events.on('progress', (data) => {
+      this.props.plugin.call('terminal', 'log', {type: 'info', value: `loading Solidity copilot: ${(data.loaded / data.total) * 100}% done.` })
+    })
+    this.suggestionService.events.on('done', (data) => {
+      this.props.plugin.call('terminal', 'log', { type: 'info', value: `Solidity copilot loaded.`})
+    })
+    this.suggestionService.events.on('ready', (data) => {
+      this.props.plugin.call('terminal', 'log', { type: 'info', value: `Solidity copilot ready to use.`})
+    })
   }
-  async provideInlineCompletions(model: monacoTypes.editor.ITextModel, position: monacoTypes.Position, context: monacoTypes.languages.InlineCompletionContext, token: monacoTypes.CancellationToken): Promise<monacoTypes.languages.InlineCompletions<monacoTypes.languages.InlineCompletion>> {
 
+  async provideInlineCompletions(model: monacoTypes.editor.ITextModel, position: monacoTypes.Position, context: monacoTypes.languages.InlineCompletionContext, token: monacoTypes.CancellationToken): Promise<monacoTypes.languages.InlineCompletions<monacoTypes.languages.InlineCompletion>> {
     // get text before the position of the completion
     const word = model.getValueInRange({
       startLineNumber: 1,
@@ -21,31 +32,25 @@ export class RemixInLineCompletionProvider implements monacoTypes.languages.Inli
       endColumn: position.column,
     });
 
+    const result = await this.suggestionService.suggest(word, 3, 0.5, 5, false)
+    const generatedText = (result as any).output[0].generated_text as string
+    console.log(word, result)
+    
+    const clean = generatedText.replace(word, '')
+    console.log(clean)
+    const item: monacoTypes.languages.InlineCompletion = {
+      insertText: {
+        snippet: clean
+      }
+    };
+
     // abort if there is a signal
     if (token.isCancellationRequested) {
       console.log('aborted')
       return { items: [] };
     }    
-
-    const url = 'http://localhost:8000/infer'
-    const data  = {'prefix': 'contract test', 'max_token': 20}
-
-    const response = await axios.post(url, data, {signal})
- 
-    
-    console.log(response.data.data)
-    console.log('word', word)
-
-   
-
-    const item: monacoTypes.languages.InlineCompletion = {
-      insertText: {
-        snippet: response.data.data,
-      }      
-    };
-    
     return {
-      items: [item],
+      items: [item]
     }
 
   }

libs/remix-ui/editor/src/lib/remix-ui-editor.tsx

@@ -885,6 +885,9 @@ export const EditorUI = (props: EditorUIProps) => {
         options={{
           glyphMargin: true,
           readOnly: (!editorRef.current || !props.currentFile) && editorModelsState[props.currentFile]?.readOnly,
+          inlineSuggest: {
+            enabled: true,
+          }
         }}
         defaultValue={defaultEditorValue}
       />

libs/remix-ui/editor/src/lib/suggestion-service/suggestion-service.ts

@@ -0,0 +1,89 @@
+import EventEmitter from 'events'
+
+export class SuggestionService {
+  worker: Worker
+  responses: Array<any>
+  events: EventEmitter
+  constructor() {
+    console.log('SuggestionService instanciate worker')
+    this.worker = new Worker(new URL('./worker.js', import.meta.url), {
+        type: 'module'
+    });
+    this.init()
+    this.events = new EventEmitter()
+    this.responses = []
+  }
+
+  async init() {
+    const onMessageReceived = (e) => {
+      switch (e.data.status) {
+        case 'initiate':
+          console.log(e.data)
+          this.events.emit(e.data.status, e.data)
+          // Model file start load: add a new progress item to the list.
+          break;
+
+        case 'progress':
+          this.events.emit(e.data.status, e.data)
+          console.log(e.data)
+          // Model file progress: update one of the progress items.
+          break;
+
+        case 'done':
+          this.events.emit(e.data.status, e.data)
+          console.log(e.data)
+          // Model file loaded: remove the progress item from the list.
+          break;
+
+        case 'ready':
+          this.events.emit(e.data.status, e.data)
+          console.log(e.data)
+          // Pipeline ready: the worker is ready to accept messages.
+          break;
+
+        case 'update':
+          this.events.emit(e.data.status, e.data)
+          console.log(e.data)
+          // Generation update: update the output text.
+          break;
+
+        case 'complete':
+          console.log(e.data)
+          if (this.responses[e.data.id]) {
+            this.responses[e.data.id](null, e.data)
+          } else {
+            console.log('no callback for', e.data)
+          }
+          
+          // Generation complete: re-enable the "Generate" button
+          break;
+      }
+    };
+
+    // Attach the callback function as an event listener.
+    this.worker.addEventListener('message', onMessageReceived)
+
+    this.worker.postMessage({
+      cmd: 'init',
+      model: 'Pipper/finetuned_sol'
+    })
+  }
+
+  suggest (content: string, max_new_tokens: number, temperature: number, top_k: number, do_sample: boolean)  {
+    return new Promise((resolve, reject) => {
+      this.worker.postMessage({
+        id: this.responses.length,
+        cmd: 'suggest',
+        text: content,
+        max_new_tokens,
+        temperature,
+        top_k,
+        do_sample
+      })
+      this.responses.push((error, result) => {
+        if (error) return reject(error)
+        resolve(result)
+      })
+    })    
+  }
+}

libs/remix-ui/editor/src/lib/suggestion-service/worker.js

@@ -0,0 +1,89 @@
+
+import { pipeline, env } from '@xenova/transformers';
+
+env.allowLocalModels = true;
+
+const instance = null
+/**
+ * This class uses the Singleton pattern to ensure that only one instance of the pipeline is loaded.
+ */
+class CodeCompletionPipeline {
+    static task = 'text-generation';
+    static model = null
+    static instance = null;
+    
+    static async getInstance(progress_callback = null) {
+        if (this.instance === null) {
+            this.instance = pipeline(this.task, this.model, { progress_callback });
+        }
+
+        return this.instance;
+    }
+}
+
+// Listen for messages from the main thread
+self.addEventListener('message', async (event) => {
+    const {
+        id, model, text, max_new_tokens, cmd,
+
+        // Generation parameters
+        temperature,
+        top_k,
+        do_sample,
+    } = event.data;
+
+    if (cmd === 'init') {
+        // Retrieve the code-completion pipeline. When called for the first time,
+        // this will load the pipeline and save it for future use.
+        CodeCompletionPipeline.model = model
+        await CodeCompletionPipeline.getInstance(x => {
+            // We also add a progress callback to the pipeline so that we can
+            // track model loading.
+            self.postMessage(x);
+        });
+        return
+    }
+
+    if (!CodeCompletionPipeline.instance) {
+        // Send the output back to the main thread
+        self.postMessage({
+            id,
+            status: 'error',
+            message: 'model not yet loaded'
+        });  
+    }
+
+    if (cmd === 'suggest') {
+        // Retrieve the code-completion pipeline. When called for the first time,
+        // this will load the pipeline and save it for future use.
+        let generator = await CodeCompletionPipeline.getInstance(x => {
+            // We also add a progress callback to the pipeline so that we can
+            // track model loading.
+            self.postMessage(x);
+        });
+
+        // Actually perform the code-completion
+        let output = await generator(text, {
+            max_new_tokens,
+            temperature,
+            top_k,
+            do_sample,
+
+            // Allows for partial output
+            callback_function: x => {
+                self.postMessage({
+                    id,
+                    status: 'update',
+                    output: generator.tokenizer.decode(x[0].output_token_ids, { skip_special_tokens: true })
+                });
+            }
+        });
+
+        // Send the output back to the main thread
+        self.postMessage({
+            id,
+            status: 'complete',
+            output: output,
+        });   
+    }
+});

package.json

@@ -141,6 +141,7 @@
     "@types/nightwatch": "^2.3.1",
     "@web3modal/ethereum": "^2.7.1",
     "@web3modal/react": "^2.6.2",
+    "@xenova/transformers": "^2.7.0",
     "ansi-gray": "^0.1.1",
     "assert": "^2.1.0",
     "async": "^2.6.2",

yarn.lock

@@ -4552,6 +4552,59 @@
   resolved "https://registry.yarnpkg.com/@popperjs/core/-/core-2.10.2.tgz#0798c03351f0dea1a5a4cabddf26a55a7cbee590"
   integrity sha512-IXf3XA7+XyN7CP9gGh/XB0UxVMlvARGEgGXLubFICsUMGz6Q+DU+i4gGlpOxTjKvXjkJDJC8YdqdKkDj9qZHEQ==
 
+"@protobufjs/aspromise@^1.1.1", "@protobufjs/aspromise@^1.1.2":
+  version "1.1.2"
+  resolved "https://registry.yarnpkg.com/@protobufjs/aspromise/-/aspromise-1.1.2.tgz#9b8b0cc663d669a7d8f6f5d0893a14d348f30fbf"
+  integrity sha512-j+gKExEuLmKwvz3OgROXtrJ2UG2x8Ch2YZUxahh+s1F2HZ+wAceUNLkvy6zKCPVRkU++ZWQrdxsUeQXmcg4uoQ==
+
+"@protobufjs/base64@^1.1.2":
+  version "1.1.2"
+  resolved "https://registry.yarnpkg.com/@protobufjs/base64/-/base64-1.1.2.tgz#4c85730e59b9a1f1f349047dbf24296034bb2735"
+  integrity sha512-AZkcAA5vnN/v4PDqKyMR5lx7hZttPDgClv83E//FMNhR2TMcLUhfRUBHCmSl0oi9zMgDDqRUJkSxO3wm85+XLg==
+
+"@protobufjs/codegen@^2.0.4":
+  version "2.0.4"
+  resolved "https://registry.yarnpkg.com/@protobufjs/codegen/-/codegen-2.0.4.tgz#7ef37f0d010fb028ad1ad59722e506d9262815cb"
+  integrity sha512-YyFaikqM5sH0ziFZCN3xDC7zeGaB/d0IUb9CATugHWbd1FRFwWwt4ld4OYMPWu5a3Xe01mGAULCdqhMlPl29Jg==
+
+"@protobufjs/eventemitter@^1.1.0":
+  version "1.1.0"
+  resolved "https://registry.yarnpkg.com/@protobufjs/eventemitter/-/eventemitter-1.1.0.tgz#355cbc98bafad5978f9ed095f397621f1d066b70"
+  integrity sha512-j9ednRT81vYJ9OfVuXG6ERSTdEL1xVsNgqpkxMsbIabzSo3goCjDIveeGv5d03om39ML71RdmrGNjG5SReBP/Q==
+
+"@protobufjs/fetch@^1.1.0":
+  version "1.1.0"
+  resolved "https://registry.yarnpkg.com/@protobufjs/fetch/-/fetch-1.1.0.tgz#ba99fb598614af65700c1619ff06d454b0d84c45"
+  integrity sha512-lljVXpqXebpsijW71PZaCYeIcE5on1w5DlQy5WH6GLbFryLUrBD4932W/E2BSpfRJWseIL4v/KPgBFxDOIdKpQ==
+  dependencies:
+    "@protobufjs/aspromise" "^1.1.1"
+    "@protobufjs/inquire" "^1.1.0"
+
+"@protobufjs/float@^1.0.2":
+  version "1.0.2"
+  resolved "https://registry.yarnpkg.com/@protobufjs/float/-/float-1.0.2.tgz#5e9e1abdcb73fc0a7cb8b291df78c8cbd97b87d1"
+  integrity sha512-Ddb+kVXlXst9d+R9PfTIxh1EdNkgoRe5tOX6t01f1lYWOvJnSPDBlG241QLzcyPdoNTsblLUdujGSE4RzrTZGQ==
+
+"@protobufjs/inquire@^1.1.0":
+  version "1.1.0"
+  resolved "https://registry.yarnpkg.com/@protobufjs/inquire/-/inquire-1.1.0.tgz#ff200e3e7cf2429e2dcafc1140828e8cc638f089"
+  integrity sha512-kdSefcPdruJiFMVSbn801t4vFK7KB/5gd2fYvrxhuJYg8ILrmn9SKSX2tZdV6V+ksulWqS7aXjBcRXl3wHoD9Q==
+
+"@protobufjs/path@^1.1.2":
+  version "1.1.2"
+  resolved "https://registry.yarnpkg.com/@protobufjs/path/-/path-1.1.2.tgz#6cc2b20c5c9ad6ad0dccfd21ca7673d8d7fbf68d"
+  integrity sha512-6JOcJ5Tm08dOHAbdR3GrvP+yUUfkjG5ePsHYczMFLq3ZmMkAD98cDgcT2iA1lJ9NVwFd4tH/iSSoe44YWkltEA==
+
+"@protobufjs/pool@^1.1.0":
+  version "1.1.0"
+  resolved "https://registry.yarnpkg.com/@protobufjs/pool/-/pool-1.1.0.tgz#09fd15f2d6d3abfa9b65bc366506d6ad7846ff54"
+  integrity sha512-0kELaGSIDBKvcgS4zkjz1PeddatrjYcmMWOlAuAPwAeccUrPHdUqo/J6LiymHHEiJT5NrF1UVwxY14f+fy4WQw==
+
+"@protobufjs/utf8@^1.1.0":
+  version "1.1.0"
+  resolved "https://registry.yarnpkg.com/@protobufjs/utf8/-/utf8-1.1.0.tgz#a777360b5b39a1a2e5106f8e858f2fd2d060c570"
+  integrity sha512-Vvn3zZrhQZkkBE8LSuW3em98c0FwgO4nxzv6OdSxPKJIEKY2bGbHn+mhGIPerzI4twdxaP8/0+06HBpwf345Lw==
+
 "@puppeteer/browsers@^1.5.0":
   version "1.6.0"
   resolved "https://registry.yarnpkg.com/@puppeteer/browsers/-/browsers-1.6.0.tgz#d52413a7039e40a5ef72fb13fb6505fd87ce842e"
@@ -5570,7 +5623,12 @@
   resolved "https://registry.yarnpkg.com/@types/lodash/-/lodash-4.14.176.tgz#641150fc1cda36fbfa329de603bbb175d7ee20c0"
   integrity sha512-xZmuPTa3rlZoIbtDUyJKZQimJV3bxCmzMIO2c9Pz9afyDro6kr7R79GwcB6mRhuoPmV2p1Vb66WOJH7F886WKQ==
 
-"@types/lru-cache@5.1.1", "@types/lru-cache@^5.1.0":
+"@types/long@^4.0.1":
+  version "4.0.2"
+  resolved "https://registry.yarnpkg.com/@types/long/-/long-4.0.2.tgz#b74129719fc8d11c01868010082d483b7545591a"
+  integrity sha512-MqTGEo5bj5t157U6fA/BiDynNkn0YknVdh48CMPkTSpFTVmvao5UQmm7uEF6xBEo7qIMAlY/JSleYaE6VOdpaA==
+
+"@types/lru-cache@^5.1.0":
   version "5.1.1"
   resolved "https://registry.yarnpkg.com/@types/lru-cache/-/lru-cache-5.1.1.tgz#c48c2e27b65d2a153b19bfc1a317e30872e01eef"
   integrity sha512-ssE3Vlrys7sdIzs5LOxCzTVMsU7i9oa/IaW92wF32JFb3CVczqOkru2xspuKczHEbG3nvmPY7IFqVmGGHdNbYw==
@@ -5626,6 +5684,13 @@
   resolved "https://registry.yarnpkg.com/@types/node/-/node-8.9.5.tgz#162b864bc70be077e6db212b322754917929e976"
   integrity sha512-jRHfWsvyMtXdbhnz5CVHxaBgnV6duZnPlQuRSo/dm/GnmikNcmZhxIES4E9OZjUmQ8C+HCl4KJux+cXN/ErGDQ==
 
+"@types/node@>=13.7.0":
+  version "20.8.9"
+  resolved "https://registry.yarnpkg.com/@types/node/-/node-20.8.9.tgz#646390b4fab269abce59c308fc286dcd818a2b08"
+  integrity sha512-UzykFsT3FhHb1h7yD4CA4YhBHq545JC0YnEz41xkipN88eKQtL6rSgocL5tbAP6Ola9Izm/Aw4Ora8He4x0BHg==
+  dependencies:
+    undici-types "~5.26.4"
+
 "@types/node@^12.12.54":
   version "12.20.55"
   resolved "https://registry.yarnpkg.com/@types/node/-/node-12.20.55.tgz#c329cbd434c42164f846b909bd6f85b5537f6240"
@@ -6633,6 +6698,16 @@
   resolved "https://registry.yarnpkg.com/@webpack-cli/serve/-/serve-1.7.0.tgz#e1993689ac42d2b16e9194376cfb6753f6254db1"
   integrity sha512-oxnCNGj88fL+xzV+dacXs44HcDwf1ovs3AuEzvP7mqXw7fQntqIhQ1BRmynh4qEKQSSSRSWVyXRjmTbZIX9V2Q==
 
+"@xenova/transformers@^2.7.0":
+  version "2.7.0"
+  resolved "https://registry.yarnpkg.com/@xenova/transformers/-/transformers-2.7.0.tgz#0aabc8700d32ed8e28f6aa61abf8653f62fb1678"
+  integrity sha512-py5RqZt9lL/FFUT5X6St+TOSBoVaEmDETI98lK9ApEOvlWeX4bTS2nMQDFe3nFMpv24+wllhmPw2Www/f/ubJA==
+  dependencies:
+    onnxruntime-web "1.14.0"
+    sharp "^0.32.0"
+  optionalDependencies:
+    onnxruntime-node "1.14.0"
+
 "@xtuc/ieee754@^1.2.0":
   version "1.2.0"
   resolved "https://registry.yarnpkg.com/@xtuc/ieee754/-/ieee754-1.2.0.tgz#eef014a3145ae477a1cbc00cd1e552336dceb790"
@@ -10065,6 +10140,14 @@ color-string@^1.6.0:
     color-name "^1.0.0"
     simple-swizzle "^0.2.2"
 
+color-string@^1.9.0:
+  version "1.9.1"
+  resolved "https://registry.yarnpkg.com/color-string/-/color-string-1.9.1.tgz#4467f9146f036f855b764dfb5bf8582bf342c7a4"
+  integrity sha512-shrVawQFojnZv6xM40anx4CkoDP+fZsw/ZerEMsW/pyzsRbElpsL/DBVW7q3ExxwusdNXI3lXpuhEZkzs8p5Eg==
+  dependencies:
+    color-name "^1.0.0"
+    simple-swizzle "^0.2.2"
+
 color-support@^1.1.3:
   version "1.1.3"
   resolved "https://registry.yarnpkg.com/color-support/-/color-support-1.1.3.tgz#93834379a1cc9a0c61f82f52f0d04322251bd5a2"
@@ -10078,6 +10161,14 @@ color@^3.1.3:
     color-convert "^1.9.3"
     color-string "^1.6.0"
 
+color@^4.2.3:
+  version "4.2.3"
+  resolved "https://registry.yarnpkg.com/color/-/color-4.2.3.tgz#d781ecb5e57224ee43ea9627560107c0e0c6463a"
+  integrity sha512-1rXeuUUiGGrykh+CeBdu5Ie7OJwinCgQY0bc7GCRxy5xVHy+moaqkpL/jqQq0MtQOeYcrqEz4abc5f0KtU7W4A==
+  dependencies:
+    color-convert "^2.0.1"
+    color-string "^1.9.0"
+
 colord@^2.9.1:
   version "2.9.1"
   resolved "https://registry.yarnpkg.com/colord/-/colord-2.9.1.tgz#c961ea0efeb57c9f0f4834458f26cb9cc4a3f90e"
@@ -11528,6 +11619,11 @@ detect-indent@^5.0.0:
   resolved "https://registry.yarnpkg.com/detect-indent/-/detect-indent-5.0.0.tgz#3871cc0a6a002e8c3e5b3cf7f336264675f06b9d"
   integrity sha1-OHHMCmoALow+Wzz38zYmRnXwa50=
 
+detect-libc@^2.0.0, detect-libc@^2.0.2:
+  version "2.0.2"
+  resolved "https://registry.yarnpkg.com/detect-libc/-/detect-libc-2.0.2.tgz#8ccf2ba9315350e1241b88d0ac3b0e1fbd99605d"
+  integrity sha512-UX6sGumvvqSaXgdKGUsgZWqcUyIXZ/vZTrlRT/iobiKhGL0zL4d3osHj3uqllWJK+i+sixDS/3COVEOFbupFyw==
+
 detect-newline@^3.0.0:
   version "3.1.0"
   resolved "https://registry.yarnpkg.com/detect-newline/-/detect-newline-3.1.0.tgz#576f5dfc63ae1a192ff192d8ad3af6308991b651"
@@ -12949,6 +13045,11 @@ expand-range@^1.8.1:
   dependencies:
     fill-range "^2.1.0"
 
+expand-template@^2.0.3:
+  version "2.0.3"
+  resolved "https://registry.yarnpkg.com/expand-template/-/expand-template-2.0.3.tgz#6e14b3fcee0f3a6340ecb57d2e8918692052a47c"
+  integrity sha512-XYfuKMvj4O35f/pOXLObndIRvyQ+/+6AhODh+OKWj9S9498pHHn/IMszH+gt0fBCRWMNfk1ZSp5x3AifmnI2vg==
+
 expand-tilde@^2.0.0, expand-tilde@^2.0.2:
   version "2.0.2"
   resolved "https://registry.yarnpkg.com/expand-tilde/-/expand-tilde-2.0.2.tgz#97e801aa052df02454de46b02bf621642cdc8502"
@@ -13585,6 +13686,11 @@ flat@^5.0.2:
   resolved "https://registry.yarnpkg.com/flat/-/flat-5.0.2.tgz#8ca6fe332069ffa9d324c327198c598259ceb241"
   integrity sha512-b6suED+5/3rTpUBdG1gupIl8MPFCAMA0QXwmljLhvCUKcUvdE4gWky9zpuGCcXHOsz4J9wPGNWq6OKpmIzz3hQ==
 
+flatbuffers@^1.12.0:
+  version "1.12.0"
+  resolved "https://registry.yarnpkg.com/flatbuffers/-/flatbuffers-1.12.0.tgz#72e87d1726cb1b216e839ef02658aa87dcef68aa"
+  integrity sha512-c7CZADjRcl6j0PlvFy0ZqXQ67qSEZfrVPynmnL+2zPc+NtMvrF8Y0QceMo7QqnSPc7+uWjUIAbvCQ5WIKlMVdQ==
+
 flatted@^3.1.0:
   version "3.2.7"
   resolved "https://registry.yarnpkg.com/flatted/-/flatted-3.2.7.tgz#609f39207cb614b89d0765b477cb2d437fbf9787"
@@ -14293,6 +14399,11 @@ github-base@^0.5.4:
     static-extend "^0.1.2"
     use "^3.0.0"
 
+github-from-package@0.0.0:
+  version "0.0.0"
+  resolved "https://registry.yarnpkg.com/github-from-package/-/github-from-package-0.0.0.tgz#97fb5d96bfde8973313f20e8288ef9a167fa64ce"
+  integrity sha512-SyHy3T1v2NUXn29OsWdxmK6RwHD+vkj3v8en8AOBZ1wBQ/hCAQ5bAQTD02kW4W9tUp/3Qh6J8r9EvntiyCmOOw==
+
 glob-base@^0.3.0:
   version "0.3.0"
   resolved "https://registry.yarnpkg.com/glob-base/-/glob-base-0.3.0.tgz#dbb164f6221b1c0b1ccf82aea328b497df0ea3c4"
@@ -14661,6 +14772,11 @@ growly@^1.2.0:
   resolved "https://registry.yarnpkg.com/growly/-/growly-1.3.0.tgz#f10748cbe76af964b7c96c93c6bcc28af120c081"
   integrity sha1-8QdIy+dq+WS3yWyTxrzCivEgwIE=
 
+guid-typescript@^1.0.9:
+  version "1.0.9"
+  resolved "https://registry.yarnpkg.com/guid-typescript/-/guid-typescript-1.0.9.tgz#e35f77003535b0297ea08548f5ace6adb1480ddc"
+  integrity sha512-Y8T4vYhEfwJOTbouREvG+3XDsjr8E3kIr7uf+JZ0BYloFsttiHU0WfvANVsR7TxNUJa/WpCnw/Ino/p+DeBhBQ==
+
 gulp-cli@^2.2.0:
   version "2.3.0"
   resolved "https://registry.yarnpkg.com/gulp-cli/-/gulp-cli-2.3.0.tgz#ec0d380e29e52aa45e47977f0d32e18fd161122f"
@@ -18212,6 +18328,11 @@ logplease@^1.2.15:
   resolved "https://registry.yarnpkg.com/logplease/-/logplease-1.2.15.tgz#3da442e93751a5992cc19010a826b08d0293c48a"
   integrity sha512-jLlHnlsPSJjpwUfcNyUxXCl33AYg2cHhIf9QhGL2T4iPT0XPB+xP1LRKFPgIg1M/sg9kAJvy94w9CzBNrfnstA==
 
+long@^4.0.0:
+  version "4.0.0"
+  resolved "https://registry.yarnpkg.com/long/-/long-4.0.0.tgz#9a7b71cfb7d361a194ea555241c92f7468d5bf28"
+  integrity sha512-XsP+KhQif4bjX1kbuSiySJFNAehNxgLb6hPRGJ9QsUr8ajHkuXGdrHmFUTUUXhDwVX2R5bY4JNZEwbUiMhV+MA==
+
 longest-streak@^3.0.0:
   version "3.1.0"
   resolved "https://registry.yarnpkg.com/longest-streak/-/longest-streak-3.1.0.tgz#62fa67cd958742a1574af9f39866364102d90cd4"
@@ -19281,7 +19402,7 @@ minimist@1.2.6, minimist@^1.2.6:
   resolved "https://registry.yarnpkg.com/minimist/-/minimist-1.2.6.tgz#8637a5b759ea0d6e98702cfb3a9283323c93af44"
   integrity sha512-Jsjnk4bw3YJqYzbdyBiNsPWHPfO++UGG749Cxs6peCu5Xg4nrena6OVxOYxrQTqww0Jmwt+Ref8rggumkTLz9Q==
 
-minimist@^1.1.0, minimist@^1.2.0, minimist@^1.2.7:
+minimist@^1.1.0, minimist@^1.2.0, minimist@^1.2.3, minimist@^1.2.7:
   version "1.2.8"
   resolved "https://registry.yarnpkg.com/minimist/-/minimist-1.2.8.tgz#c1a464e7693302e082a075cee0c057741ac4772c"
   integrity sha512-2yyAR8qBkN3YuheJanUpWC5U3bb5osDywNB8RzDVlDwDHbocAJveqqj1u8+SVD7jkWT4yvsHCpWqqWqAxb0zCA==
@@ -19363,7 +19484,7 @@ mixin-deep@^1.2.0:
     for-in "^1.0.2"
     is-extendable "^1.0.1"
 
-mkdirp-classic@^0.5.2:
+mkdirp-classic@^0.5.2, mkdirp-classic@^0.5.3:
   version "0.5.3"
   resolved "https://registry.yarnpkg.com/mkdirp-classic/-/mkdirp-classic-0.5.3.tgz#fa10c9115cc6d8865be221ba47ee9bed78601113"
   integrity sha512-gKLcREMhtuZRwRAfqP3RFW+TK4JqApVBtOIftVgjuABpAtpxhPGaDcfvbhNvD0B8iD1oUr/txX35NjcaY6Ns/A==
@@ -19822,6 +19943,11 @@ nanomatch@^1.2.9:
     snapdragon "^0.8.1"
     to-regex "^3.0.1"
 
+napi-build-utils@^1.0.1:
+  version "1.0.2"
+  resolved "https://registry.yarnpkg.com/napi-build-utils/-/napi-build-utils-1.0.2.tgz#b1fddc0b2c46e380a0b7a76f984dd47c41a13806"
+  integrity sha512-ONmRUqK7zj7DWX0D9ADe03wbwOBZxNAfF20PlGfCWQcD3+/MakShIHrMqx9YwPTfxDdF1zLeL+RGZiR9kGMLdg==
+
 napi-macros@^2.2.2:
   version "2.2.2"
   resolved "https://registry.yarnpkg.com/napi-macros/-/napi-macros-2.2.2.tgz#817fef20c3e0e40a963fbf7b37d1600bd0201044"
@@ -19934,6 +20060,13 @@ no-case@^3.0.4:
     lower-case "^2.0.2"
     tslib "^2.0.3"
 
+node-abi@^3.3.0:
+  version "3.51.0"
+  resolved "https://registry.yarnpkg.com/node-abi/-/node-abi-3.51.0.tgz#970bf595ef5a26a271307f8a4befa02823d4e87d"
+  integrity sha512-SQkEP4hmNWjlniS5zdnfIXTk1x7Ome85RDzHlTbBtzE97Gfwz/Ipw4v/Ryk20DWIy3yCNVLVlGKApCnmvYoJbA==
+  dependencies:
+    semver "^7.3.5"
+
 node-abort-controller@^3.0.1:
   version "3.0.1"
   resolved "https://registry.yarnpkg.com/node-abort-controller/-/node-abort-controller-3.0.1.tgz#f91fa50b1dee3f909afabb7e261b1e1d6b0cb74e"
@@ -19954,6 +20087,11 @@ node-addon-api@^3.2.1:
   resolved "https://registry.yarnpkg.com/node-addon-api/-/node-addon-api-3.2.1.tgz#81325e0a2117789c0128dab65e7e38f07ceba161"
   integrity sha512-mmcei9JghVNDYydghQmeDX8KoAm0FAiYyIcUt/N4nhyAipB17pllZQDOJD2fotxABnt4Mdz+dKTO7eftLg4d0A==
 
+node-addon-api@^6.1.0:
+  version "6.1.0"
+  resolved "https://registry.yarnpkg.com/node-addon-api/-/node-addon-api-6.1.0.tgz#ac8470034e58e67d0c6f1204a18ae6995d9c0d76"
+  integrity sha512-+eawOlIgy680F0kBzPUNFhMZGtJ1YmqM6l4+Crf4IkImjYrO/mqPwRMh352g23uIaQKFItcQ64I7KMaJxHgAVA==
+
 node-emoji@^1.4.1:
   version "1.11.0"
   resolved "https://registry.yarnpkg.com/node-emoji/-/node-emoji-1.11.0.tgz#69a0150e6946e2f115e9d7ea4df7971e2628301c"
@@ -20921,6 +21059,37 @@ onetime@^6.0.0:
   dependencies:
     mimic-fn "^4.0.0"
 
+onnx-proto@^4.0.4:
+  version "4.0.4"
+  resolved "https://registry.yarnpkg.com/onnx-proto/-/onnx-proto-4.0.4.tgz#2431a25bee25148e915906dda0687aafe3b9e044"
+  integrity sha512-aldMOB3HRoo6q/phyB6QRQxSt895HNNw82BNyZ2CMh4bjeKv7g/c+VpAFtJuEMVfYLMbRx61hbuqnKceLeDcDA==
+  dependencies:
+    protobufjs "^6.8.8"
+
+onnxruntime-common@~1.14.0:
+  version "1.14.0"
+  resolved "https://registry.yarnpkg.com/onnxruntime-common/-/onnxruntime-common-1.14.0.tgz#2bb5dac5261269779aa5fb6536ca379657de8bf6"
+  integrity sha512-3LJpegM2iMNRX2wUmtYfeX/ytfOzNwAWKSq1HbRrKc9+uqG/FsEA0bbKZl1btQeZaXhC26l44NWpNUeXPII7Ew==
+
+onnxruntime-node@1.14.0:
+  version "1.14.0"
+  resolved "https://registry.yarnpkg.com/onnxruntime-node/-/onnxruntime-node-1.14.0.tgz#c4ae6c355cfae7d83abaf36dd39a905c4a010217"
+  integrity sha512-5ba7TWomIV/9b6NH/1x/8QEeowsb+jBEvFzU6z0T4mNsFwdPqXeFUM7uxC6QeSRkEbWu3qEB0VMjrvzN/0S9+w==
+  dependencies:
+    onnxruntime-common "~1.14.0"
+
+onnxruntime-web@1.14.0:
+  version "1.14.0"
+  resolved "https://registry.yarnpkg.com/onnxruntime-web/-/onnxruntime-web-1.14.0.tgz#c8cee538781b1d4c1c6b043934f4a3e6ddf1466e"
+  integrity sha512-Kcqf43UMfW8mCydVGcX9OMXI2VN17c0p6XvR7IPSZzBf/6lteBzXHvcEVWDPmCKuGombl997HgLqj91F11DzXw==
+  dependencies:
+    flatbuffers "^1.12.0"
+    guid-typescript "^1.0.9"
+    long "^4.0.0"
+    onnx-proto "^4.0.4"
+    onnxruntime-common "~1.14.0"
+    platform "^1.3.6"
+
 open@^8.0.9, open@^8.4.0:
   version "8.4.0"
   resolved "https://registry.yarnpkg.com/open/-/open-8.4.0.tgz#345321ae18f8138f82565a910fdc6b39e8c244f8"
@@ -21757,6 +21926,11 @@ pkg-up@^3.1.0:
   dependencies:
     find-up "^3.0.0"
 
+platform@^1.3.6:
+  version "1.3.6"
+  resolved "https://registry.yarnpkg.com/platform/-/platform-1.3.6.tgz#48b4ce983164b209c2d45a107adb31f473a6e7a7"
+  integrity sha512-fnWVljUchTro6RiCFvCXBbNhJc2NijN7oIQxbwsyL0buWJPG85v81ehlHI9fXrJsMNgTofEoWIQeClKpgxFLrg==
+
 plur@^1.0.0:
   version "1.0.0"
   resolved "https://registry.yarnpkg.com/plur/-/plur-1.0.0.tgz#db85c6814f5e5e5a3b49efc28d604fec62975156"
@@ -22175,6 +22349,24 @@ preact@^10.12.0, preact@^10.5.9:
   resolved "https://registry.yarnpkg.com/preact/-/preact-10.13.1.tgz#d220bd8771b8fa197680d4917f3cefc5eed88720"
   integrity sha512-KyoXVDU5OqTpG9LXlB3+y639JAGzl8JSBXLn1J9HTSB3gbKcuInga7bZnXLlxmK94ntTs1EFeZp0lrja2AuBYQ==
 
+prebuild-install@^7.1.1:
+  version "7.1.1"
+  resolved "https://registry.yarnpkg.com/prebuild-install/-/prebuild-install-7.1.1.tgz#de97d5b34a70a0c81334fd24641f2a1702352e45"
+  integrity sha512-jAXscXWMcCK8GgCoHOfIr0ODh5ai8mj63L2nWrjuAgXE6tDyYGnx4/8o/rCgU+B4JSyZBKbeZqzhtwtC3ovxjw==
+  dependencies:
+    detect-libc "^2.0.0"
+    expand-template "^2.0.3"
+    github-from-package "0.0.0"
+    minimist "^1.2.3"
+    mkdirp-classic "^0.5.3"
+    napi-build-utils "^1.0.1"
+    node-abi "^3.3.0"
+    pump "^3.0.0"
+    rc "^1.2.7"
+    simple-get "^4.0.0"
+    tar-fs "^2.0.0"
+    tunnel-agent "^0.6.0"
+
 prelude-ls@^1.2.1:
   version "1.2.1"
   resolved "https://registry.yarnpkg.com/prelude-ls/-/prelude-ls-1.2.1.tgz#debc6489d7a6e6b0e7611888cec880337d316396"
@@ -22357,6 +22549,25 @@ proto-list@~1.2.1:
   resolved "https://registry.yarnpkg.com/proto-list/-/proto-list-1.2.4.tgz#212d5bfe1318306a420f6402b8e26ff39647a849"
   integrity sha1-IS1b/hMYMGpCD2QCuOJv85ZHqEk=
 
+protobufjs@^6.8.8:
+  version "6.11.4"
+  resolved "https://registry.yarnpkg.com/protobufjs/-/protobufjs-6.11.4.tgz#29a412c38bf70d89e537b6d02d904a6f448173aa"
+  integrity sha512-5kQWPaJHi1WoCpjTGszzQ32PG2F4+wRY6BmAT4Vfw56Q2FZ4YZzK20xUYQH4YkfehY1e6QSICrJquM6xXZNcrw==
+  dependencies:
+    "@protobufjs/aspromise" "^1.1.2"
+    "@protobufjs/base64" "^1.1.2"
+    "@protobufjs/codegen" "^2.0.4"
+    "@protobufjs/eventemitter" "^1.1.0"
+    "@protobufjs/fetch" "^1.1.0"
+    "@protobufjs/float" "^1.0.2"
+    "@protobufjs/inquire" "^1.1.0"
+    "@protobufjs/path" "^1.1.2"
+    "@protobufjs/pool" "^1.1.0"
+    "@protobufjs/utf8" "^1.1.0"
+    "@types/long" "^4.0.1"
+    "@types/node" ">=13.7.0"
+    long "^4.0.0"
+
 protocol-buffers-schema@^3.3.1:
   version "3.6.0"
   resolved "https://registry.yarnpkg.com/protocol-buffers-schema/-/protocol-buffers-schema-3.6.0.tgz#77bc75a48b2ff142c1ad5b5b90c94cd0fa2efd03"
@@ -22719,7 +22930,7 @@ rc@^1.0.1, rc@^1.1.6:
     minimist "^1.2.0"
     strip-json-comments "~2.0.1"
 
-rc@^1.1.1, rc@^1.2.8:
+rc@^1.1.1, rc@^1.2.7, rc@^1.2.8:
   version "1.2.8"
   resolved "https://registry.yarnpkg.com/rc/-/rc-1.2.8.tgz#cd924bf5200a075b83c188cd6b9e211b7fc0d3ed"
   integrity sha512-y3bGgqKj3QBdxLbLkomlohkvsA8gdAiUQlSBJnBhfn+BPxg4bc62d8TcBW15wavDfgexCgccckhcZvywyQYPOw==
@@ -24287,6 +24498,13 @@ semver@^7.3.4, semver@^7.3.5, semver@^7.3.7, semver@^7.3.8, semver@^7.4.0:
   dependencies:
     lru-cache "^6.0.0"
 
+semver@^7.5.4:
+  version "7.5.4"
+  resolved "https://registry.yarnpkg.com/semver/-/semver-7.5.4.tgz#483986ec4ed38e1c6c48c34894a9182dbff68a6e"
+  integrity sha512-1bCSESV6Pv+i21Hvpxp3Dx+pSD8lIPt8uVjRrxAUt/nbswYc+tK6Y2btiULjd4+fnq15PX+nqQDC7Oft7WkwcA==
+  dependencies:
+    lru-cache "^6.0.0"
+
 semver@~5.3.0:
   version "5.3.0"
   resolved "https://registry.yarnpkg.com/semver/-/semver-5.3.0.tgz#9b2ce5d3de02d17c6012ad326aa6b4d0cf54f94f"
@@ -24429,6 +24647,20 @@ shallow-clone@^3.0.0:
   dependencies:
     kind-of "^6.0.2"
 
+sharp@^0.32.0:
+  version "0.32.6"
+  resolved "https://registry.yarnpkg.com/sharp/-/sharp-0.32.6.tgz#6ad30c0b7cd910df65d5f355f774aa4fce45732a"
+  integrity sha512-KyLTWwgcR9Oe4d9HwCwNM2l7+J0dUQwn/yf7S0EnTtb0eVS4RxO0eUSvxPtzT4F3SY+C4K6fqdv/DO27sJ/v/w==
+  dependencies:
+    color "^4.2.3"
+    detect-libc "^2.0.2"
+    node-addon-api "^6.1.0"
+    prebuild-install "^7.1.1"
+    semver "^7.5.4"
+    simple-get "^4.0.1"
+    tar-fs "^3.0.4"
+    tunnel-agent "^0.6.0"
+
 shasum-object@^1.0.0:
   version "1.0.0"
   resolved "https://registry.yarnpkg.com/shasum-object/-/shasum-object-1.0.0.tgz#0b7b74ff5b66ecf9035475522fa05090ac47e29e"
@@ -24555,6 +24787,15 @@ simple-get@^4.0.1:
     once "^1.3.1"
     simple-concat "^1.0.0"
 
+simple-get@^4.0.0, simple-get@^4.0.1:
+  version "4.0.1"
+  resolved "https://registry.yarnpkg.com/simple-get/-/simple-get-4.0.1.tgz#4a39db549287c979d352112fa03fd99fd6bc3543"
+  integrity sha512-brv7p5WgH0jmQJr1ZDDfKDOSeWWg+OVypG99A/5vYGPqJ6pxiaHLy8nxtFjBA7oMa01ebA9gfh1uMCFqOuXxvA==
+  dependencies:
+    decompress-response "^6.0.0"
+    once "^1.3.1"
+    simple-concat "^1.0.0"
+
 simple-swizzle@^0.2.2:
   version "0.2.2"
   resolved "https://registry.yarnpkg.com/simple-swizzle/-/simple-swizzle-0.2.2.tgz#a4da6b635ffcccca33f70d17cb92592de95e557a"
@@ -25754,7 +25995,7 @@ tape@^4.13.3:
     string.prototype.trim "~1.2.4"
     through "~2.3.8"
 
-tar-fs@2.1.1:
+tar-fs@2.1.1, tar-fs@^2.0.0:
   version "2.1.1"
   resolved "https://registry.yarnpkg.com/tar-fs/-/tar-fs-2.1.1.tgz#489a15ab85f1f0befabb370b7de4f9eb5cbe8784"
   integrity sha512-V0r2Y9scmbDRLCNex/+hYzvp/zyYjvFbHPNgVTKfQvVrb6guiE/fxP+XblDNR011utopbkex2nM4dHNV6GDsng==
@@ -25764,7 +26005,7 @@ tar-fs@2.1.1:
     pump "^3.0.0"
     tar-stream "^2.1.4"
 
-tar-fs@3.0.4:
+tar-fs@3.0.4, tar-fs@^3.0.4:
   version "3.0.4"
   resolved "https://registry.yarnpkg.com/tar-fs/-/tar-fs-3.0.4.tgz#a21dc60a2d5d9f55e0089ccd78124f1d3771dbbf"
   integrity sha512-5AFQU8b9qLfZCX9zp2duONhPmZv0hGYiBPJsyUdqMjzq/mqVpy/rEUSeHk1+YitmxugaptgBh5oDGU3VsAJq4w==
@@ -26687,6 +26928,11 @@ undertaker@^1.2.1:
     object.reduce "^1.0.0"
     undertaker-registry "^1.0.0"
 
+undici-types@~5.26.4:
+  version "5.26.5"
+  resolved "https://registry.yarnpkg.com/undici-types/-/undici-types-5.26.5.tgz#bcd539893d00b56e964fd2657a4866b221a65617"
+  integrity sha512-JlCMO+ehdEIKqlFxk6IfVoAUVmgz7cU7zD/h9XZ0qzeosSHmUJVOzSQvvYSYWXkFXC+IfLKSIffhv0sVZup6pA==
+
 undici@^5.14.0:
   version "5.27.2"
   resolved "https://registry.yarnpkg.com/undici/-/undici-5.27.2.tgz#a270c563aea5b46cc0df2550523638c95c5d4411"