Repository: huggingface/transformers.js (language: javascript)

Issue:
Trouble getting started with electron
I'm trying to get started as a web developer with this stuff, and I've been trying to get it working in Electron but I'm running into some issues. 

I know the tutorial for Electron is still a work in progress but I've run into so many problems I thought I'd ask for help and at the least it might give you some tips to help write the tutorial for other web developers... cause I feel like an idiot trying to get python and onnx and everything working.

**Describe the bug**

So anyway I cloned the electron example but when I try run it on my Mac I get this issue:

```bash
> electron@1.0.0 start
> electron-forge start

✔ Checking your system
✔ Locating application
✔ Loading configuration
✔ Preparing native dependencies: 1 / 1 [0.1s]
✔ Running generateAssets hook

(node:22988) UnhandledPromiseRejectionWarning: Error: `local_files_only=true` or `env.allowRemoteModels=false` and file was not found locally at "/Users/tao/Code/transformers.js/examples/electron/node_modules/@xenova/transformers/models/distilbert-base-uncased-finetuned-sst-2-english/tokenizer.json".
    at getModelFile (file:///Users/tao/Code/transformers.js/examples/electron/node_modules/@xenova/transformers/src/utils/hub.js:459:27)
    at async getModelJSON (file:///Users/tao/Code/transformers.js/examples/electron/node_modules/@xenova/transformers/src/utils/hub.js:542:18)
    at async Promise.all (index 0)
    at async loadTokenizer (file:///Users/tao/Code/transformers.js/examples/electron/node_modules/@xenova/transformers/src/tokenizers.js:52:16)
    at async AutoTokenizer.from_pretrained (file:///Users/tao/Code/transformers.js/examples/electron/node_modules/@xenova/transformers/src/tokenizers.js:3826:48)
    at async Promise.all (index 0)
    at async loadItems (file:///Users/tao/Code/transformers.js/examples/electron/node_modules/@xenova/transformers/src/pipelines.js:2193:5)
    at async pipeline (file:///Users/tao/Code/transformers.js/examples/electron/node_modules/@xenova/transformers/src/pipelines.js:2139:19)
    at async /Users/tao/Code/transformers.js/examples/electron/src/model.js:18:17
```

This is just the first issue I'm trying to deal with to get the example working before I look at my own electron project.

Obviously the issue with this one is that it's looking for the files in the wrong place, under `/node_modules/@xenova/transformers/models` instead of `/models`. So I tried downloading the model from [huggingface](https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english/tree/main) but that didn't work... I realised the model needs to be transformed with onnx to work and look like this:

```
distilbert-base-uncased-finetuned-sst-2-english/
├── config.json
├── tokenizer.json
├── tokenizer_config.json
└── onnx/
    ├── model.onnx
    └── model_quantized.onnx
```

So now I've got to try figure out how to install onnx and use python... so I'm still learning but maybe there's an easier way to find or download these pre-converted onnx models for us python noobs to use.

After that I spent some time trying to install onnx, and I had to figure out where the  `scripts.convert` file was and I think I converted it correctly with this command:

```bash
python3 -m scripts.convert --quantize --model_id distilbert-base-uncased-finetuned-sst-2-english
```

Then I renamed that file from `model.onnx` to `model_quantized.onnx` and ran it again without the `--quantize` flag?

So at this point hopefully I'm following along correctly, I have no idea.

I ran the code again and found the same issue:

```bash
(node:26959) UnhandledPromiseRejectionWarning: Error: `local_files_only=true` or `env.allowRemoteModels=false` and file was not found locally at "/Users/tao/Code/transformers.js/examples/electron/node_modules/@xenova/transformers/models/distilbert-base-uncased-finetuned-sst-2-english/tokenizer.json".
```

So then I copied the new onnx model into the `node_modules` folder again and that seemed to work 🔥😓 but obviously not ideal so we need a work around to get it to read models in the root `models/` folder right?

The only issue left in the node console was this:

```
[27048:0928/160021.966025:ERROR:CONSOLE(1)] "Uncaught (in promise) TypeError: Failed to fetch", source: devtools://devtools/bundled/panels/elements/elements.js (1)
```

But that doesn't seem serious so not too worried about it for now, and if I disable the Electron dev tools it goes away anyway.

So now the example project works and I've made some progress, and I'm trying to run the model in my own Electron project... I started a new Electron project with Electron Forge 6.

The first issue I ran into there was that it couldn't load the `onnxruntime_binding.node` module:

```bash
> electron-forge start

✔ Checking your system
✔ Locating application
✔ Loading configuration
✔ Preparing native dependencies [0.2s]
✔ Running generateAssets hook
✔ [plugin-webpack] Compiling main process code [1s]
✔ [plugin-webpack] Launching dev servers for renderer process code [0.1s]
  › Output Available: http://localhost:9000

(node:27482) UnhandledPromiseRejectionWarning: Error: Cannot find module '../bin/napi-v3/darwin/arm64/onnxruntime_binding.node'
Require stack:
- /Users/tao/Code/temp/electron/.webpack/main/vendors-node_modules_xenova_transformers_src_models_js-node_modules_xenova_transformers_src_t-98979f.index.js
- /Users/tao/Code/temp/electron/.webpack/main/index.js
- /Users/tao/Code/temp/electron/node_modules/electron/dist/Electron.app/Contents/Resources/default_app.asar/main.js
- 
    at node:internal/modules/cjs/loader:1084:15
    at Function._resolveFilename (node:electron/js2c/browser_init:2:117419)
    at node:internal/modules/cjs/loader:929:27
```

There were a few other Github issues related to that and NextJS so I updated the webpack config to look like this:

```js
// web pack.main.config.ts

import type { Configuration } from 'webpack';

import { rules } from './webpack.rules';

export const mainConfig: Configuration = {
  /**
   * This is the main entry point for your application, it's the first file
   * that runs in the main process.
   */
  entry: './src/index.ts',
  // Put your normal webpack config below here
  module: {
    rules,
  },
  resolve: {
    extensions: ['.js', '.ts', '.jsx', '.tsx', '.css', '.json'],
    alias: {
      "sharp$": false,
      "onnxruntime-node$": false,
    }
  },
};
```

Now I think the browser is ignoring the onnxruntime node module because that's only required on the node server... still trying to figure things out, anyway I think that worked so now I've got another issue:

```bash
> electron-forge start

✔ Checking your system
✔ Locating application
✔ Loading configuration
✔ Preparing native dependencies [0.1s]
✔ Running generateAssets hook
✔ [plugin-webpack] Compiling main process code [0.7s]
✔ [plugin-webpack] Launching dev servers for renderer process code [0.1s]
  › Output Available: http://localhost:9000

(node:27641) UnhandledPromiseRejectionWarning: TypeError: Cannot read properties of undefined (reading 'wasm')
    at ./node_modules/@xenova/transformers/src/env.js (/Users/tao/Code/temp/electron/.webpack/main/vendors-node_modules_xenova_transformers_src_models_js-node_modules_xenova_transformers_src_t-98979f.index.js:1269:10)
    at __webpack_require__ (/Users/tao/Code/temp/electron/.webpack/main/index.js:1101:41)
    at ./node_modules/@xenova/transformers/src/utils/hub.js (/Users/tao/Code/temp/electron/.webpack/main/vendors-node_modules_xenova_transformers_src_models_js-node_modules_xenova_transformers_src_t-98979f.index.js:15268:65)
    at __webpack_require__ (/Users/tao/Code/temp/electron/.webpack/main/index.js:1101:41)
    at ./node_modules/@xenova/transformers/src/tokenizers.js (/Users/tao/Code/temp/electron/.webpack/main/vendors-node_modules_xenova_transformers_src_models_js-node_modules_xenova_transformers_src_t-98979f.index.js:9420:71)
    at __webpack_require__ (/Users/tao/Code/temp/electron/.webpack/main/index.js:1101:41)
    at ./node_modules/@xenova/transformers/src/pipelines.js (/Users/tao/Code/temp/electron/.webpack/main/vendors-node_modules_xenova_transformers_src_models_js-node_modules_xenova_transformers_src_t-98979f.index.js:5678:72)
    at __webpack_require__ (/Users/tao/Code/temp/electron/.webpack/main/index.js:1101:41)
    at ./node_modules/@xenova/transformers/src/transformers.js (/Users/tao/Code/temp/electron/.webpack/main/vendors-node_modules_xenova_transformers_src_models_js-node_modules_xenova_transformers_src_t-98979f.index.js:13577:71)
    at Function.__webpack_require__ (/Users/tao/Code/temp/electron/.webpack/main/index.js:1101:41)
(Use `Electron --trace-warnings ...` to show where the warning was created)
(node:27641) UnhandledPromiseRejectionWarning: Unhandled promise rejection. This error originated either by throwing inside of an async function without a catch block, or by rejecting a promise which was not handled with .catch(). To terminate the node process on unhandled promise rejection, use the CLI flag `--unhandled-rejections=strict` (see https://nodejs.org/api/cli.html#cli_unhandled_rejections_mode). (rejection id: 1)
```

Now I'm a bit stuck and not really sure what to do next... I haven't done anything funny except follow the Electron tutorial until I got the ping pong example to work with the contextBridge, and then copied over the code from the Electron demo but it's running into some issue even thought it's very similar?

I was able to get the Whisper Web demo working in NextJS app so I have been playing around with the code quite a lot, and trying to get it to an Electron app next.

**How to reproduce**
*Steps or a minimal working example to reproduce the behavior*

I tried to recreate this bug in a demo and I think it's a webpack issue now. When I create a default Electron Forge app and copy over the example code then it seems to work.

[Demo link](https://github.com/tao/electron-transformers-js)
> You just need to add the onnx models to the node_modules directory, which is probably a bug right, but this will work.

So here's the exact same but using the Electron webpack template, and we get the wasm not defined error:

[Webpack demo link](https://github.com/tao/electron-webpack-transformers-js)

So I tried out the Electron Vite template too but got stuck with the previous bug:

```
UnhandledPromiseRejectionWarning: Error: Could not dynamically require "../bin/napi-v3/darwin/arm64/onnxruntime_binding.node". Please configure the dynamicRequireTargets or/and ignoreDynamicRequires option of @rollup/plugin-commonjs appropriately for this require call to work.
```

So there's a [demo for that too](https://github.com/tao/electron-vite-transformers-js) but not sure how to overcome that step yet. 

I'd like to get Electron working with webpack so I can use React, if there's any way to help me figure out what's going on with this `wasm` bug but I think it's in the transformers code because it's trying to access it as a variable? like `onnx_env.wasm.wasmPaths` but it's probably undefined?? Maybe because I didn't solve the `onnxruntime-node` issue correctly earlier?

**Environment**
- Transformers.js version: 2.6.1
- Browser (if applicable): Electron (Chrome)
- Operating system (if applicable): MacOS Ventura 13.4.1


Discussion / hints:

Fix patch:
diff --git a/examples/electron/README.md b/examples/electron/README.md
index 4f77c2a96..3d40e0c20 100644
--- a/examples/electron/README.md
+++ b/examples/electron/README.md
@@ -14,17 +14,6 @@ An example project to show how to run 🤗 Transformers in an [Electron](https:/
     npm install 
     ```
 
-1. Add your model files to `./models/`. For this demo, we use [distilbert-base-uncased-finetuned-sst-2-english](https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english/tree/main) from the Hugging Face Hub. It should look something like this:
-    ```
-    distilbert-base-uncased-finetuned-sst-2-english/
-    ├── config.json
-    ├── tokenizer.json
-    ├── tokenizer_config.json
-    └── onnx/
-        ├── model.onnx
-        └── model_quantized.onnx
-    ```
-
 1. Run the application:
     ```bash
     npm run start 
diff --git a/examples/electron/models/.gitignore b/examples/electron/models/.gitignore
deleted file mode 100644
index e32cdcab6..000000000
--- a/examples/electron/models/.gitignore
+++ /dev/null
@@ -1,15 +0,0 @@
-# Place your model files here. We recommend downloading them from the Hugging Face Hub: https://huggingface.co/
-# For example, https://huggingface.co/distilbert-base-uncased-finetuned-sst-2-english/tree/main
-#
-# The directory should look something like this:
-# distilbert-base-uncased-finetuned-sst-2-english/
-#   - config.json
-#   - tokenizer.json
-#   - tokenizer_config.json
-#   - onnx/
-#     - model.onnx
-#     - model_quantized.onnx
-#
-# NOTE: Depending on your task, you may only need to include the quantized model weights.
-*
-!.gitignore
diff --git a/examples/electron/package-lock.json b/examples/electron/package-lock.json
new file mode 100644
index 000000000..e3a48f32b
--- /dev/null
+++ b/examples/electron/package-lock.json
@@ -0,0 +1,5822 @@
+{
+  "name": "electron",
+  "version": "1.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "electron",
+      "version": "1.0.0",
+      "license": "MIT",
+      "dependencies": {
+        "@xenova/transformers": "^2.6.2",
+        "electron-squirrel-startup": "^1.0.0"
+      },
+      "devDependencies": {
+        "@electron-forge/cli": "^6.1.1",
+        "@electron-forge/maker-deb": "^6.1.1",
+        "@electron-forge/maker-rpm": "^6.1.1",
+        "@electron-forge/maker-squirrel": "^6.1.1",
+        "@electron-forge/maker-zip": "^6.1.1",
+        "electron": "^24.1.1"
+      }
+    },
+    "node_modules/@electron-forge/cli": {
+      "version": "6.4.2",
+      "resolved": "https://registry.npmjs.org/@electron-forge/cli/-/cli-6.4.2.tgz",
+      "integrity": "sha512-bM6YVTV0uUEpIL1jkpARlSm4Li26XZn+avC/lyTdpPqnd65T/oXZNkrAD+2Jb0RlgplOaM21qWm7ybtvKDGDyA==",
+      "dev": true,
+      "funding": [
+        {
+          "type": "individual",
+          "url": "https://github.com/sponsors/malept"
+        },
+        {
+          "type": "tidelift",
+          "url": "https://tidelift.com/subscription/pkg/npm-.electron-forge-cli?utm_medium=referral&utm_source=npm_fund"
+        }
+      ],
+      "dependencies": {
+        "@electron-forge/core": "6.4.2",
+        "@electron-forge/shared-types": "6.4.2",
+        "@electron/get": "^2.0.0",
+        "chalk": "^4.0.0",
+        "commander": "^4.1.1",
+        "debug": "^4.3.1",
+        "fs-extra": "^10.0.0",
+        "listr2": "^5.0.3",
+        "semver": "^7.2.1"
+      },
+      "bin": {
+        "electron-forge": "dist/electron-forge.js",
+        "electron-forge-vscode-nix": "script/vscode.sh",
+        "electron-forge-vscode-win": "script/vscode.cmd"
+      },
+      "engines": {
+        "node": ">= 14.17.5"
+      }
+    },
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+      "version": "6.4.2",
+      "resolved": "https://registry.npmjs.org/@electron-forge/core/-/core-6.4.2.tgz",
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+      "dev": true,
+      "funding": [
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+          "url": "https://github.com/sponsors/malept"
+        },
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+          "type": "tidelift",
+          "url": "https://tidelift.com/subscription/pkg/npm-.electron-forge-core?utm_medium=referral&utm_source=npm_fund"
+        }
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+        "@electron-forge/publisher-base": "6.4.2",
+        "@electron-forge/shared-types": "6.4.2",
+        "@electron-forge/template-base": "6.4.2",
+        "@electron-forge/template-vite": "6.4.2",
+        "@electron-forge/template-vite-typescript": "6.4.2",
+        "@electron-forge/template-webpack": "6.4.2",
+        "@electron-forge/template-webpack-typescript": "6.4.2",
+        "@electron/get": "^2.0.0",
+        "@electron/rebuild": "^3.2.10",
+        "@malept/cross-spawn-promise": "^2.0.0",
+        "chalk": "^4.0.0",
+        "debug": "^4.3.1",
+        "electron-packager": "^17.1.2",
+        "fast-glob": "^3.2.7",
+        "filenamify": "^4.1.0",
+        "find-up": "^5.0.0",
+        "fs-extra": "^10.0.0",
+        "got": "^11.8.5",
+        "interpret": "^3.1.1",
+        "listr2": "^5.0.3",
+        "lodash": "^4.17.20",
+        "log-symbols": "^4.0.0",
+        "node-fetch": "^2.6.7",
+        "progress": "^2.0.3",
+        "rechoir": "^0.8.0",
+        "resolve-package": "^1.0.1",
+        "semver": "^7.2.1",
+        "source-map-support": "^0.5.13",
+        "sudo-prompt": "^9.1.1",
+        "username": "^5.1.0",
+        "yarn-or-npm": "^3.0.1"
+      },
+      "engines": {
+        "node": ">= 14.17.5"
+      }
+    },
+    "node_modules/@electron-forge/core-utils": {
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+      "resolved": "https://registry.npmjs.org/@electron-forge/core-utils/-/core-utils-6.4.2.tgz",
+      "integrity": "sha512-CjB3aakmRsXAMMDYc8PxNTMf4FdI29y4PErfv7eCXlL5oo3JW0VSKZIV7R8/Po0S0got85q2kmhZgCKuxL1BNA==",
+      "dev": true,
+      "dependencies": {
+        "@electron-forge/shared-types": "6.4.2",
+        "@electron/rebuild": "^3.2.10",
+        "@malept/cross-spawn-promise": "^2.0.0",
+        "chalk": "^4.0.0",
+        "debug": "^4.3.1",
+        "find-up": "^5.0.0",
+        "fs-extra": "^10.0.0",
+        "log-symbols": "^4.0.0",
+        "semver": "^7.2.1",
+        "yarn-or-npm": "^3.0.1"
+      },
+      "engines": {
+        "node": ">= 14.17.5"
+      }
+    },
+    "node_modules/@electron-forge/maker-base": {
+      "version": "6.4.2",
+      "resolved": "https://registry.npmjs.org/@electron-forge/maker-base/-/maker-base-6.4.2.tgz",
+      "integrity": "sha512-zW3GH+LqDK9nxQmQEFkJPR8RqiX0lVk6a4mXll3ngujN1fPevO4ivUAWmaEVeC1dH/hXbN7s9m0S6a37MigftQ==",
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+      "dependencies": {
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+      "dependencies": {
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+      },
+      "optionalDependencies": {
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+    "node_modules/@electron-forge/maker-rpm": {
+      "version": "6.4.2",
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diff --git a/examples/electron/package.json b/examples/electron/package.json
index f75dac91d..e58998bdd 100644
--- a/examples/electron/package.json
+++ b/examples/electron/package.json
@@ -15,7 +15,7 @@
   "author": "Xenova",
   "license": "MIT",
   "dependencies": {
-    "@xenova/transformers": "^2.0.0",
+    "@xenova/transformers": "^2.6.2",
     "electron-squirrel-startup": "^1.0.0"
   },
   "devDependencies": {
diff --git a/examples/electron/src/model.js b/examples/electron/src/model.js
index 25747d50d..b4ee66bf5 100644
--- a/examples/electron/src/model.js
+++ b/examples/electron/src/model.js
@@ -1,30 +1,30 @@
 // This file (model.js) contains all the logic for loading the model and running predictions.
 
-// NOTE: Replace this with your own task and model
-const task = 'text-classification';
-const model = 'distilbert-base-uncased-finetuned-sst-2-english';
+class MyClassificationPipeline {
+    // NOTE: Replace this with your own task and model
+    static task = 'text-classification';
+    static model = 'Xenova/distilbert-base-uncased-finetuned-sst-2-english';
+    static instance = null;
 
-// We can't use `require` syntax since @xenova/transformers is an ES module. So, we use
-// dynamic imports to load the Transformers.js package asynchronously. Then, we create a
-// pipeline with the specified task and model, and return a promise that resolves to the
-// pipeline. Later on, we will await this pipeline and use it to run predictions.
-const modelPromise = new Promise(async (resolve, reject) => {
-    try {
-        let { pipeline, env } = await import('@xenova/transformers');
+    static async getInstance(progress_callback = null) {
+        if (this.instance === null) {
+            // Dynamically import the Transformers.js library
+            let { pipeline, env } = await import('@xenova/transformers');
 
-        // Only use local models
-        env.allowRemoteModels = false;
+            // NOTE: Uncomment this to change the cache directory
+            // env.cacheDir = './.cache';
 
-        resolve(await pipeline(task, model));
-    } catch (err) {
-        reject(err);
+            this.instance = pipeline(this.task, this.model, { progress_callback });
+        }
+
+        return this.instance;
     }
-});
+}
 
 // The run function is used by the `transformers:run` event handler.
 async function run(event, text) {
-    let model = await modelPromise;
-    return await model(text);
+    const classifier = await MyClassificationPipeline.getInstance();
+    return await classifier(text);
 }
 
 module.exports = {


Test patch: