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" + }, 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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 = {