Add/update the quantized ONNX model files and README.md for Transformers.js v3 (#1)

- Add/update the quantized ONNX model files and README.md for Transformers.js v3 (b73940d05c3dbd2307a3e19bff424663ed0417f3)


Co-authored-by: Yuichiro Tachibana <[email protected]>

README.md

@@ -7,14 +7,14 @@ https://huggingface.co/cross-encoder/ms-marco-TinyBERT-L-2-v2 with ONNX weights
 
 ## Usage (Transformers.js)
 
-If you haven't already, you can install the [Transformers.js](https://huggingface.co/docs/transformers.js) JavaScript library from [NPM](https://www.npmjs.com/package/@xenova/transformers) using:
+If you haven't already, you can install the [Transformers.js](https://huggingface.co/docs/transformers.js) JavaScript library from [NPM](https://www.npmjs.com/package/@huggingface/transformers) using:
 ```bash
-npm i @xenova/transformers
+npm i @huggingface/transformers
 ```
 
 **Example:** Information Retrieval w/ `Xenova/ms-marco-TinyBERT-L-2-v2`.
 ```js
-import { AutoTokenizer, AutoModelForSequenceClassification } from '@xenova/transformers';
+import { AutoTokenizer, AutoModelForSequenceClassification } from '@huggingface/transformers';
 
 const model = await AutoModelForSequenceClassification.from_pretrained('Xenova/ms-marco-TinyBERT-L-2-v2');
 const tokenizer = await AutoTokenizer.from_pretrained('Xenova/ms-marco-TinyBERT-L-2-v2');
@@ -31,7 +31,7 @@ const features = tokenizer(
     }
 )
 
-const scores = await model(features)
+const scores = await model(features);
 console.log(scores);
 // quantized:   [ 7.210887908935547, -11.559350967407227 ]
 // unquantized: [ 7.235750675201416, -11.562294006347656 ]
@@ -39,5 +39,4 @@ console.log(scores);
 
 ---
 
-
 Note: Having a separate repo for ONNX weights is intended to be a temporary solution until WebML gains more traction. If you would like to make your models web-ready, we recommend converting to ONNX using [🤗 Optimum](https://huggingface.co/docs/optimum/index) and structuring your repo like this one (with ONNX weights located in a subfolder named `onnx`).

onnx/model_bnb4.onnx

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+size 16254069

onnx/model_int8.onnx

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+size 4475667

onnx/model_q4.onnx

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onnx/model_q4f16.onnx

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+size 8268506

onnx/model_uint8.onnx

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