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

## Applied Quantizations

### ✅ Based on `vision_model.onnx` *with* slimming

↳ ✅ `int8`: `vision_model_int8.onnx` (added)
↳ ✅ `uint8`: `vision_model_uint8.onnx` (added)
↳ ✅ `q4`: `vision_model_q4.onnx` (added)
↳ ✅ `q4f16`: `vision_model_q4f16.onnx` (added)
↳ ✅ `bnb4`: `vision_model_bnb4.onnx` (added)

### ✅ Based on `vision_model.onnx` *with* slimming

↳ ✅ `int8`: `vision_model_int8.onnx` (added)
↳ ✅ `uint8`: `vision_model_uint8.onnx` (added)
↳ ✅ `q4`: `vision_model_q4.onnx` (added)
↳ ✅ `q4f16`: `vision_model_q4f16.onnx` (added)
↳ ✅ `bnb4`: `vision_model_bnb4.onnx` (added)

### ❌ Based on `model.onnx` *with* slimming

```
None
```
↳ ❌ `int8`: `model_int8.onnx` (added but JS-based E2E test failed)
```
/home/ubuntu/src/tjsmigration/node_modules/.pnpm/[email protected]/node_modules/onnxruntime-node/dist/backend.js:25
__classPrivateFieldGet(this, _OnnxruntimeSessionHandler_inferenceSession, "f").loadModel(pathOrBuffer, options);
^

Error: Could not find an implementation for ConvInteger(10) node with name '/vision_model/embeddings/patch_embedding/Conv_quant'
at new OnnxruntimeSessionHandler (/home/ubuntu/src/tjsmigration/node_modules/.pnpm/[email protected]/node_modules/onnxruntime-node/dist/backend.js:25:92)
at Immediate.<anonymous> (/home/ubuntu/src/tjsmigration/node_modules/.pnpm/[email protected]/node_modules/onnxruntime-node/dist/backend.js:67:29)
at process.processImmediate (node:internal/timers:485:21)

Node.js v22.16.0
```
↳ ✅ `uint8`: `model_uint8.onnx` (added)
↳ ✅ `q4`: `model_q4.onnx` (added)
↳ ✅ `q4f16`: `model_q4f16.onnx` (added)
↳ ✅ `bnb4`: `model_bnb4.onnx` (added)

### ❌ Based on `model.onnx` *with* slimming

```
None
```
↳ ❌ `int8`: `model_int8.onnx` (added but JS-based E2E test failed)
```
/home/ubuntu/src/tjsmigration/node_modules/.pnpm/[email protected]/node_modules/onnxruntime-node/dist/backend.js:25
__classPrivateFieldGet(this, _OnnxruntimeSessionHandler_inferenceSession, "f").loadModel(pathOrBuffer, options);
^

Error: Could not find an implementation for ConvInteger(10) node with name '/vision_model/embeddings/patch_embedding/Conv_quant'
at new OnnxruntimeSessionHandler (/home/ubuntu/src/tjsmigration/node_modules/.pnpm/[email protected]/node_modules/onnxruntime-node/dist/backend.js:25:92)
at Immediate.<anonymous> (/home/ubuntu/src/tjsmigration/node_modules/.pnpm/[email protected]/node_modules/onnxruntime-node/dist/backend.js:67:29)
at process.processImmediate (node:internal/timers:485:21)

Node.js v22.16.0
```
↳ ✅ `uint8`: `model_uint8.onnx` (added)
↳ ✅ `q4`: `model_q4.onnx` (added)
↳ ✅ `q4f16`: `model_q4f16.onnx` (added)
↳ ✅ `bnb4`: `model_bnb4.onnx` (added)

### ✅ Based on `text_model.onnx` *with* slimming

↳ ✅ `int8`: `text_model_int8.onnx` (added)
↳ ✅ `uint8`: `text_model_uint8.onnx` (added)
↳ ✅ `q4`: `text_model_q4.onnx` (added)
↳ ✅ `q4f16`: `text_model_q4f16.onnx` (added)
↳ ✅ `bnb4`: `text_model_bnb4.onnx` (added)

### ✅ Based on `text_model.onnx` *with* slimming

↳ ✅ `int8`: `text_model_int8.onnx` (added)
↳ ✅ `uint8`: `text_model_uint8.onnx` (added)
↳ ✅ `q4`: `text_model_q4.onnx` (added)
↳ ✅ `q4f16`: `text_model_q4f16.onnx` (added)
↳ ✅ `bnb4`: `text_model_bnb4.onnx` (added)

README.md

@@ -8,14 +8,14 @@ https://huggingface.co/google/siglip-base-patch16-224 with ONNX weights to be co
 
 ## 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:** Zero-shot image classification w/ `Xenova/siglip-base-patch16-224`:
 ```js
-import { pipeline } from '@xenova/transformers';
+import { pipeline } from '@huggingface/transformers';
 
 const classifier = await pipeline('zero-shot-image-classification', 'Xenova/siglip-base-patch16-224');
 const url = 'http://images.cocodataset.org/val2017/000000039769.jpg';
@@ -32,7 +32,7 @@ console.log(output);
 **Example:** Compute text embeddings with `SiglipTextModel`.
 
 ```javascript
-import { AutoTokenizer, SiglipTextModel } from '@xenova/transformers';
+import { AutoTokenizer, SiglipTextModel } from '@huggingface/transformers';
 
 // Load tokenizer and text model
 const tokenizer = await AutoTokenizer.from_pretrained('Xenova/siglip-base-patch16-224');
@@ -55,7 +55,7 @@ const { pooler_output } = await text_model(text_inputs);
 **Example:** Compute vision embeddings with `SiglipVisionModel`.
 
 ```javascript
-import { AutoProcessor, SiglipVisionModel, RawImage} from '@xenova/transformers';
+import { AutoProcessor, SiglipVisionModel, RawImage} from '@huggingface/transformers';
 
 // Load processor and vision model
 const processor = await AutoProcessor.from_pretrained('Xenova/siglip-base-patch16-224');

onnx/model_bnb4.onnx

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onnx/text_model_int8.onnx

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onnx/text_model_uint8.onnx

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