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

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## Applied Quantizations

### ❌ 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/onnxruntime-node@1.21.0/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 '/swin2sr/first_convolution/Conv_quant'
at new OnnxruntimeSessionHandler (/home/ubuntu/src/tjsmigration/node_modules/.pnpm/onnxruntime-node@1.21.0/node_modules/onnxruntime-node/dist/backend.js:25:92)
at Immediate.<anonymous> (/home/ubuntu/src/tjsmigration/node_modules/.pnpm/onnxruntime-node@1.21.0/node_modules/onnxruntime-node/dist/backend.js:67:29)
at process.processImmediate (node:internal/timers:485:21)

Node.js v22.16.0
```
↳ βœ… `uint8`: `model_uint8.onnx` (added)
↳ βœ… `q4`: `model_q4.onnx` (added)
↳ βœ… `q4f16`: `model_q4f16.onnx` (added)
↳ βœ… `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/onnxruntime-node@1.21.0/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 '/swin2sr/first_convolution/Conv_quant'
at new OnnxruntimeSessionHandler (/home/ubuntu/src/tjsmigration/node_modules/.pnpm/onnxruntime-node@1.21.0/node_modules/onnxruntime-node/dist/backend.js:25:92)
at Immediate.<anonymous> (/home/ubuntu/src/tjsmigration/node_modules/.pnpm/onnxruntime-node@1.21.0/node_modules/onnxruntime-node/dist/backend.js:67:29)
at process.processImmediate (node:internal/timers:485:21)

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

README.md CHANGED
@@ -7,18 +7,18 @@ https://huggingface.co/caidas/swin2SR-lightweight-x2-64 with ONNX weights to be
7
 
8
  ## Usage (Transformers.js)
9
 
10
- 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:
11
  ```bash
12
- npm i @xenova/transformers
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  ```
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  **Example:** Upscale an image with `Xenova/swin2SR-lightweight-x2-64`.
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  ```js
17
- import { pipeline } from '@xenova/transformers';
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  // Create image-to-image pipeline
20
  const upscaler = await pipeline('image-to-image', 'Xenova/swin2SR-lightweight-x2-64', {
21
- // quantized: false, // Uncomment this line to use the quantized version
22
  });
23
 
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  // Upscale an image
 
7
 
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  ## Usage (Transformers.js)
9
 
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+ 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:
11
  ```bash
12
+ npm i @huggingface/transformers
13
  ```
14
 
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  **Example:** Upscale an image with `Xenova/swin2SR-lightweight-x2-64`.
16
  ```js
17
+ import { pipeline } from '@huggingface/transformers';
18
 
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  // Create image-to-image pipeline
20
  const upscaler = await pipeline('image-to-image', 'Xenova/swin2SR-lightweight-x2-64', {
21
+ dtype: 'fp32', // Uncomment this line to use the non-quantized version
22
  });
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  // Upscale an image
onnx/model_bnb4.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:8711119d8bb84140aa1b6b15bb7a78d7b07600633f394b347ea277932fc3e54e
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+ size 5604577
onnx/model_q4.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ size 5675089
onnx/model_q4f16.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:494d7912760b8314c9f61c130ab520a6b601046cb34a00a3c895145a43523aeb
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+ size 4041879
onnx/model_uint8.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:ba07a9e1d1759817ba74d40f605caaff08b44e566ae5ae9653e17b7e1eff28bf
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+ size 5545300